Development of Quality Indicators for Quantifying Youth Risk of Suicide and Risk of Harm to Others

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Poss This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7586502/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 5 You are reading this latest preprint version Abstract Self-harm and risk of harm to others are large contributors to youth mortality. These mental health trends suggest a need for a quantifiable and comparable approach to evaluating outcomes related to risk harm to self and others. Canada has significant gaps in the ability to assess the quality of mental health services across jurisdictions — the development of Quality Indicators can fill these gaps. Quality Indicators allow comparisons across different agencies and provinces, promoting uniform quality of care despite disparities in youth demographics, social determinants of health, and mental illness complexity. Data were collected using two standardized assessment instruments: the interRAI ChYMH (Child and Youth Mental Health) and ChYMH-DD (Developmental Disabilities). The difference in assessment values between baseline and follow-up, as well as risk-adjusted variables, formed the basis for the Quality Indicators, ensuring they reflect care quality. Youth characteristic measures, including interpersonal trauma, abuse, and trauma, influence patient improvement or worsening for the risk of harm to self and others. Other risk adjustors were retained based on their significance determined by a multiple logistic regression model with the Quality Indicators outcomes. Challenges for the youth or parent/primary caregivers were associated with higher rates of worsening risk, as well as lower rates of improvement. While the median risk of harm to self and others improved across agencies, many agencies saw that risk of harm to self and others shifted in the same direction (i.e., both worsening or improving). With respect to provider/system-level factors, youth in inpatient services were less likely to improve in either domain compared to youth in community-based services. The study focused on developing Quality Indicators to measure the care quality for children and youth at risk of harm to themselves or others. These Quality Indicators can be utilized by mental health agencies to evaluate care for youth, provide feedback to providers and agencies to improve care, and compare care across jurisdictions. Youth mental health Risk of suicide Risk of harm to others InterRAI Quality indicator Quality of youth mental health services Mental health agencies Demand for care Figures Figure 1 Background In Canada, children and youth (hereafter referred to as youth) with mental health needs represent one of the most vulnerable groups, with an increasing demand for care. Mental health challenges among youth are associated with leading causes of death in this demographic, including suicide and homicide, both of which are considered preventable causes of premature mortality [ 1 , 2 ]. Two domains that specifically address the risks faced by youth with mental health challenges include the risk of suicide or self-harm and the risk of harm to others. The prevalence of suicidality among Canadian youth is concerning, with rates of 4.9 per 100,000 for girls and 7.4 per 100,000 for boys in the 10–19 age group [ 3 ]. Notably, suicide is the second leading cause of death among adolescents in Canada, with an increase in both ideation and attempts in recent years [ 1 , 4 , 5 ]. Early adolescence marks a critical period for the onset of self-harm behaviours [ 1 , 6 ]. The prevalence of suicidality has risen notably among females aged 10 to 19 years, while male (aged 10 to 19 years) suicide rates have seen only slight declines [ 7 ]. Research indicates that around one-quarter of adolescents exhibit both suicidal ideation (SI) and self-harm, while 5% and 17% engage in self-harm or solely SI, respectively [ 8 ]. Aggression and violence are not uncommon among Canadian youth. The World Health Organization found that, in 2022, approximately 10% of 15-year-old Canadian boys had bullied other students at school multiple times a month [ 9 ]. Between 10 and 16% of youth aged 13 to 15 reported having cyberbullied others at least once in a few months, with boys reporting higher rates of cyberbullying others [ 9 ]. Further, approximately 20% of 11-year-old boys and 10% of 15-year-old boys had been in at least three physical fights within a year [ 9 ]. While rates of physical fights seem to decrease as boys age, rates of homicide increase. Specifically, adolescents aged 16 to 17 committed almost twice as many homicides as 12 to 15-year-old youth [ 10 ]. Aggression and violent behaviour are leading contributors to premature mortality [ 2 , 11 , 12 ], with older boys exhibiting such behaviours more often than older girls [ 9 ]. Fifteen-year-old Canadian boys bullied others at school at a rate almost double that of 15-year-old girls bullying perpetration [ 9 ]. Globally, 42% of homicide victims are between the ages of 10 and 29 years old [ 12 ]. Violent interpersonal conflicts are also major contributors to disability [ 12 ]. This violence and its consequences have widespread impacts on communities. A 2013 survey found that Canadian youth homicide perpetrators victimize strangers 20% more frequently than adult perpetrators [ 10 , 13 ]. Early-onset conduct problems, such as destructive or abusive behaviours, are major predictors of future violent and criminal acts [ 2 , 11 , 14 ]. Young toddlers who display higher levels of physical aggression are at risk of continuing and increasing their aggression throughout their school-aged years [ 15 ]. This risk is amplified if the child does not learn behavioural inhibition [ 15 ]. Childhood aggression is a risk factor for domestic violence towards partners and future children [ 14 ]. Youth who exhibit aggressive tendencies—whether physical, verbal, or social—are at heightened risk of future aggressive behaviour, particularly when coupled with impulsivity and deficits in social or cognitive abilities [ 2 , 14 ]. There are profound short and long-term impacts of violence on the youth, as the inability to regulate violent impulses often leads to more serious offences in the future [ 2 , 11 ]. In 2020, 47% of youth aged 12 to 17 years old accused of homicide had a youth record with previous, less serious offences [ 11 ]. These prevalence rates and current mental health trends suggest an urgent need for a common approach to evaluating outcomes related to harm to self and others that are quantifiable and comparable across agencies and jurisdictions. Notably, both risks of harm to self and others are the most common reasons for emergent services, especially inpatient psychiatric youth admissions [ 16 ]. And yet, there has been little research examining quality care around these important areas due to the lack of standardized metrics in the field of children’s mental health. A potential solution is developing Quality Indicators (QIs) that can assess and report on the quality of care in youth mental health services. QIs measure agency service utilization and youth health outcomes to report on and compare agency performance for policy and funding decisions [ 17 ]. The Development of Quality Indicators High-quality mental health care services for children and youth are fundamental to well-being. However, there are significant gaps in Canada's ability to assess the quality of mental health services. These gaps in service quality can be hard to address due to the lack of standardized QIs related to youth mental health [ 1 , 2 ]. A lack of QIs prevents agencies from measuring the effectiveness of their interventions, which then prevents comparisons of care across agencies and provinces. These comparisons could act as ways to determine how to identify systemic deficiencies and allocate resources equitably [ 17 ]. Specifically, agency staff and policymakers cannot adequately assess or improve current care without them. QIs focused on suicidality/self-harm and risk of harm to others can be utilized by mental health agencies for evaluating and improving care for youth. The development of these QIs allows comparisons across different agencies and provinces to promote a uniform quality of care despite disparities in youth demographics, mental illness complexity, and social determinants of health [ 17 ]. Inter-provincial comparisons can ensure a national standard of care for pediatric mental health care. When linked to funding models, QIs may encourage policymakers to allocate more resources or funding to agencies or provinces whose youth experience greater mental health needs [ 1 , 2 , 17 , 18 ]. Beyond clinical uses, QIs can identify systemic gaps in service integration, such as coordination between mental health, education, and child welfare systems, and inform longitudinal outcome assessments to track whether short-term risk stratification and early intervention lead to sustained positive well-being. An important part of the development of QIs resides in risk adjustment, an approach used in healthcare quality measurement to ensure equitable service comparisons across different healthcare providers or organizations [ 19 ]. The process involves controlling for factors outside of a provider's control, such as demographics, pre-existing health conditions, and social determinants of mental health. Controlling for these factors minimizes bias and subjectivity when comparing agencies and provinces [ 17 ]. These comparisons can influence system-level funding allocation and policymaking that works towards the Quadruple Aim, a set of goals to enhance healthcare systems [ 18 , 19 , 20 ]. These goals include improving patients’ experience with healthcare, improving population health, enhancing physical well-being, and reducing costs to the healthcare system [ 20 ]. QIs that align with the Quadruple Aim provide an objective framework to assess agencies and reduce inequities. Thus, risk adjustment is necessary when evaluating mental healthcare services where child populations may vary significantly regarding mental health status, socioeconomic factors, or other underlying characteristics that influence outcomes that are outside of agency control [ 19 ]. Methods Routinely collected clinical information from children and youth mental health services was used to model outcomes related to self harm/suicidality and harm to others, such that quality indicators representing change could be reported at the service agency level. Data came from a standardized comprehensive assessment instrument in service agencies in Ontario, Canada. Methods are based on those previously reported [ 21 , 26 ] and are briefly summarized here. Outcomes that report risk of self-harm as well as harm to others were identified in the interRAI ChYMH (Child and Youth Mental Health) and ChYMH-DD (Developmental Disabilities) assessment instruments, described below. Specifically, improvement and worsening at the individual level, aggregated to the agency, for two scales that reflect the level of severity of self-harm and for harm to others. Rates of these outcomes for a period of time, normally one year, can be calculated, and are based on measured changes between baseline and follow-up assessments. Supporting these rates is a process of risk adjustment that seeks to make values more comparable across agencies or over time, since the underlying risk of the outcome can vary based on the presenting characteristics of cases at program entry. The methodology uses methods previously reported [ 21 , 26 ], and are briefly summarized here. The risk adjustment process uses a process of direct adjustment whereby the reported population is assigned to three strata of risk at the baseline assessment, and then performance by an agency among cases in each stratum is weighted based on a standard population to compute that agency’s rate [ 22 , 23 ]. This is similar to how age direct adjustment might be applied to cancer rates as population age distribution changes over time. In addition, indirect adjustment using other measures related to the outcome are applied to adjust the rates within the strata using logistic regression. Sample Data came from the use of two standardized assessment instruments, the interRAI ChYMH (Child and Youth Mental Health) and ChYMH-DD (Developmental Disabilities). A number of child and youth mental health service agencies in Ontario have voluntarily used these instruments as part of usual clinical practice since 2015. These agencies vary in their clinical specialization, size, and residential treatment capacity. The ChYMH [ 24 ] and ChYMH-DD [ 25 ] form a part of the Child and Youth suite of interRAI assessment tools, in which the scales and algorithms demonstrate robust psychometric properties [ 26 , 27 , 28 , 1 , 29 , 2 , 30 ]. The ChYMH-DD is similar to the ChYMH with some additional items added specific to this clinical population, and other items not applicable to this population dropped. Each instrument records over 400 clinical items and supports calculation of scales and algorithms that help clinicians in obtaining a data-driven picture of the youth’s strengths, needs, functioning, and areas of risk. Assessors in these agencies receive training on the completion of these assessments, and include psychologists, nurses, psychiatrists, speech and language therapists, child and youth workers, developmental social service workers, and social workers. All available sources of information (i.e., family members, community members, document review, and clinical observations) are utilized to complete these assessments. Secure web-based software was implemented to record assessment information, requiring responses of the proper form for all essential items before the record can be authorized as complete. Before making the data available for analysis, personal identifiers are removed. Data sharing in this manner is part of the license agreement for the use of these instruments. Data from assessments completed between April 1, 2016 and March 31, 2024 were used, selected to produce consecutive assessment pairs that were between 30 and 365 days apart, a range that had been used in prior analysis [ 31 ]. The fiscal year of the second assessment defines the reporting period, and if an individual had more than one pair for a fiscal year the last one was selected. Outcome/Dependent Variables The Risk of Suicide and Self-Harm in Kids (RiSsK) scale, a validated measure that can be calculated in the ChYMH and ChYMH-DD instruments was used [ 1 ] Scores range from 0 to 6, with higher values representing greater risk of self-harm. For harm to others, the Risk of Injury to Others (RIO) scale [ 2 ] which like RiSsK is a computed output using an algorithm informed by items in the ChYMH and ChYMH-DD instruments, and has the same range of values, 0 to 6. Quality indicator calculation is based on the difference in scale values between baseline and follow-up assessments. An increase represents worsening, and a decrease represents improvement. Cases where no improvement is possible (starting scores of 0) and no worsening is possible (starting scores of 6) do not contribute to the indicator. As an example, an agency’s unadjusted rate of self-harm improvement would be the sum of those with lower scores of the RiSsK scale at follow-up, divided by the sum of those able to improve (i.e., with scores of 1 or greater at baseline). Stratification for direct adjustment The Resource Intensity for Children and Youth version 2 (RIChY-2) scale was developed on case mix principals for the ChYMH and ChYMH-DD as a 10-point scale with higher values representing cases likely to be consuming more types of services due to their greater clinical needs and complexity [ 32 ]. RIChY-2 has been used for stratification in other quality indicators for these assessment instruments. Cut points were made along the RIChY-2 distribution for each subset of cases that could contribute to the QI (i.e., was possible to improve for an improvement version of the QI) such as to create low, mid, and high strata, with proportions roughly at 20%, 60%, and 20%, respectively. The RIChY 2.0 algorithm was identified as the appropriate stratification variable for improvement since it is a composite measure of child/youth characteristics that are organized to produce scores reflecting greater resource intensity for QIs regarding improvement. Conversely, it was found that age performed more appropriately in relation to worsening for both QI domains. An additional option that was considered for direct adjustment was age of the client, a measure that is strongly associated with many outcomes, and one that also differs significantly by agency. Here, as in RIChY-2, strata were created that divided the sample into three age groups. Covariate risk adjustors Risk-adjusted variables (RAVs) were used in the stratification process to ensure that QIs reflect care quality rather than child/youth-, family or system-level factors. To accurately reflect care quality for those at risk of harming themselves or others, the RAVs included age, sex, previous types of traumas, experience with inpatient care, and supports. Using RAVs is necessary for benchmarking, equitable resource allocation, and transparent public reporting, where raw metrics could otherwise misrepresent performance [ 19 ]. Covariate adjustors are taken from the baseline assessment, and were identified based on their availability in the ChYMH and ChYMH-DD instruments for which association with clinical change in these domains was thought to be likely. We sought to include measures that described clinical aspects of the child/youth, measures related to the family, as well as other adjustors such as inpatient status or time between assessments. With a wide range of measures available, an exhaustive approach across all QI variations was impractical. Measures were selected based on known clinical association and observed correlations with the outcomes. We applied candidate covariates in backwards elimination multivariate logistic regression models where the QI outcome was the dependent variables, retaining items where p < 0.1. A candidate set of 14 measures were identified as potential covariates: Related to the child or youth (8): sex, age, any positive score on the anxiety scale [ 28 ], any of 4 traumas (sexually abused or assaulted, verbally abused or assaulted, emotionally abused, or having witnessed domestic violence), inadequate problem solving, disruptive or shows poor productivity at school, victim of bullying, bullied peers, symptoms of depression [ 33 ], and having a consistent positive outlook. Age and sex were also examined in combination, by collapsing both into two groups, resulting in four classes. For QI calculation purposes, the small proportion with sex as neither male nor female, about 0.3%, were grouped with the female sex. Related to parents or the family (4): having 2 or more family function issues (lack of supportive relationship with family, family persistently hostile, family members feel overwhelmed, parent has mental health issues, a sibling has mental health issues, and a parent unable or unwilling to continue care), unavailable unpaid support (based on five domains of need: crisis situations, financial problems, babysitting, emotional support, and respite), a parent or primary caregiver has experienced a major life stressor, and 3 or fewer of these parentings strengths: effective communication, assists with emotional regulation, appropriate discipline, warmth and support, appropriate supervision, and appropriate limit setting. Related to the provider or system (2): inpatient status, and 6 or more months between the baseline and follow-up assessments. Results There were 14,160 pairs of assessments that were available for analysis, based on a 30 to 365 day gap. Investigation of performance of the indicators when stratified with the RIChY-2 scale showed that the two improvement QIs did not show consistent trends with increasing complexity of the RIChY-2-based strata. Age groups were then considered, and subsequently adopted for the improvement QIs, while RIChY-2 was retained for the worsening QIs. Strata membership for the worsening QIs were RIChY-2 values of 1 to 3, 4 to 8, and 9 to 10, for the improvement QIs were ages 4 to 8, 9 to 14, and 15 to 18. Table 1 lists the candidate risk adjustors, and indicates which ones were retained, based on their significance in a multiple logistic regression model with the QI outcome. For the models stratified by RIChY-2, age and sex were used in combination, with young female clients as the reference group. For the models stratified by age, all of the indicators used one or more adjusting measures from each of the three broad areas. The item recording if the parent or primary caregiver had experienced a major life stressor (such as a severe illness, death of close family member, loss of home, victim of crime, or persistent unemployment), was not retained in any of the regression models, after adjusting for the other covariates. Table 1 also indicates the direction of the covariate in the regression, with either a positive (predictive) association, a negative (protective) association, or in some cases where the direction differed across the three strata of the model. Generally, items representing challenges for the child/youth or parent/primary caregivers were associated with greater likelihood of higher rates of worsening and lower rates of improvement. This was also the case with inpatients. Table 2 presents characteristics of the overall sample, including the unadjusted rates of the QI outcomes and the proportions of risk adjustment covariates. The effective sample size for the improvement version of each QI domain was lower than for improvement, since fewer cases had the issue for which improvement could be detected. Rates of improvement among those with the issue were always much higher than rates of worsening (which of course includes those without a measured issue at baseline). Table 2 Characteristics of the overall sample at the baseline assessment, including risk adjusting covariates N (assessment pairs) 14,160 Quality Indicator Outcomes: Risk of self-harm improved (of 7,675 eligible pairs) 54.5% Risk of self-harm worsened (of 14,068 eligible pairs) 9.2% Risk of harm to others improved (of 7,345 eligible pairs) 59.1% Risk of harm to others worsened (of 14,012 eligible pairs) 10.6% Covariate prevalence Sex: male 52.7% Age: 4 to 7 13.2% 8 to 11 33.9% 12 to 14 27.7% 15 to 18 25.2% mean (std) 11.7 (3.4) anxiety scale 1+ 79.2% lifetime emotional abuse 26.1% lifetime witnessed domestic violence 26.2% lifetime sexual assault/abuse 10.7% lifetime physical assault/abuse 17.3% inadequate problem solving 44.1% disruptive/poor productivity at school 33.5% victim of bullying 24.4% bullied peers 12.0% Depressive symptoms (DSI 3+) 64.3% consistent positive outlook 47.2% Family function issues 2 or more 45.3% unavailable unpaid support 23.6% major life stressor 25.4% Parenting strengths deficit (3 or fewer) 26.1% inpatient 6.2% 6 + months between assessments 29.7% Table 3 summarizes key performance metrics of each of the QIs. An agency for a given year required a minimum of 30 total assessment pairs to be eligible to compute an adjusted rate, and this resulted in varying numbers of rates across this sample: from 72 to 97. The worsening version of each QI resulted in higher numbers of rates, as expected from the higher number of contributing assessment pairs. Distributions of adjusted agency rates shows good variation, something that can also be seen in Fig. 1 where raw and adjusted rates are plotted. Key correlations in Table 3 are the raw and adjusted values which range from 0.906 to 0.949, and the corresponding values are provided where the stratification alone is used to adjust, without the covariates. This shows that both the stratification and the within-strata regression using covariates contributes to the adjustment, for each of the QIs. Table 3 Quality Indicator adjustment summary Adjusted rate percentiles Correlations Quality Indicator Number of rates p5 p20 median p80 p95 Raw & adjusted Strata alone, no covariates Risk of self harm improved 78 38.7% 48.4% 54.2% 63.1% 69.7% 0.949 0.973 Risk of self-harm worsened 97 2.9% 5.9% 8.7% 12.3% 15.9% 0.906 0.929 Risk of harm to others improved 72 46.2% 52.4% 58.7% 66.1% 74.8% 0.939 0.972 Risk of harm to others worsened 96 0.0% 6.0% 9.5% 13.8% 19.6% 0.935 0.965 Table 4 shows a correlation matrix of the adjusted QI rates at the agency level, to show how these signals of service quality relate to one another. Positive relationships were seen where the direction of change is the same (i.e., both are worsening, 0.476, or both are improvement, 0.662), suggesting that agencies with desirable or less desirable performance in either self-harm or harm to others are likely to see that same relative performance in the other. The correlations in the other four cells where worsening and improvement rates go together are associated but in a negative way (-0.380 to -0.589). Together, this shows an agency level picture that connects these four indicators in a consistent way. As an additional note, the RiSsK and RIO scales are not correlated with each other (rho value 0.09); however, the way that they change with each other, at an agency level, is much more evident. Discussion There is very little data about the quality of youth mental health services in Canada, despite continuous need. Thus, the purpose of this study was to create and validate a set of QIs to measure the quality of care for children and youth at risk of harm to themselves or others to be able to compare services and to promote health equity across Canadian jurisdictions to support benchmarking at both the national and international level. To do so, we formulated measures to compute rates of improvement or worsening for two important measures of child/youth mental health, self-harm and harm to others, along with a risk adjustment approach that seeks to make comparisons more equivalent across time and across agencies. Evaluating service quality is essential for accountability and, as such, developing these QIs also provides an objective framework to assess agencies and meet the Quadruple Aim of improving population health and reducing inequities [ 20 ]. Risk Adjustment Covariates The broad set of clinical information assessed by the interRAI ChYMH was useful for improving the effectiveness of risk adjustment of the QIs. Based on the findings, interpersonal trauma was the strongest covariate influencing change. It was such a powerful variable that the impact of the other covariates was less impactful when contributing to risk adjustment. Notably, findings from this study indicated that children and youth exposed to emotional, physical and sexual abuse were less likely to improve and more likely to worsen across both domains. Trauma, including but not limited to physical, sexual, and emotional abuse, and neglect, can significantly contribute to suicidality and suicidal ideations [ 34 , 35 ]. Even with support, children and youth who have experienced trauma improve more slowly (slower decrease in negative symptoms) than youth without trauma [ 2 , 36 ]. Further, children who have experienced these types of interpersonal abuse present to mental healthcare services with significantly more problematic behaviour, which may also contribute a reduced response to treatment [ 36 ]. Youth with interpersonal traumas have a greater mental healthcare service complexity than youth without trauma [ 37 ]. Consequentially, the number of exposures to trauma is proportional to service complexity — more traumatic exposures require greater support and resources [ 37 ]. Similarly, the mental health effects of traumatic events are cumulative, with rates of anxiety, depression and externalizing behaviours increasing in youth who have experienced multiple (6+) traumatic events [ 35 ]. NSSI, alongside alcohol and substance use, were also more prevalent in youth with traumatic histories [ 35 ]. Many youths in the mental healthcare system have witnessed or experienced domestic violence. Over half of the mental health referrals for children aged 0 to 18 included domestic violence as an issue [ 2 , 38 ]. Results from previous studies have suggested that children who witness domestic violence are more likely to perpetrate future aggression [ 35 , 39 ]. Specifically, youth who have witnessed domestic violence were 155% more likely to display aggressive behaviour towards their siblings and their peers compared to youth with no domestic violence trauma [ 39 ]. Extant literature has also indicated that experiencing victimization through bullying is predictive of a significantly increased, almost doubled, risk of suicidality and self-harm [ 34 , 40 ]. Researchers have found that adolescents were victims of bullying exhibited higher rates of NSSI, suicidal ideation and attempts, and other mental health disorders [ 40 ]. Notably, peer victimization and abuse are the second strongest predictors of suicidal ideation in youth aged 14 to 18, regardless of gender [ 34 ]. Interestingly, this study suggested that youth who perpetrated bullying experienced more difficulty when trying to improve their behaviour despite support from mental health professionals and services. Existing literature has suggested that school counsellors who report that school-aged bullies are resistant to traditional counselling and engaging with the counsellors [ 41 ]. Many youths do not see their bullying behaviours as a problem resulting in difficulty getting these youth to participate in counselling [ 41 ]. Unfortunately, school-aged bullies report that they enjoy bullying and experience significant personal gain from it, including dominance, control, and notoriety [ 41 ]. Youth who perpetrate bullying behaviours likely need specialized support as they are less likely to engage in treatment and thus less likely to improve. With respect to child/youth characteristics, there were important factors at baseline related to both sex and age that are important to consider. For example, adolescent females were more likely to express risk of suicide and self-harm but were least likely to engage in intentional aggression toward others. Conversely, young males were least likely to express suicidal ideation and self-harm but were more likely to engage in aggression toward others. These results are consistent with previous research related to sex differences related to self-harm, suicide risk [ 42 ] and violence toward others [ 43 , 44 ]. Younger males tend to engage in more aggressive behaviours than older males [ 45 , 46 ] and are more likely to be referred to mental health services due to such behaviours [ 38 ]. Concerning harm to others, our findings indicated that older males were less likely to improve, while those males under 8 were more likely to improve. Physically aggressive behaviour shown in young children may be easier to unlearn compared to more vindictive, oppositional behaviour displayed by older children. These results suggest that early identification and intervention is likely more successful due to the less chronic, long-term sequalae of such behaviours throughout development. Moreover, referrals for young children are more common for physically aggressive behaviour, like fighting or hitting, whereas older children’s aggression is displayed as anger, defiant, or hostile behaviour [ 38 ]. This change in displays of aggression across childhood may also account for why young boys under 8 were more likely to improve. Positive outlook was related to risk of injury to others which may indicate that those involved in such aggressive tendencies may also exhibit a bravado to address their current life situation. For instance, aggressive children overestimated their abilities and competencies to a greater extent than non-aggressive children, and this overinflation was directly proportional to the level of aggression the child displayed [ 47 ]. Many youth report that fighting gains them respect from others, consequently contributing to a positive self-view [ 48 ]. More aggressive children may initiate or engage in more fighting, which can create a cyclical pattern that continually inflates the child’s self-view, encouraging them to continue acting violently. Further, youth who are prone to fighting report that aggression was the only way to get what they wanted. These aggressive youth may often feel a lack of confidence in their non-aggressive conflict-resolution skills, thus turning to aggressive methods to achieve their goals [ 48 ]. However, youth aggression can also be a defense mechanism in areas more prone to violence [ 49 ]. Indeed, youth in areas with extreme wealth inequality display the highest rates of aggression and violence, partially as an emotional outlet for their anger and to gain respect and safety [ 49 ]. School disengagement, disruptive behaviour, and poor productivity in school were predictive of worsening for both risk of harming self and others and failure to improve when intentionally aggressing toward others. Children aged 4 to 18 who are disengaged with school activities have been found to be 2 to 5 times more likely to receive mental healthcare referrals for risk of harm to self and others [ 50 ]. School disengagement is an important factor in a youth’s risk of harm, and this is seen across genders. Both girls and boys who dislike school or perform poorly in school display more violent and aggressive attitudes than other students [ 51 ]. A child receiving a mental health referral for risk of harm to others is 3 to 6 times more likely to need increased service intensity to improve [ 50 ]. Conversely, anxiety reduced the risk of injury to others. Anxiety acts as a form of behavioural inhibition, which prevents delinquency [ 52 ]. Disruptive boys are usually more likely to turn to delinquency, but those with inhibition do not [ 52 ]. In certain circumstances, inhibition can deter disruptive children from future poor behaviour [ 52 ]. As such, the protective factor of anxiety on later violence, especially around anxiety for behaving aggressively, has been found [ 53 ]. However, disruption as a trait seemed to have more influence over whether a child turns to delinquency, as the only boys with a significantly lower chance of becoming delinquent are nondisruptive, inhibited boys [ 52 ]. Others have found that youth mental health service users who have previously been arrested were significantly less likely to have anxiety compared to service users without an arrest record [ 54 ]. Youth without an arrest record were 3 times more likely to experience anxiety than youth who have been arrested [ 54 ]. In children older than 12, anxiety is also directly proportional to the intensity of their mental health service needs [ 55 ]. Other children above 12 with high service needs are ones with low rates of anxiety but high rates of bullying and interpersonal conflict [ 55 ]. These findings suggest that anxiety can be a protective factor under certain conditions while peer conflict and harassment, significantly increases the mental healthcare needs of youth. Depressive symptoms were associated with both improvement and worsening for both risk of harm to self and others, suggesting significant movement within all four QIs. Depression can result from various genetic, environmental, and biopsychosocial factors which influence an individual’s symptoms and response to different treatments [ 56 ]. Some youth with depression may improve with psychotherapy or medication [ 57 ], but youth with more chronic cases of depression may be resistant to these treatments, preventing them from improving [ 56 ]. Moreover, depression can act as a risk factor for self-harm, as well as risk of harm to others. For example, Canadians aged 15 to 24 with depression reported higher rates of suicidal thoughts, plans, and attempts compared to those without depression [ 58 ]. Depression can also lead to isolation, impulsivity, angry rumination, and increased alcohol use, all of which contribute to aggression [ 59 ]. Thus, those with depression may be more likely to be at risk for harming themselves, as well as the people around them, particularly when their condition is resistant to treatment [ 58 , 59 ]. With respect to parent and family contexts, our findings indicated that social support was an important factor impacting risk status for both risk of harm to self and others. Notably, those with unavailable, unpaid support were less likely to improve and were more likely to worsen for all QIs suggesting that informal supports are crucial to improved outcomes. Extant literature has suggested that low social support is associated with increased likelihood of suicidal ideation and attempts; [ 60 , 61 ]) and that social support prevents suicidal ideation [ 62 ]. Similarly, our findings suggest that social support plays a crucial role in the prevention of aggressive and violent tendencies, likely buffering adversity [ 63 ] by reducing stress [ 64 ], improving coping mechanisms [ 65 ], fostering positive relationships [ 66 ] and developing a positive sense of self [ 67 ]. Other research has also found that social support can buffer the development of aggression towards others [ 68 ], reduce the impact of living in violent neighbourhoods [ 69 ] and diminish the incidence of self-reported violence [ 70 ]. With respect to family characteristics, those children and youth who experienced family dysfunction were less likely to improve with respect to self-harm and suicide risk and less likely to improve and more likely to worsen for harm to others. Extant literature has found that problematic family relationships can increase the risk both self-harm/suicide [ 71 , 72 , 73 , 74 , 75 ] and aggression/violence toward others [ 76 ]. Poor parental monitoring, parental psychopathology [ 71 ], difficulties managing appropriate boundaries [ 77 ], family conflict and a lack of family cohesion [ 78 , 71 ] all contribute to continued risk of suicide, self-harm [ 79 , 71 ] as well as violence toward others [ 77 ]. With respect to provider or system-level factors, children and youth in inpatient services were less likely to improve around suicide and self-harm risk, compared to those in community-based services. The same pattern of findings was noted for harm to others as well. Specifically, those in inpatient services were less likely to improve and more likely to worsen compared to those in community-based services. This resistance to change seen in children and youth in inpatient services may be due to the acuity of the inpatient youth [ 80 , 81 , 82 , 83 ]. Higher acuity patients, those with more intense symptoms, often need emergent inpatient care, as their risk of harm to themselves and others is greater than children and youth with lower acuity needs [ 80 , 84 , 85 , 86 ]. Patients with high acuity needs require constant monitoring of their safety, as well as multiple treatment modalities and increased service needs [ 80 ]. Conversely, children and youth with less severe or emergent symptoms have lower acuity and can improve with fewer, less intensive resources [ 80 ]. Timing of re-assessment was an important covariate within the model given that those assessments that were longer than 6 months were more likely associated with greater improvement as well as worsening of all QI symptoms. The more time that passes, the more change is likely detected in 6 months and, consequently, time predicted higher rates of change for those with less chronic conditions. But, both improvement and worsening take time. Previous research has indicated that children and youth with long-term, high service usage rates experience the highest severity of mental health concerns compared to youth with different service usage patterns [ 87 ]. These youth report significantly high rates of externalizing behaviours and significantly low rates of global functioning, including social and academic participation. Further, families of these children experience extreme amounts of burden and negative impact due to the severity and longevity of the child’s mental health concerns [ 87 ]. Children and youth with long-term service usage can also be more resistant to improvement, as chronic mental health conditions can lead to negative physical changes that perpetuate their mental health symptoms [ 88 ]. Quality Indicators as Measurable Targets The QIs reported herein are crucial for children’s mental health services as they provide clear, measurable targets and feedback mechanisms to monitor and improve services provided to vulnerable children and families. In addition to assisting with the identification related to areas of strength and weakness in services, they guide decision-making, track performance against established standards to contribute to better outcomes [ 89 ]. Such continuous monitoring can not only provide information related to care quality, but they also identify areas requiring attention. Such indicators enable comparisons across organizations, jurisdictions and countries, thereby facilitating best practice and continuous improvement and efficiencies [ 89 ]. Rather than relying on subjective assumptions and opinions, indicators support evidence-based decision making and create a framework for accountability through visible and measurable performance. This, in turn, enhances client care not only with respect to overall experience, but also effectiveness and safety [ 89 ]. Limitations and Future Directions While there are several strengths to this study and the approach taken, it is not without its limitations. First, the data were drawn from twenty-six facilities that used the interRAI ChYMH. While it is used as standard of care in many agencies, it does not have a provincial mandate; consequently, the findings need to be replicated in other jurisdictions where there is a known mandate. Second, the QIs were derived from data that excluded children who only had only one assessment available. Third, it should be noted that the variability in preliminary QI findings between Ontario agencies could be related to differences in measurement properties, ascertainment, policy, or practice [ 17 ]. Establishing a relationship between the QIs and technical process indicators (e.g., staffing levels, use of evidence-informed practices, availability of ongoing assessment training, etc.) may identify other contextual factors related to differences in QI scores between facilities [ 17 ]. More importantly, linking the quality indicators to specific care planning activities may be more effective in understanding how care processes relate to outcomes. The interRAI ChYMH includes over thirty different care planning applications called Collaborative Action Plans (CAPs) [ 90 , 91 ] that identify child/youth problems or needs to service providers, including guidelines that can be utilized to intervene as needed. Several CAPs relate to potential domains of outcome and quality such as suicidality, self-harm, aggressive behavior and violence, interpersonal conflict, and family functioning. Examining the relationship between the use of the CAPs and outcomes based on the QI will be important to further validate the QIs and provide a mechanism for engaging service providers in the quality measurement and improvement process directly at the point of care. Additionally, the methodology used in this study could be applied to derivation of QIs based on other domains of quality and outcome [ 17 ]. QIs carry several advantages for quality improvement at the child/youth, family and organizational levels. Specifically, the QIs that focus on improvement and worsening of life-threatening signs and symptoms are critically important for the child’s treatment and safety, reducing suffering and potential death. The measurement of such outcomes in accreditation reports, accountability frameworks and report cards reinforce interventions directed at improvement, thus benefiting children and their families. At the organizational level, the inclusion of improvement as well as incidence/failure to improve in these QI domains emphasizes success and opportunities for enhanced outcomes. In concert, these dimensions will be useful for supporting quality improvement by identifying and sharing best practices between higher and lower ranking facilities based on these and other QIs that are currently in development. Once complete, the set of QIs may also be applicable for quality measurement across service sectors. Given that all interRAI instruments include core items that are consistent across all assessments as well as items that are specific to the sector being measured [ 92 ], the interRAI ChYMH assessment system share several items to provide opportunities to examine QIs across different service sectors (e.g., schools, hospitals, youth justice facilities, community agencies, child welfare, inpatient services) in addition to interRAI adult tools to support transitions to adult services [ 2 ] This approach fosters enhanced communication through a common assessment system, while fostering evidence-informed decision-making, best practice and improved accountability to support integrated care [ 93 ]. Conclusion Findings obtained from this study support the feasibility and utility of the interRAI ChYMH assessment system for measuring and comparing QIs of outcome between and across agencies. Further progress is underway to establishing additional valid and reliable QIs based on the interRAI ChYMH that can be used for several important clinical domains, including symptom, functional, and behavioral dimensions. This refinement will include additional risk adjustment strategies for the QIs to support their use. Opportunities exist to use the QIs for identifying quality improvement opportunities and comparing quality regionally, nationally, and internationally [ 17 ], wherever the interRAI ChYMH assessment system is used. The two domains reported herein can provide a macro view of local performance, offering a way for agencies and organizations to understand their performance. When QIs perform less positively, the agencies can review the QI items that make up the indicator, providing direction to address areas of greatest concern that require targeted interventions [ 18 ]. Given the difficulties experienced by children, parents, and providers of children’s mental health care, a more coordinated, efficient system is required to meet the increasing demand for services. QI development and implementation play an essential role in evidence-informed decision-making that facilitates continued quality assurance to foster appropriate care and obtain expected positive outcomes thereby reducing the risks and adverse outcomes that vulnerable children their families may face [ 89 ]. Declarations Acknowledgements and Funding We wish to thank the children, youth, and families, as well as the trained assessors and clinicians in the field, for their participation in the research process. This study was funded by the Canadian Institute of Health Research (Funding Reference Number: 191852) Author Contributions S.L.S. developed the conceptualization and attained funding and resources. S.L.S, J.W.P and J.N.M developed the analytical strategy. J.W.P performed the statistical analysis. S.L.S and J.W.P contributed to the formulation of the ideas presented in the study. S.L.S, J.W.P, J.D.R were involved in the writing and reviewing of the final manuscript. Conflict of Interest The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. Institutional Review Board The study was approved by the Research Ethics Board (or the University of Western Ontario (REB#: 124759). The date of this approval was June 5th, 2024 and is in accordance with the Declaration of Helsinki. Informed Consent Deidentified secondary data was used. Informed consent was obtained by the organizations as part of the standard of care. Data Availability The datasets presented in this article are not readily available due to licensing agreements, privacy and ethical issues. References Stewart SL, Celebre A, Hirdes JP, Poss JW. Risk of Suicide and Self-harm in Kids: The Development of an Algorithm to Identify High-Risk Individuals Within the Children’s Mental Health System. Child Psychiatry Hum Dev. 2020;51(6):913–24. https://doi.org/10.1007/s10578-020-00968-9 . Stewart SL, Celebre A, Hirdes JP, Poss JW. Risk of Injury to Others: The Development of an Algorithm to Identify Children and Youth at High-Risk of Aggressive Behaviours. Front Psychiatry. 2022;12:750625. https://doi.org/10.3389/fpsyt.2021.750625 . Public Health Agency of Canada. Suicide in Canada: Key statistics (infographic). Government of Canada. 2023 Jan 9. Available from: https://www.canada.ca/en/public-health/services/publications/healthy-living/suicide-canada-key-statistics-infographic.html Gray-Grant D, Children’s Health Policy Centre. Suicide is the second leading cause of death in youth in Canada – Children’s Health Policy Centre. ; 2024 Oct 21. Available from: https://childhealthpolicy.ca/suicide-cause-of-death/#:~:text=Researchers%20have%20also%20documented%20differing,of%200.09%20deaths%20per%20100%2C000 Zulyniak S, Wiens K, Andrew J, Lukmanji A, Dores AK, Isherwood LJ, Patten SB. Increasing Rates of Youth and Adolescent Suicide in Canadian Women. Can J Psychiatry. 2021;67(1):67–9. https://doi.org/10.1177/07067437211017875 . Nixon MK, Cloutier P, Jansson SM. Nonsuicidal self-harm in youth: a population-based survey. CMAJ. 2008;178(3):306–12. https://doi.org/10.1503/cmaj.061693 . Zulyniak S, Wiens K, Bulloch AGM, Williams JVA, Lukmanji A, Dores AK, et al. Increasing Rates of Youth and Adolescent Suicide in Canadian Women. Can J Psychiatry. 2022;67(1):67–9. https://doi.org/10.1177/07067437211017875 . Turner BJ, Robillard CL, Ames ME, Craig SG. Prevalence and Correlates of Suicidal Ideation and Deliberate Self-harm in Canadian Adolescents During the Coronavirus Disease 2019 Pandemic. Can J Psychiatry. 2021;67(5):403–6. https://doi.org/10.1177/07067437211036612 . Cosma A, Molcho M, Pickett W. A focus on adolescent peer violence and bullying in Europe, central Asia and Canada. Health Behaviour in School-aged Children international report from the 2021 /2022 survey. Volume 2. Copenhagen: WHO Regional Office for Europe; 2024. Licence: CC BY-NC-SA 3.0 IGO. Woodworth M, Agar AD, Coupland RBA. Characteristics of Canadian Youth-Perpetrated Homicides. Crim Justice Behav. 2013;40(9):1009–26. https://doi.org/10.1177/0093854813482309 . Armstrong A, Jaffray B, Homicide. in Canada, 2020. Juristat: Canadian Centre for Justice Statistics . 2021:1–36. Available from: https://www.lib.uwo.ca/cgi-bin/ezpauthn.cgi?url=http://search.proquest.com/scholarly-journals/homicide-canada-2020/docview/2605312350/se-2 Cullen P, Peden AE, Francis KL, Cini KI, Azzopardi P, Möller H, et al. Interpersonal Violence and Gender Inequality in Adolescents: A Systematic Analysis of Global Burden of Disease Data From 1990 to 2019. J Adolesc Health. 2023;74(2):232–45. https://doi.org/10.1016/j.jadohealth.2023.08.044 . Juodis M, Woodworth M, Porter S, Ten Brinke L. Partners in crime: A comparison of individual and multi-perpetrator homicides. Crim Justice Behav. 2009;36:824–39. Temcheff CE, Serbin LA, Martin-Storey A, Stack DM, Hodgins S, Ledingham J, et al. Continuity and Pathways from Aggression in Childhood to Family Violence in Adulthood: A 30-year Longitudinal Study. J Fam Viol. 2008;23(4):231–42. https://doi.org/10.1007/s10896-007-9147-2 . Côté S, Vaillancourt T, LeBlanc JC, Nagin DS, Tremblay RE. The Development of Physical Aggression from Toddlerhood to Pre-Adolescence: A Nation Wide Longitudinal Study of Canadian Children. J Abnorm Child Psychol. 2006;34(1):68–82. https://doi.org/10.1007/s10802-005-9001-z . Taracena Cuerda M, Esperesate Pajares M, Feito Garcia M, Arranz Martin C, Sánchez Sampedro E, Jiménez Bidón AM, et al. Length of stay and reason for admission in an adolescents inpatient unit. Eur Psychiatry. 2022;65(Suppl 1):S445. https://doi.org/10.1192/j.eurpsy.2022.1131 . Perlman CM, Hirdes JP, Barbaree H, Fries BE, McKillop I, Morris JN, et al. Development of mental health quality indicators (MHQIs) for inpatient psychiatry based on the interRAI mental health assessment. BMC Health Serv Res. 2013;13:15. https://doi.org/10.1186/1472-6963-13-15 . Morris JN, Fries BE, Dinnus Frijters, Hirdes JP, Steel RK. InterRAI home care quality indicators. BMC Geriatr. 2013;13(1). https://doi.org/10.1186/1471-2318-13-127 . Canadian Institute for Health Information. What Does. Adjusted Mean? HQ Ontario; 2013 Dec. Available from: https://hqontario.ca/Portals/0/documents/qi/qip-risk-adjusted-data-placement-1511-en.pdf Sikka R, Morath JM, Leape L. The Quadruple Aim: care, health, cost and meaning in work. BMJ Qual Saf. 2015;24(10):608–10. https://doi.org/10.1136/bmjqs-2015-004160 . Lau C, Stewart SL, Saklofske DH, Hirdes JP. The interRAI Child and Youth Mental Health Internalizing Subscale: Scale development and psychometric properties. Psychiatry Res. 2019;278:235–41. https://doi.org/10.1016/j.psychres.2019.06.013 . Jones RN, Hirdes JP, Poss JW, Kelly M, Berg K, Fries BE, et al. Adjustment of nursing home quality indicators. BMC Health Serv Res. 2010;10(1):96. Canadian Institute for Health Information. Understanding interRAI LTCF, interRAI HC and interRAI CA. CIHI. 2025 Feb 13. Available from: https://www.cihi.ca/en/interrai-implementation-toolkit/understanding-interrai-ltcf-interrai-hc-and-interrai-ca Stewart SL, Hirdes JP, Curtin-Telegdi N, Perlman C, MacLeod K, Ninan A, et al. interRAI Child and Youth Mental Health (ChYMH) Assessment Form and User’s Manual (Version 9.3). Washington, DC: interRAI; 2015. Stewart SL, LaRose L, Gleason K, Nicolson R, McKnight M, Knott W, et al. interRAI Child and Youth Mental Health – Developmental Disabilities (ChYMH-DD) Assessment Form and User’s Manual (Version 1). Washington, DC: interRAI; 2015. Lau C, Stewart SL, Saklofske DH, Hirdes J. Development and psychometric validation of the interRAI ChYMH Externalizing Subscale. Clin Child Psychol Psychiatry. 2021;26(1):295–305. https://doi.org/10.1177/1359104520963143 . Li Y, Babcock S, Stewart SL, Hirdes JP, Schwean V. Psychometric evaluation of the Depression Severity Index (DSI) among children and youth using the interRAI Child and Youth Mental Health Assessment (ChYMH) Tool. Child Youth Care Forum. 2021;50:611–30. https://doi.org/10.1007/s10566-020-09592-z . Stewart SL, Babcock SE, Li Y, Dave HP. A psychometric evaluation of the interRAI Child and Youth Mental Health instruments (ChYMH) anxiety scale in children with and without developmental disabilities. BMC Psychiatry. 2020;20(1):390. Stewart SL, Celebre A, Poss JW. Autism Spectrum Screening Checklist (ASSC): A decision-support tool. Front Psychiatry. 2021;12:709491. https://doi.org/10.3389/fpsyt.2021.709491 . Stewart SL, Toohey A, Poss JW, iCCareD. The development of an algorithm to identify factors associated with distress among caregivers of children and youth referred for mental health services. Front Psychiatry. 2021;12:737966. https://doi.org/10.3389/fpsyt.2021.737966 . Stewart SL, Vasudeva AS, Mistry D, Poss JW. The impact of child maltreatment on mental health outcome improvements among children and youth accessing community mental health care. Child Abuse Negl. 2023;139:106066. Stewart SL, *Vasudeva A, Poss JW. (Under Review). The interRAI Resource Intensity for Children and Youth II (RIChY-II): Updated algorithm for identifying complex mental health service needs in children and youth. Stewart SL, Hamza CA. The Child and Youth Mental Health Assessment (ChYMH): An examination of the psychometric properties of an integrated assessment developed for clinically referred children and youth. BMC Health Serv Res. 2017;17(1):82. Hébert M, Tremblay-Perreault A, Amédée LM. Adolescent suicidal thoughts and behaviors: The independent effects of interpersonal violence. J Affect Disord. 2025:119709. Pane HT, Tunno AM, Briggs EC, Hill S, Grasso DJ, Adams ZW, et al. Polyvictimization and psychosocial outcomes among trauma-exposed, clinic-referred youth involved in the juvenile justice system. Child Maltreat. 2021;27(4):626–36. https://doi.org/10.1177/10775595211025096 . Whitson ML, Connell CM, Bernard S, Kaufman JS. An examination of exposure to traumatic events and symptoms and strengths for children served in a behavioral health system of care. J Emot Behav Disord. 2010;20(3):193–207. https://doi.org/10.1177/1063426610380596 . King GKC, Vasudeva AS, Lapshina N, Stewart SL. Exploring patterns of interpersonal violence and mental health service complexity amongst treatment-seeking children and youth in Canada. Child Abuse Negl. 2025;167:107527. https://doi.org/10.1016/j.chiabu.2025.107527 . Racine N, Dimitropoulos G, Hartwick C, van Roessel L, Madigan S. Characteristics and service needs of maltreated children referred for mental health services at a Child Advocacy Centre in Canada. J Can Acad Child Adolesc Psychiatry . 2021;30(2):92. Available from: https://pmc.ncbi.nlm.nih.gov/articles/PMC8056957/ Ingram KM, Espelage DL, Davis JP, Merrin GJ. Family violence, sibling, and peer aggression during adolescence: Associations with behavioral health outcomes. Front Psychiatry. 2020;11:26. https://doi.org/10.3389/fpsyt.2020.00026 . Salmon S, Garcés Dávila I, Taillieu TL, Stewart-Tufescu A, Duncan L, Fortier J, et al. Adolescent health outcomes: Associations with child maltreatment and peer victimization. BMC Public Health. 2022;22(1). https://doi.org/10.1186/s12889-022-13310-w . Juhnke BA, Juhnke GA, Curtis RC, Thompson EH, Coll KM, Yang F, et al. Using motivational interviewing with school-age bullies: A new use for a proven, evidence-based intervention. J Sch Couns. 2013;11(14):1–27. Jeong JY, Kim DH. Gender differences in the prevalence of and factors related to non-suicidal self-injury among middle and high school students in South Korea. Int J Environ Res Public Health. 2021;18(5965). https://doi.org/10.3390/ijerph18115965 . Archer J. Sex differences in aggression in real-world settings: A meta-analytic review. Rev Gen Psychol. 2004;8(4):291–322. https://doi.org/10.1037/1089-2680.8.4.291 . Hay DF. The gradual emergence of sex differences in aggression: Alternative hypotheses. Psychol Med. 2007;37(11):1527–37. https://doi.org/10.1017/S0033291707000165 . Micciolo R, Bianconi G, Canal L, Clerici M, Ferla MT, Giugni C, et al. Young age and the risk of violent behaviour in people with severe mental disorders: Prospective, multicentre study. BJPsych Open. 2021;8(1):e1. https://doi.org/10.1192/bjo.2021.1047 . Tremblay RE, Szyf M. Developmental origins of chronic physical aggression and epigenetics. Epigenomics. 2010;2(4):495–9. https://doi.org/10.2217/epi.10.40 . Hughes JN, Cavell TA, Grossman PB. A positive view of self: Risk or protection for aggressive children? Dev Psychopathol. 1997;9(1):75–94. https://doi.org/10.1017/S0954579497001077 . Shetgiri R, Lee SC, Tillitski J, Wilson C, Flores G. Why adolescents fight: A qualitative study of youth perspectives on fighting and its prevention. Acad Pediatr. 2015;15(1):103–10. https://doi.org/10.1016/j.acap.2014.06.020 . World Health Organization. Youth violence [Internet]. Geneva: WHO. 2024 Oct 31 [cited 2025 Jul 11]. Available from: https://www.who.int/news-room/fact-sheets/detail/youth-violence Klassen JA, Stewart SL, Lapshina N. School disengagement and mental health service intensity need among clinically referred students utilizing the interRAI Child and Youth Mental Health Assessment Instrument. Front Psychiatry. 2021;12:690917. https://doi.org/10.3389/fpsyt.2021.690917 . Ramsay D, Steeves M, Feng C, Farag M. Protective and risk factors associated with youth attitudes toward violence in Canada. J Interpers Violence. 2017;36(1–2):NP871–95. https://doi.org/10.1177/0886260517736275 . Kerr M, Tremblay RE, Pagani L, Vitaro F. Boys’ behavioral inhibition and the risk of later delinquency. Arch Gen Psychiatry. 1997;54(9):809–16. https://doi.org/10.1001/archpsyc.1997.01830210049005 . Dubow EF, Huesmann LR, Boxer P, Smith C. Childhood and adolescent risk and protective factors for violence in adulthood. J Crim Justice. 2016;45:26–31. Rosenblatt JA, Rosenblatt A, Biggs EE. Criminal behavior and emotional disorder: Comparing youth served by the mental health and juvenile justice systems. J Behav Health Serv Res. 2000;27(2):227–37. https://doi.org/10.1007/bf02287315 . Stewart SL, Poss JW, Thornley E, Hirdes JP. Resource Intensity for Children and Youth: The development of an algorithm to identify high service users in children’s mental health. Health Serv Insights. 2019;12:1178632919827930. https://doi.org/10.1177/1178632919827930 . Uher R. Genes, environment, and individual differences in responding to treatment for depression. Harv Rev Psychiatry. 2011;19(3):109–24. https://doi.org/10.3109/10673229.2011.586551 . Menculini G, Cinesi G, Scopetta F, Cardelli M, Caramanico G, Balducci PM, et al. Major challenges in youth psychopathology: Treatment-resistant depression. A narrative review. Front Psychiatry. 2024;15:1417977. https://doi.org/10.3389/fpsyt.2024.1417977 . Findlay L. Depression and suicidal ideation among Canadians aged 15 to 24. Stat Can Health Rep . 2017;28(1):3–11. Available from: https://novascotia.cmha.ca/wp-content/uploads/2019/11/1_Depression-and-Suicidal-Ideation-Amoung-Canadian-aged-15-to-24.pdf Dutton DG, Karakanta C. Depression as a risk marker for aggression: A critical review. Aggress Violent Behav. 2012;18(2):310–19. https://doi.org/10.1016/j.avb.2012.12.002 . Chu H, Yang Y, Zhou J, Wang W, Qiu X, Yang X, Qiao Z, Song X, Zhao E. Social support and suicide risk among Chinese university students: a mental health perspective. Front Public Health. 2021;9:566993. https://doi.org/10.3389/fpubh.2021.566993 . Hu FH, Zhao DY, Fu XL, Zhang WQ, Tang W, Hu SQ, Shen WQ, Chen HL. Effects of social support on suicide-related behaviors in patients with severe mental illness: A systematic review and meta-analysis. J Affect Disord. 2023;328:324–33. https://doi.org/10.1016/j.jad.2023.02.070 . Nugraheni E, Febriyana N. The role of social support in suicidal behaviour: A literature review. World J Adv Res Rev. 2023;21:1588–92. Sperry DM, Widom CS. Child abuse and neglect, social support, and psychopathology in adulthood: A prospective investigation. Child Abuse Negl. 2013;37(6):415–25. https://doi.org/10.1016/j.chiabu.2013.02.006 . Camara M, Bacigalupe G, Padilla P. The role of social support in adolescents: Are you helping me or stressing me out? Int J Adolesc Youth. 2014;22(2):123–36. https://doi.org/10.1080/02673843.2013.875480 . Cao F, Li J, Xin W, Cai N. Impact of social support on the resilience of youth: mediating effects of coping styles. Front Public Health. 2024;12:1331813. https://doi.org/10.3389/fpubh.2024.1331813 . Varga SM, Zaff JF. Webs of support: An integrative framework of relationships, social networks, and social support for positive youth development. Adolesc Res Rev. 2018;3:1–11. https://doi.org/10.1007/s40894-017-0076-x . Jenkins LN, Demaray MK. Social support and self-concept in relation to peer victimization and peer aggression. J Sch Violence. 2012;11(1):56–74. https://doi.org/10.1080/15388220.2011.630958 . Lösel F, Farrington D. Direct protective and buffering protective factors in the development of youth violence. Am J Prev Med. 2012;3. [Volume or issue info incomplete]. Tolan PH. Community violence exposure and developmental psychopathology. In: Cicchetti D, editor. Handbook of developmental psychopathology. 3rd ed. New York: Wiley; 2016. pp. 43–85. Walsh C. Disrupting the cycle of youth violence: The role of social support for youth in a Northern Irish Youth Work Programme. J Child Adolesc Trauma. 2023;16(3):1–9. https://doi.org/10.1007/s40653-023-00529-x . Chen M, Zhou Y, Luo D, Yan S, Liu M, Wang M, et al. Association of family function and suicide risk in teenagers with a history of self-harm behaviors: Mediating role of subjective wellbeing and depression. Front Public Health. 2023;11:1164999. https://doi.org/10.3389/fpubh.2023.1164999 . Fortune S, Cottrell D, Fife S. Family factors associated with adolescent self-harm: A narrative review. J Fam Ther. 2016;38:1–17. https://doi.org/10.1111/1467-6427.12119 . Hamza CA, Stewart SL, Willoughby T. Examining the link between nonsuicidal self-injury and suicidal behavior: A review of the literature and an integrated model. Clin Psychol Rev. 2012;32(6):482–95. https://doi.org/10.1016/j.cpr.2012.05.003 . Prinstein MJ, Boergers J, Spirito A, Little TD, Grapentine WL. Peer functioning, family dysfunction, and psychological symptoms in a risk factor model for adolescent inpatients’ suicidal ideation severity. J Clin Child Psychol. 2000;29(3):392–405. Stewart SL, Semovski V, Lapshina N. Adolescent inpatient mental health admissions: An exploration of interpersonal polyvictimization, family dysfunction, self-harm and suicidal behaviours. Child Psychiatry Hum Dev. 2022;1–12. https://doi.org/10.1007/s10578-022-01450-4 . Arias-Rivera S, Lorence B, Hidalgo V. Parenting skills, family functioning and social support in situations of child-to-parent violence: A scoping review of the literature. J Fam Viol. 2022;37:1147–60. https://doi.org/10.1007/s10896-021-00316-y . Gabriel L, Tizro Z, James H, Cronin-Davis J, Beetham T, Corbally A, et al. Give me some space: Exploring youth to parent aggression and violence. J Fam Viol. 2018;33(2):161–9. https://doi.org/10.1007/s10896-017-9928-1 . Beckmann L, Bergmann MC, Fischer F, Mößle T. Risk and protective factors of child-to-parent violence: A comparison between physical and verbal aggression. J Interpers Violence. 2017;1–26. https://doi.org/10.1177/0886260517746129 . Brent DA. Risk factors for adolescent suicide and suicidal behavior: Mental and substance abuse disorders, family environmental factors, and life stress. Suicide Life Threat Behav. 1995;25(Suppl):52–63. https://doi.org/10.1111/j.1943-278X.1995.tb00490.x . Adams C. Patient acuity and various approaches in mental health treatment. Neuroscience Institute [Internet]. 2025 Mar 18 [cited 2025 Jul 11]. Available from: https://www.neuroscienceresearchinstitute.com/patient-acuity-and-various-approaches-in-mental-health-treatment/ Baiden P, Stewart SL, Fallon B. The mediating effect of depressive symptoms on the relationship between bullying victimization and non-suicidal self-injury among adolescents: Findings from community and inpatient mental health settings in Ontario, Canada. Psychiatry Res. 2017;255:238–47. https://doi.org/10.1016/j.psychres.2017.05.018 . Baiden P, Stewart SL, Fallon B. The role of adverse childhood experiences as determinants of non-suicidal self-injury among children and adolescents referred to community and inpatient mental health settings. Child Abuse Negl. 2017;69:163–76. https://doi.org/10.1016/j.chiabu.2017.04.011 . Lapshina N, Stewart SL. Examining service complexity in children with intellectual disability and mental health problems who receive inpatient or outpatient services. J Intellect Disabil Res. 2018;44(4):464–73. https://doi.org/10.3109/13668250.2018.1440878 . Broadbent M, Moxham L, Dwyer T. Understanding nurses perspectives of acuity in the process of emergency mental health triage: A qualitative study. Contemp Nurse. 2020;56(3):280–95. https://doi.org/10.1080/10376178.2020.1841014 . Stewart SL, Baiden P, Theall-Honey L, den Dunnen W. Deliberate self-harm among children in tertiary care residential treatment: Prevalence and correlates. Child Youth Care Forum. 2014;43(1):63–81. https://doi.org/10.1007/s10566-013-9225-y . Stewart SL, Kam C, Baiden P. Predicting length of stay and readmission for psychiatric inpatient youth admitted to adult mental health beds in Ontario, Canada. Child Adolesc Ment Health. 2014;19(2):115–21. https://doi.org/10.1111/camh.12022 . Reid GJ, Stewart SL, Barwick M, Carter J, Leschied A, Richard PJS, et al. Predicting patterns of service utilization within children’s mental health agencies. BMC Health Serv Res. 2019;19(1):198. https://doi.org/10.1186/s12913-019-4842-2 . Canadian Mental Health Association. The relationship between mental health, mental illness and chronic physical conditions [Internet]. CMHA Ontario; 2008 Dec [cited 2025 Jul 11]. Available from: https://ontario.cmha.ca/documents/the-relationship-between-mental-health-mental-illness-and-chronic-physical-conditions/ Ettorchi-Tardy A, Levif M, Michel P, Benchmarking. A method for continuous quality improvement in health. Healthc Policy . 2012;7(4):e101. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3359088/ Stewart SL, Theall LA, Kam C, Ninan A, Dourova N, Perlman CM. Readmission. In: Stewart SL, Theall LA, Morris JN, Berg K, Björkgren M, Declercq A, et al. editors. interRAI (CAPs) for use with the interRAI (ChYMH) assessment Instrument (Research Version 1, Standard Edition). Washington, DC: InterRAI; 2015. Stewart SL, Theall LA, Carter J, Day DM, Sheppard P, Curtin-Telegdi N. Control interventions. In: Stewart SL, Theall LA, Morris JN, Berg K, Björkgren M, Declercq A, et al. editors. interRAI (CAPs) for use with the interRAI developmental disability (ChYMH-DD) assessment instrument (Research Version 1, Standard Edition). Washington, DC: InterRAI; 2016. Canadian Institute for Health Information. Understanding interRAI LTCF, interRAI HC and interRAI CA, [Internet]. CIHI. 2025 Feb 13 [cited 2025 Jul 11]. Available from: https://www.cihi.ca/en/interrai-implementation-toolkit/understanding-interrai-ltcf-interrai-hc-and-interrai-ca Stewart SL, Toohey A. Screening and assessment of mental health problems in students: Using an integrated Assessment-to-Intervention approach to enhance integrated care. Mental Health Assessment, Prevention, and Intervention: Promoting Child and Youth Well-Being. Cham: Springer International Publishing; 2022. pp. 57–84. Additional Declarations No competing interests reported. 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Mental health challenges among youth are associated with leading causes of death in this demographic, including suicide and homicide, both of which are considered preventable causes of premature mortality [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e]. Two domains that specifically address the risks faced by youth with mental health challenges include the risk of suicide or self-harm and the risk of harm to others.\u003c/p\u003e\u003cp\u003eThe prevalence of suicidality among Canadian youth is concerning, with rates of 4.9 per 100,000 for girls and 7.4 per 100,000 for boys in the 10\u0026ndash;19 age group [\u003cspan citationid=\"CR3\" class=\"CitationRef\"\u003e3\u003c/span\u003e]. Notably, suicide is the second leading cause of death among adolescents in Canada, with an increase in both ideation and attempts in recent years [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR4\" class=\"CitationRef\"\u003e4\u003c/span\u003e, \u003cspan citationid=\"CR5\" class=\"CitationRef\"\u003e5\u003c/span\u003e]. Early adolescence marks a critical period for the onset of self-harm behaviours [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR6\" class=\"CitationRef\"\u003e6\u003c/span\u003e]. The prevalence of suicidality has risen notably among females aged 10 to 19 years, while male (aged 10 to 19 years) suicide rates have seen only slight declines [\u003cspan citationid=\"CR7\" class=\"CitationRef\"\u003e7\u003c/span\u003e]. Research indicates that around one-quarter of adolescents exhibit both suicidal ideation (SI) and self-harm, while 5% and 17% engage in self-harm or solely SI, respectively [\u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eAggression and violence are not uncommon among Canadian youth. The World Health Organization found that, in 2022, approximately 10% of 15-year-old Canadian boys had bullied other students at school multiple times a month [\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e]. Between 10 and 16% of youth aged 13 to 15 reported having cyberbullied others at least once in a few months, with boys reporting higher rates of cyberbullying others [\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e]. Further, approximately 20% of 11-year-old boys and 10% of 15-year-old boys had been in at least three physical fights within a year [\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e]. While rates of physical fights seem to decrease as boys age, rates of homicide increase. Specifically, adolescents aged 16 to 17 committed almost twice as many homicides as 12 to 15-year-old youth [\u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eAggression and violent behaviour are leading contributors to premature mortality [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e, \u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e], with older boys exhibiting such behaviours more often than older girls [\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e]. Fifteen-year-old Canadian boys bullied others at school at a rate almost double that of 15-year-old girls bullying perpetration [\u003cspan citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e]. Globally, 42% of homicide victims are between the ages of 10 and 29 years old [\u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e]. Violent interpersonal conflicts are also major contributors to disability [\u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e]. This violence and its consequences have widespread impacts on communities. A 2013 survey found that Canadian youth homicide perpetrators victimize strangers 20% more frequently than adult perpetrators [\u003cspan citationid=\"CR10\" class=\"CitationRef\"\u003e10\u003c/span\u003e, \u003cspan citationid=\"CR13\" class=\"CitationRef\"\u003e13\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eEarly-onset conduct problems, such as destructive or abusive behaviours, are major predictors of future violent and criminal acts [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e, \u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e]. Young toddlers who display higher levels of physical aggression are at risk of continuing and increasing their aggression throughout their school-aged years [\u003cspan citationid=\"CR15\" class=\"CitationRef\"\u003e15\u003c/span\u003e]. This risk is amplified if the child does not learn behavioural inhibition [\u003cspan citationid=\"CR15\" class=\"CitationRef\"\u003e15\u003c/span\u003e]. Childhood aggression is a risk factor for domestic violence towards partners and future children [\u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e]. Youth who exhibit aggressive tendencies\u0026mdash;whether physical, verbal, or social\u0026mdash;are at heightened risk of future aggressive behaviour, particularly when coupled with impulsivity and deficits in social or cognitive abilities [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e]. There are profound short and long-term impacts of violence on the youth, as the inability to regulate violent impulses often leads to more serious offences in the future [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e]. In 2020, 47% of youth aged 12 to 17 years old accused of homicide had a youth record with previous, less serious offences [\u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eThese prevalence rates and current mental health trends suggest an urgent need for a common approach to evaluating outcomes related to harm to self and others that are quantifiable and comparable across agencies and jurisdictions. Notably, both risks of harm to self and others are the most common reasons for emergent services, especially inpatient psychiatric youth admissions [\u003cspan citationid=\"CR16\" class=\"CitationRef\"\u003e16\u003c/span\u003e]. And yet, there has been little research examining quality care around these important areas due to the lack of standardized metrics in the field of children\u0026rsquo;s mental health. A potential solution is developing Quality Indicators (QIs) that can assess and report on the quality of care in youth mental health services. QIs measure agency service utilization and youth health outcomes to report on and compare agency performance for policy and funding decisions [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e].\u003c/p\u003e\n\u003ch3\u003eThe Development of Quality Indicators\u003c/h3\u003e\n\u003cp\u003eHigh-quality mental health care services for children and youth are fundamental to well-being. However, there are significant gaps in Canada's ability to assess the quality of mental health services. These gaps in service quality can be hard to address due to the lack of standardized QIs related to youth mental health [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e]. A lack of QIs prevents agencies from measuring the effectiveness of their interventions, which then prevents comparisons of care across agencies and provinces. These comparisons could act as ways to determine how to identify systemic deficiencies and allocate resources equitably [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e]. Specifically, agency staff and policymakers cannot adequately assess or improve current care without them.\u003c/p\u003e\u003cp\u003eQIs focused on suicidality/self-harm and risk of harm to others can be utilized by mental health agencies for evaluating and improving care for youth. The development of these QIs allows comparisons across different agencies and provinces to promote a uniform quality of care despite disparities in youth demographics, mental illness complexity, and social determinants of health [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e]. Inter-provincial comparisons can ensure a national standard of care for pediatric mental health care. When linked to funding models, QIs may encourage policymakers to allocate more resources or funding to agencies or provinces whose youth experience greater mental health needs [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e, \u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e]. Beyond clinical uses, QIs can identify systemic gaps in service integration, such as coordination between mental health, education, and child welfare systems, and inform longitudinal outcome assessments to track whether short-term risk stratification and early intervention lead to sustained positive well-being.\u003c/p\u003e\u003cp\u003eAn important part of the development of QIs resides in risk adjustment, an approach used in healthcare quality measurement to ensure equitable service comparisons across different healthcare providers or organizations [\u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e]. The process involves controlling for factors outside of a provider's control, such as demographics, pre-existing health conditions, and social determinants of mental health. Controlling for these factors minimizes bias and subjectivity when comparing agencies and provinces [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e]. These comparisons can influence system-level funding allocation and policymaking that works towards the Quadruple Aim, a set of goals to enhance healthcare systems [\u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e, \u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e, \u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e]. These goals include improving patients\u0026rsquo; experience with healthcare, improving population health, enhancing physical well-being, and reducing costs to the healthcare system [\u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e]. QIs that align with the Quadruple Aim provide an objective framework to assess agencies and reduce inequities.\u003c/p\u003e\u003cp\u003eThus, risk adjustment is necessary when evaluating mental healthcare services where child populations may vary significantly regarding mental health status, socioeconomic factors, or other underlying characteristics that influence outcomes that are outside of agency control [\u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e].\u003c/p\u003e"},{"header":"Methods","content":"\u003cdiv id=\"Sec3\" class=\"Section2\"\u003e\u003cp\u003eRoutinely collected clinical information from children and youth mental health services was used to model outcomes related to self harm/suicidality and harm to others, such that quality indicators representing change could be reported at the service agency level. Data came from a standardized comprehensive assessment instrument in service agencies in Ontario, Canada. Methods are based on those previously reported [\u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e, \u003cspan citationid=\"CR26\" class=\"CitationRef\"\u003e26\u003c/span\u003e] and are briefly summarized here.\u003c/p\u003e\u003cp\u003eOutcomes that report risk of self-harm as well as harm to others were identified in the interRAI ChYMH (Child and Youth Mental Health) and ChYMH-DD (Developmental Disabilities) assessment instruments, described below. Specifically, improvement and worsening at the individual level, aggregated to the agency, for two scales that reflect the level of severity of self-harm and for harm to others. Rates of these outcomes for a period of time, normally one year, can be calculated, and are based on measured changes between baseline and follow-up assessments. Supporting these rates is a process of risk adjustment that seeks to make values more comparable across agencies or over time, since the underlying risk of the outcome can vary based on the presenting characteristics of cases at program entry. The methodology uses methods previously reported [\u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e, \u003cspan citationid=\"CR26\" class=\"CitationRef\"\u003e26\u003c/span\u003e], and are briefly summarized here. The risk adjustment process uses a process of direct adjustment whereby the reported population is assigned to three strata of risk at the baseline assessment, and then performance by an agency among cases in each stratum is weighted based on a standard population to compute that agency\u0026rsquo;s rate [\u003cspan citationid=\"CR22\" class=\"CitationRef\"\u003e22\u003c/span\u003e, \u003cspan citationid=\"CR23\" class=\"CitationRef\"\u003e23\u003c/span\u003e]. This is similar to how age direct adjustment might be applied to cancer rates as population age distribution changes over time. In addition, indirect adjustment using other measures related to the outcome are applied to adjust the rates within the strata using logistic regression.\u003c/p\u003e\u003c/div\u003e\n\u003ch3\u003eSample\u003c/h3\u003e\n\u003cp\u003eData came from the use of two standardized assessment instruments, the interRAI ChYMH (Child and Youth Mental Health) and ChYMH-DD (Developmental Disabilities). A number of child and youth mental health service agencies in Ontario have voluntarily used these instruments as part of usual clinical practice since 2015. These agencies vary in their clinical specialization, size, and residential treatment capacity. The ChYMH [\u003cspan citationid=\"CR24\" class=\"CitationRef\"\u003e24\u003c/span\u003e] and ChYMH-DD [\u003cspan citationid=\"CR25\" class=\"CitationRef\"\u003e25\u003c/span\u003e] form a part of the Child and Youth suite of interRAI assessment tools, in which the scales and algorithms demonstrate robust psychometric properties [\u003cspan citationid=\"CR26\" class=\"CitationRef\"\u003e26\u003c/span\u003e, \u003cspan citationid=\"CR27\" class=\"CitationRef\"\u003e27\u003c/span\u003e, \u003cspan citationid=\"CR28\" class=\"CitationRef\"\u003e28\u003c/span\u003e, \u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR29\" class=\"CitationRef\"\u003e29\u003c/span\u003e, \u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR30\" class=\"CitationRef\"\u003e30\u003c/span\u003e]. The ChYMH-DD is similar to the ChYMH with some additional items added specific to this clinical population, and other items not applicable to this population dropped. Each instrument records over 400 clinical items and supports calculation of scales and algorithms that help clinicians in obtaining a data-driven picture of the youth\u0026rsquo;s strengths, needs, functioning, and areas of risk. Assessors in these agencies receive training on the completion of these assessments, and include psychologists, nurses, psychiatrists, speech and language therapists, child and youth workers, developmental social service workers, and social workers. All available sources of information (i.e., family members, community members, document review, and clinical observations) are utilized to complete these assessments. Secure web-based software was implemented to record assessment information, requiring responses of the proper form for all essential items before the record can be authorized as complete.\u003c/p\u003e\u003cp\u003eBefore making the data available for analysis, personal identifiers are removed. Data sharing in this manner is part of the license agreement for the use of these instruments.\u003c/p\u003e\u003cp\u003eData from assessments completed between April 1, 2016 and March 31, 2024 were used, selected to produce consecutive assessment pairs that were between 30 and 365 days apart, a range that had been used in prior analysis [\u003cspan citationid=\"CR31\" class=\"CitationRef\"\u003e31\u003c/span\u003e]. The fiscal year of the second assessment defines the reporting period, and if an individual had more than one pair for a fiscal year the last one was selected.\u003c/p\u003e\n\u003ch3\u003eOutcome/Dependent Variables\u003c/h3\u003e\n\u003cp\u003eThe \u003cem\u003eRisk of Suicide and Self-Harm in Kids\u003c/em\u003e (RiSsK) scale, a validated measure that can be calculated in the ChYMH and ChYMH-DD instruments was used [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e] Scores range from 0 to 6, with higher values representing greater risk of self-harm.\u003c/p\u003e\u003cp\u003eFor harm to others, the \u003cem\u003eRisk of Injury to Others\u003c/em\u003e (RIO) scale [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e] which like RiSsK is a computed output using an algorithm informed by items in the ChYMH and ChYMH-DD instruments, and has the same range of values, 0 to 6.\u003c/p\u003e\u003cp\u003eQuality indicator calculation is based on the difference in scale values between baseline and follow-up assessments. An increase represents worsening, and a decrease represents improvement. Cases where no improvement is possible (starting scores of 0) and no worsening is possible (starting scores of 6) do not contribute to the indicator. As an example, an agency\u0026rsquo;s unadjusted rate of self-harm improvement would be the sum of those with lower scores of the RiSsK scale at follow-up, divided by the sum of those able to improve (i.e., with scores of 1 or greater at baseline).\u003c/p\u003e\n\u003ch3\u003eStratification for direct adjustment\u003c/h3\u003e\n\u003cp\u003eThe Resource Intensity for Children and Youth version 2 (RIChY-2) scale was developed on case mix principals for the ChYMH and ChYMH-DD as a 10-point scale with higher values representing cases likely to be consuming more types of services due to their greater clinical needs and complexity [\u003cspan citationid=\"CR32\" class=\"CitationRef\"\u003e32\u003c/span\u003e]. RIChY-2 has been used for stratification in other quality indicators for these assessment instruments. Cut points were made along the RIChY-2 distribution for each subset of cases that could contribute to the QI (i.e., was possible to improve for an improvement version of the QI) such as to create low, mid, and high strata, with proportions roughly at 20%, 60%, and 20%, respectively.\u003c/p\u003e\u003cp\u003eThe RIChY 2.0 algorithm was identified as the appropriate stratification variable for improvement since it is a composite measure of child/youth characteristics that are organized to produce scores reflecting greater resource intensity for QIs regarding improvement. Conversely, it was found that age performed more appropriately in relation to worsening for both QI domains.\u003c/p\u003e\u003cp\u003eAn additional option that was considered for direct adjustment was age of the client, a measure that is strongly associated with many outcomes, and one that also differs significantly by agency. Here, as in RIChY-2, strata were created that divided the sample into three age groups.\u003c/p\u003e\n\u003ch3\u003eCovariate risk adjustors\u003c/h3\u003e\n\u003cp\u003eRisk-adjusted variables (RAVs) were used in the stratification process to ensure that QIs reflect care quality rather than child/youth-, family or system-level factors. To accurately reflect care quality for those at risk of harming themselves or others, the RAVs included age, sex, previous types of traumas, experience with inpatient care, and supports. Using RAVs is necessary for benchmarking, equitable resource allocation, and transparent public reporting, where raw metrics could otherwise misrepresent performance [\u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eCovariate adjustors are taken from the baseline assessment, and were identified based on their availability in the ChYMH and ChYMH-DD instruments for which association with clinical change in these domains was thought to be likely. We sought to include measures that described clinical aspects of the child/youth, measures related to the family, as well as other adjustors such as inpatient status or time between assessments. With a wide range of measures available, an exhaustive approach across all QI variations was impractical. Measures were selected based on known clinical association and observed correlations with the outcomes. We applied candidate covariates in backwards elimination multivariate logistic regression models where the QI outcome was the dependent variables, retaining items where p\u0026thinsp;\u0026lt;\u0026thinsp;0.1.\u003c/p\u003e\u003cp\u003eA candidate set of 14 measures were identified as potential covariates:\u003c/p\u003e\u003cp\u003e\u003col\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eRelated to the child or youth (8): sex, age, any positive score on the anxiety scale [\u003cspan citationid=\"CR28\" class=\"CitationRef\"\u003e28\u003c/span\u003e], any of 4 traumas (sexually abused or assaulted, verbally abused or assaulted, emotionally abused, or having witnessed domestic violence), inadequate problem solving, disruptive or shows poor productivity at school, victim of bullying, bullied peers, symptoms of depression [\u003cspan citationid=\"CR33\" class=\"CitationRef\"\u003e33\u003c/span\u003e], and having a consistent positive outlook. Age and sex were also examined in combination, by collapsing both into two groups, resulting in four classes. For QI calculation purposes, the small proportion with sex as neither male nor female, about 0.3%, were grouped with the female sex.\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eRelated to parents or the family (4): having 2 or more family function issues (lack of supportive relationship with family, family persistently hostile, family members feel overwhelmed, parent has mental health issues, a sibling has mental health issues, and a parent unable or unwilling to continue care), unavailable unpaid support (based on five domains of need: crisis situations, financial problems, babysitting, emotional support, and respite), a parent or primary caregiver has experienced a major life stressor, and 3 or fewer of these parentings strengths: effective communication, assists with emotional regulation, appropriate discipline, warmth and support, appropriate supervision, and appropriate limit setting.\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003cspan\u003e\u003cli\u003e\u003cp\u003eRelated to the provider or system (2): inpatient status, and 6 or more months between the baseline and follow-up assessments.\u003c/p\u003e\u003c/li\u003e\u003c/span\u003e\u003c/ol\u003e\u003c/p\u003e"},{"header":"Results","content":"\u003cp\u003eThere were 14,160 pairs of assessments that were available for analysis, based on a 30 to 365 day gap. Investigation of performance of the indicators when stratified with the RIChY-2 scale showed that the two improvement QIs did not show consistent trends with increasing complexity of the RIChY-2-based strata. Age groups were then considered, and subsequently adopted for the improvement QIs, while RIChY-2 was retained for the worsening QIs. Strata membership for the worsening QIs were RIChY-2 values of 1 to 3, 4 to 8, and 9 to 10, for the improvement QIs were ages 4 to 8, 9 to 14, and 15 to 18.\u003c/p\u003e\u003cp\u003eTable\u0026nbsp;\u003cspan refid=\"Tab1\" class=\"InternalRef\"\u003e1\u003c/span\u003e lists the candidate risk adjustors, and indicates which ones were retained, based on their significance in a multiple logistic regression model with the QI outcome. For the models stratified by RIChY-2, age and sex were used in combination, with young female clients as the reference group. For the models stratified by age, all of the indicators used one or more adjusting measures from each of the three broad areas. The item recording if the parent or primary caregiver had experienced a major life stressor (such as a severe illness, death of close family member, loss of home, victim of crime, or persistent unemployment), was not retained in any of the regression models, after adjusting for the other covariates. Table\u0026nbsp;\u003cspan refid=\"Tab1\" class=\"InternalRef\"\u003e1\u003c/span\u003e also indicates the direction of the covariate in the regression, with either a positive (predictive) association, a negative (protective) association, or in some cases where the direction differed across the three strata of the model. Generally, items representing challenges for the child/youth or parent/primary caregivers were associated with greater likelihood of higher rates of worsening and lower rates of improvement. This was also the case with inpatients.\u003c/p\u003e\u003cp\u003e\u003cimg 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\" width=\"609\" height=\"634\"\u003e\u003c/p\u003e\u003cp\u003eTable\u0026nbsp;\u003cspan refid=\"Tab2\" class=\"InternalRef\"\u003e2\u003c/span\u003e presents characteristics of the overall sample, including the unadjusted rates of the QI outcomes and the proportions of risk adjustment covariates. The effective sample size for the improvement version of each QI domain was lower than for improvement, since fewer cases had the issue for which improvement could be detected. Rates of improvement among those with the issue were always much higher than rates of worsening (which of course includes those without a measured issue at baseline).\u003c/p\u003e\u003cp\u003e\u003cdiv class=\"gridtable\"\u003e\u003ctable float=\"Yes\" id=\"Tab2\" border=\"1\"\u003e\u003ccaption language=\"En\"\u003e\u003cdiv class=\"CaptionNumber\"\u003eTable 2\u003c/div\u003e\u003cdiv class=\"CaptionContent\"\u003e\u003cp\u003eCharacteristics of the overall sample at the baseline assessment, including risk adjusting covariates\u003c/p\u003e\u003c/div\u003e\u003c/caption\u003e\u003ccolgroup cols=\"2\"\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c1\" colnum=\"1\"\u003e\u003c/div\u003e\u003cdiv align=\"char\" char=\".\" class=\"colspec\" colname=\"c2\" colnum=\"2\"\u003e\u003c/div\u003e\u003cthead\u003e\u003ctr\u003e\u003cth align=\"left\" colname=\"c1\"\u003e\u003cp\u003eN (assessment pairs)\u003c/p\u003e\u003c/th\u003e\u003cth align=\"left\" colname=\"c2\"\u003e\u003cp\u003e14,160\u003c/p\u003e\u003c/th\u003e\u003c/tr\u003e\u003c/thead\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eQuality Indicator Outcomes:\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u0026nbsp;\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of self-harm improved (of 7,675 eligible pairs)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e54.5%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of self-harm worsened (of 14,068 eligible pairs)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e9.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of harm to others improved (of 7,345 eligible pairs)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e59.1%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of harm to others worsened (of 14,012 eligible pairs)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e10.6%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eCovariate prevalence\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u0026nbsp;\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eSex: male\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e52.7%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eAge: 4 to 7\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e13.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003e8 to 11\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e33.9%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003e12 to 14\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e27.7%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003e15 to 18\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e25.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003emean (std)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e11.7 (3.4)\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eanxiety scale 1+\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e79.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003elifetime emotional abuse\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e26.1%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003elifetime witnessed domestic violence\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e26.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003elifetime sexual assault/abuse\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e10.7%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003elifetime physical assault/abuse\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e17.3%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003einadequate problem solving\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e44.1%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003edisruptive/poor productivity at school\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e33.5%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003evictim of bullying\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e24.4%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003ebullied peers\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e12.0%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eDepressive symptoms (DSI 3+)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e64.3%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003econsistent positive outlook\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e47.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eFamily function issues 2 or more\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e45.3%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eunavailable unpaid support\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e23.6%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003emajor life stressor\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e25.4%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eParenting strengths deficit (3 or fewer)\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e26.1%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003einpatient\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e6.2%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003e6\u0026thinsp;+\u0026thinsp;months between assessments\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"char\" char=\".\" colname=\"c2\"\u003e\u003cp\u003e29.7%\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/colgroup\u003e\u003c/table\u003e\u003c/div\u003e\u003c/p\u003e\u003cp\u003eTable\u0026nbsp;\u003cspan refid=\"Tab3\" class=\"InternalRef\"\u003e3\u003c/span\u003e summarizes key performance metrics of each of the QIs. An agency for a given year required a minimum of 30 total assessment pairs to be eligible to compute an adjusted rate, and this resulted in varying numbers of rates across this sample: from 72 to 97. The worsening version of each QI resulted in higher numbers of rates, as expected from the higher number of contributing assessment pairs. Distributions of adjusted agency rates shows good variation, something that can also be seen in Fig.\u0026nbsp;\u003cspan refid=\"Fig1\" class=\"InternalRef\"\u003e1\u003c/span\u003e where raw and adjusted rates are plotted. Key correlations in Table\u0026nbsp;\u003cspan refid=\"Tab3\" class=\"InternalRef\"\u003e3\u003c/span\u003e are the raw and adjusted values which range from 0.906 to 0.949, and the corresponding values are provided where the stratification alone is used to adjust, without the covariates. This shows that both the stratification and the within-strata regression using covariates contributes to the adjustment, for each of the QIs.\u003c/p\u003e\u003cp\u003e\u003cdiv class=\"gridtable\"\u003e\u003ctable float=\"Yes\" id=\"Tab3\" border=\"1\"\u003e\u003ccaption language=\"En\"\u003e\u003cdiv class=\"CaptionNumber\"\u003eTable 3\u003c/div\u003e\u003cdiv class=\"CaptionContent\"\u003e\u003cp\u003eQuality Indicator adjustment summary\u003c/p\u003e\u003c/div\u003e\u003c/caption\u003e\u003ccolgroup cols=\"9\"\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c1\" colnum=\"1\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c2\" colnum=\"2\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c3\" colnum=\"3\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c4\" colnum=\"4\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c5\" colnum=\"5\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c6\" colnum=\"6\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c7\" colnum=\"7\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c8\" colnum=\"8\"\u003e\u003c/div\u003e\u003cdiv align=\"left\" class=\"colspec\" colname=\"c9\" colnum=\"9\"\u003e\u003c/div\u003e\u003cthead\u003e\u003ctr\u003e\u003cth align=\"left\" colname=\"c1\"\u003e\u0026nbsp;\u003c/th\u003e\u003cth align=\"left\" colname=\"c2\"\u003e\u0026nbsp;\u003c/th\u003e\u003cth align=\"left\" colspan=\"5\" nameend=\"c7\" namest=\"c3\"\u003e\u003cp\u003eAdjusted rate percentiles\u003c/p\u003e\u003c/th\u003e\u003cth align=\"left\" colspan=\"2\" nameend=\"c9\" namest=\"c8\"\u003e\u003cp\u003eCorrelations\u003c/p\u003e\u003c/th\u003e\u003c/tr\u003e\u003c/thead\u003e\u003ctbody\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eQuality Indicator\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u003cp\u003eNumber of rates\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c3\"\u003e\u003cp\u003ep5\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c4\"\u003e\u003cp\u003ep20\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c5\"\u003e\u003cp\u003emedian\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c6\"\u003e\u003cp\u003ep80\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c7\"\u003e\u003cp\u003ep95\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c8\"\u003e\u003cp\u003eRaw \u0026amp; adjusted\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c9\"\u003e\u003cp\u003eStrata alone, no covariates\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of self harm improved\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u003cp\u003e78\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c3\"\u003e\u003cp\u003e38.7%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c4\"\u003e\u003cp\u003e48.4%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c5\"\u003e\u003cp\u003e54.2%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c6\"\u003e\u003cp\u003e63.1%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c7\"\u003e\u003cp\u003e69.7%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c8\"\u003e\u003cp\u003e0.949\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c9\"\u003e\u003cp\u003e0.973\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of self-harm worsened\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u003cp\u003e97\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c3\"\u003e\u003cp\u003e2.9%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c4\"\u003e\u003cp\u003e5.9%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c5\"\u003e\u003cp\u003e8.7%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c6\"\u003e\u003cp\u003e12.3%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c7\"\u003e\u003cp\u003e15.9%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c8\"\u003e\u003cp\u003e0.906\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c9\"\u003e\u003cp\u003e0.929\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of harm to others improved\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u003cp\u003e72\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c3\"\u003e\u003cp\u003e46.2%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c4\"\u003e\u003cp\u003e52.4%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c5\"\u003e\u003cp\u003e58.7%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c6\"\u003e\u003cp\u003e66.1%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c7\"\u003e\u003cp\u003e74.8%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c8\"\u003e\u003cp\u003e0.939\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c9\"\u003e\u003cp\u003e0.972\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003ctr\u003e\u003ctd align=\"left\" colname=\"c1\"\u003e\u003cp\u003eRisk of harm to others worsened\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c2\"\u003e\u003cp\u003e96\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c3\"\u003e\u003cp\u003e0.0%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c4\"\u003e\u003cp\u003e6.0%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c5\"\u003e\u003cp\u003e9.5%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c6\"\u003e\u003cp\u003e13.8%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c7\"\u003e\u003cp\u003e19.6%\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c8\"\u003e\u003cp\u003e0.935\u003c/p\u003e\u003c/td\u003e\u003ctd align=\"left\" colname=\"c9\"\u003e\u003cp\u003e0.965\u003c/p\u003e\u003c/td\u003e\u003c/tr\u003e\u003c/tbody\u003e\u003c/colgroup\u003e\u003c/table\u003e\u003c/div\u003e\u003c/p\u003e\u003cp\u003e\u003c/p\u003e\u003cp\u003eTable\u0026nbsp;\u003cspan refid=\"Tab4\" class=\"InternalRef\"\u003e4\u003c/span\u003e shows a correlation matrix of the adjusted QI rates at the agency level, to show how these signals of service quality relate to one another. Positive relationships were seen where the direction of change is the same (i.e., both are worsening, 0.476, or both are improvement, 0.662), suggesting that agencies with desirable or less desirable performance in either self-harm or harm to others are likely to see that same relative performance in the other. The correlations in the other four cells where worsening and improvement rates go together are associated but in a negative way (-0.380 to -0.589). Together, this shows an agency level picture that connects these four indicators in a consistent way. As an additional note, the RiSsK and RIO scales are not correlated with each other (rho value 0.09); however, the way that they change with each other, at an agency level, is much more evident.\u003c/p\u003e\u003cp\u003e\u003cimg 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\" width=\"609\" height=\"363\"\u003e\u003c/p\u003e"},{"header":"Discussion","content":"\u003cp\u003eThere is very little data about the quality of youth mental health services in Canada, despite continuous need. Thus, the purpose of this study was to create and validate a set of QIs to measure the quality of care for children and youth at risk of harm to themselves or others to be able to compare services and to promote health equity across Canadian jurisdictions to support benchmarking at both the national and international level. To do so, we formulated measures to compute rates of improvement or worsening for two important measures of child/youth mental health, self-harm and harm to others, along with a risk adjustment approach that seeks to make comparisons more equivalent across time and across agencies. Evaluating service quality is essential for accountability and, as such, developing these QIs also provides an objective framework to assess agencies and meet the Quadruple Aim of improving population health and reducing inequities [\u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e].\u003c/p\u003e\n\u003ch3\u003eRisk Adjustment Covariates\u003c/h3\u003e\n\u003cp\u003eThe broad set of clinical information assessed by the interRAI ChYMH was useful for improving the effectiveness of risk adjustment of the QIs. Based on the findings, interpersonal trauma was the strongest covariate influencing change. It was such a powerful variable that the impact of the other covariates was less impactful when contributing to risk adjustment. Notably, findings from this study indicated that children and youth exposed to emotional, physical and sexual abuse were less likely to improve and more likely to worsen across both domains. Trauma, including but not limited to physical, sexual, and emotional abuse, and neglect, can significantly contribute to suicidality and suicidal ideations [\u003cspan citationid=\"CR34\" class=\"CitationRef\"\u003e34\u003c/span\u003e, \u003cspan citationid=\"CR35\" class=\"CitationRef\"\u003e35\u003c/span\u003e]. Even with support, children and youth who have experienced trauma improve more slowly (slower decrease in negative symptoms) than youth without trauma [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR36\" class=\"CitationRef\"\u003e36\u003c/span\u003e]. Further, children who have experienced these types of interpersonal abuse present to mental healthcare services with significantly more problematic behaviour, which may also contribute a reduced response to treatment [\u003cspan citationid=\"CR36\" class=\"CitationRef\"\u003e36\u003c/span\u003e]. Youth with interpersonal traumas have a greater mental healthcare service complexity than youth without trauma [\u003cspan citationid=\"CR37\" class=\"CitationRef\"\u003e37\u003c/span\u003e]. Consequentially, the number of exposures to trauma is proportional to service complexity \u0026mdash; more traumatic exposures require greater support and resources [\u003cspan citationid=\"CR37\" class=\"CitationRef\"\u003e37\u003c/span\u003e]. Similarly, the mental health effects of traumatic events are cumulative, with rates of anxiety, depression and externalizing behaviours increasing in youth who have experienced multiple (6+) traumatic events [\u003cspan citationid=\"CR35\" class=\"CitationRef\"\u003e35\u003c/span\u003e]. NSSI, alongside alcohol and substance use, were also more prevalent in youth with traumatic histories [\u003cspan citationid=\"CR35\" class=\"CitationRef\"\u003e35\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eMany youths in the mental healthcare system have witnessed or experienced domestic violence. Over half of the mental health referrals for children aged 0 to 18 included domestic violence as an issue [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR38\" class=\"CitationRef\"\u003e38\u003c/span\u003e]. Results from previous studies have suggested that children who witness domestic violence are more likely to perpetrate future aggression [\u003cspan citationid=\"CR35\" class=\"CitationRef\"\u003e35\u003c/span\u003e, \u003cspan citationid=\"CR39\" class=\"CitationRef\"\u003e39\u003c/span\u003e]. Specifically, youth who have witnessed domestic violence were 155% more likely to display aggressive behaviour towards their siblings and their peers compared to youth with no domestic violence trauma [\u003cspan citationid=\"CR39\" class=\"CitationRef\"\u003e39\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eExtant literature has also indicated that experiencing victimization through bullying is predictive of a significantly increased, almost doubled, risk of suicidality and self-harm [\u003cspan citationid=\"CR34\" class=\"CitationRef\"\u003e34\u003c/span\u003e, \u003cspan citationid=\"CR40\" class=\"CitationRef\"\u003e40\u003c/span\u003e]. Researchers have found that adolescents were victims of bullying exhibited higher rates of NSSI, suicidal ideation and attempts, and other mental health disorders [\u003cspan citationid=\"CR40\" class=\"CitationRef\"\u003e40\u003c/span\u003e]. Notably, peer victimization and abuse are the second strongest predictors of suicidal ideation in youth aged 14 to 18, regardless of gender [\u003cspan citationid=\"CR34\" class=\"CitationRef\"\u003e34\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eInterestingly, this study suggested that youth who perpetrated bullying experienced more difficulty when trying to improve their behaviour despite support from mental health professionals and services. Existing literature has suggested that school counsellors who report that school-aged bullies are resistant to traditional counselling and engaging with the counsellors [\u003cspan citationid=\"CR41\" class=\"CitationRef\"\u003e41\u003c/span\u003e]. Many youths do not see their bullying behaviours as a problem resulting in difficulty getting these youth to participate in counselling [\u003cspan citationid=\"CR41\" class=\"CitationRef\"\u003e41\u003c/span\u003e]. Unfortunately, school-aged bullies report that they enjoy bullying and experience significant personal gain from it, including dominance, control, and notoriety [\u003cspan citationid=\"CR41\" class=\"CitationRef\"\u003e41\u003c/span\u003e]. Youth who perpetrate bullying behaviours likely need specialized support as they are less likely to engage in treatment and thus less likely to improve.\u003c/p\u003e\u003cp\u003eWith respect to child/youth characteristics, there were important factors at baseline related to both sex and age that are important to consider. For example, adolescent females were more likely to express risk of suicide and self-harm but were least likely to engage in intentional aggression toward others. Conversely, young males were least likely to express suicidal ideation and self-harm but were more likely to engage in aggression toward others. These results are consistent with previous research related to sex differences related to self-harm, suicide risk [\u003cspan citationid=\"CR42\" class=\"CitationRef\"\u003e42\u003c/span\u003e] and violence toward others [\u003cspan citationid=\"CR43\" class=\"CitationRef\"\u003e43\u003c/span\u003e, \u003cspan citationid=\"CR44\" class=\"CitationRef\"\u003e44\u003c/span\u003e]. Younger males tend to engage in more aggressive behaviours than older males [\u003cspan citationid=\"CR45\" class=\"CitationRef\"\u003e45\u003c/span\u003e, \u003cspan citationid=\"CR46\" class=\"CitationRef\"\u003e46\u003c/span\u003e] and are more likely to be referred to mental health services due to such behaviours [\u003cspan citationid=\"CR38\" class=\"CitationRef\"\u003e38\u003c/span\u003e]. Concerning harm to others, our findings indicated that older males were less likely to improve, while those males under 8 were more likely to improve. Physically aggressive behaviour shown in young children may be easier to unlearn compared to more vindictive, oppositional behaviour displayed by older children. These results suggest that early identification and intervention is likely more successful due to the less chronic, long-term sequalae of such behaviours throughout development. Moreover, referrals for young children are more common for physically aggressive behaviour, like fighting or hitting, whereas older children\u0026rsquo;s aggression is displayed as anger, defiant, or hostile behaviour [\u003cspan citationid=\"CR38\" class=\"CitationRef\"\u003e38\u003c/span\u003e]. This change in displays of aggression across childhood may also account for why young boys under 8 were more likely to improve.\u003c/p\u003e\u003cp\u003ePositive outlook was related to risk of injury to others which may indicate that those involved in such aggressive tendencies may also exhibit a bravado to address their current life situation. For instance, aggressive children overestimated their abilities and competencies to a greater extent than non-aggressive children, and this overinflation was directly proportional to the level of aggression the child displayed [\u003cspan citationid=\"CR47\" class=\"CitationRef\"\u003e47\u003c/span\u003e]. Many youth report that fighting gains them respect from others, consequently contributing to a positive self-view [\u003cspan citationid=\"CR48\" class=\"CitationRef\"\u003e48\u003c/span\u003e]. More aggressive children may initiate or engage in more fighting, which can create a cyclical pattern that continually inflates the child\u0026rsquo;s self-view, encouraging them to continue acting violently. Further, youth who are prone to fighting report that aggression was the only way to get what they wanted. These aggressive youth may often feel a lack of confidence in their non-aggressive conflict-resolution skills, thus turning to aggressive methods to achieve their goals [\u003cspan citationid=\"CR48\" class=\"CitationRef\"\u003e48\u003c/span\u003e]. However, youth aggression can also be a defense mechanism in areas more prone to violence [\u003cspan citationid=\"CR49\" class=\"CitationRef\"\u003e49\u003c/span\u003e]. Indeed, youth in areas with extreme wealth inequality display the highest rates of aggression and violence, partially as an emotional outlet for their anger and to gain respect and safety [\u003cspan citationid=\"CR49\" class=\"CitationRef\"\u003e49\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eSchool disengagement, disruptive behaviour, and poor productivity in school were predictive of worsening for both risk of harming self and others and failure to improve when intentionally aggressing toward others. Children aged 4 to 18 who are disengaged with school activities have been found to be 2 to 5 times more likely to receive mental healthcare referrals for risk of harm to self and others [\u003cspan citationid=\"CR50\" class=\"CitationRef\"\u003e50\u003c/span\u003e]. School disengagement is an important factor in a youth\u0026rsquo;s risk of harm, and this is seen across genders. Both girls and boys who dislike school or perform poorly in school display more violent and aggressive attitudes than other students [\u003cspan citationid=\"CR51\" class=\"CitationRef\"\u003e51\u003c/span\u003e]. A child receiving a mental health referral for risk of harm to others is 3 to 6 times more likely to need increased service intensity to improve [\u003cspan citationid=\"CR50\" class=\"CitationRef\"\u003e50\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eConversely, anxiety reduced the risk of injury to others. Anxiety acts as a form of behavioural inhibition, which prevents delinquency [\u003cspan citationid=\"CR52\" class=\"CitationRef\"\u003e52\u003c/span\u003e]. Disruptive boys are usually more likely to turn to delinquency, but those with inhibition do not [\u003cspan citationid=\"CR52\" class=\"CitationRef\"\u003e52\u003c/span\u003e]. In certain circumstances, inhibition can deter disruptive children from future poor behaviour [\u003cspan citationid=\"CR52\" class=\"CitationRef\"\u003e52\u003c/span\u003e]. As such, the protective factor of anxiety on later violence, especially around anxiety for behaving aggressively, has been found [\u003cspan citationid=\"CR53\" class=\"CitationRef\"\u003e53\u003c/span\u003e]. However, disruption as a trait seemed to have more influence over whether a child turns to delinquency, as the only boys with a significantly lower chance of becoming delinquent are nondisruptive, inhibited boys [\u003cspan citationid=\"CR52\" class=\"CitationRef\"\u003e52\u003c/span\u003e]. Others have found that youth mental health service users who have previously been arrested were significantly less likely to have anxiety compared to service users without an arrest record [\u003cspan citationid=\"CR54\" class=\"CitationRef\"\u003e54\u003c/span\u003e]. Youth without an arrest record were 3 times more likely to experience anxiety than youth who have been arrested [\u003cspan citationid=\"CR54\" class=\"CitationRef\"\u003e54\u003c/span\u003e]. In children older than 12, anxiety is also directly proportional to the intensity of their mental health service needs [\u003cspan citationid=\"CR55\" class=\"CitationRef\"\u003e55\u003c/span\u003e]. Other children above 12 with high service needs are ones with low rates of anxiety but high rates of bullying and interpersonal conflict [\u003cspan citationid=\"CR55\" class=\"CitationRef\"\u003e55\u003c/span\u003e]. These findings suggest that anxiety can be a protective factor under certain conditions while peer conflict and harassment, significantly increases the mental healthcare needs of youth.\u003c/p\u003e\u003cp\u003eDepressive symptoms were associated with both improvement and worsening for both risk of harm to self and others, suggesting significant movement within all four QIs. Depression can result from various genetic, environmental, and biopsychosocial factors which influence an individual\u0026rsquo;s symptoms and response to different treatments [\u003cspan citationid=\"CR56\" class=\"CitationRef\"\u003e56\u003c/span\u003e]. Some youth with depression may improve with psychotherapy or medication [\u003cspan citationid=\"CR57\" class=\"CitationRef\"\u003e57\u003c/span\u003e], but youth with more chronic cases of depression may be resistant to these treatments, preventing them from improving [\u003cspan citationid=\"CR56\" class=\"CitationRef\"\u003e56\u003c/span\u003e]. Moreover, depression can act as a risk factor for self-harm, as well as risk of harm to others. For example, Canadians aged 15 to 24 with depression reported higher rates of suicidal thoughts, plans, and attempts compared to those without depression [\u003cspan citationid=\"CR58\" class=\"CitationRef\"\u003e58\u003c/span\u003e]. Depression can also lead to isolation, impulsivity, angry rumination, and increased alcohol use, all of which contribute to aggression [\u003cspan citationid=\"CR59\" class=\"CitationRef\"\u003e59\u003c/span\u003e]. Thus, those with depression may be more likely to be at risk for harming themselves, as well as the people around them, particularly when their condition is resistant to treatment [\u003cspan citationid=\"CR58\" class=\"CitationRef\"\u003e58\u003c/span\u003e, \u003cspan citationid=\"CR59\" class=\"CitationRef\"\u003e59\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eWith respect to parent and family contexts, our findings indicated that social support was an important factor impacting risk status for both risk of harm to self and others. Notably, those with unavailable, unpaid support were less likely to improve and were more likely to worsen for all QIs suggesting that informal supports are crucial to improved outcomes. Extant literature has suggested that low social support is associated with increased likelihood of suicidal ideation and attempts; [\u003cspan citationid=\"CR60\" class=\"CitationRef\"\u003e60\u003c/span\u003e, \u003cspan citationid=\"CR61\" class=\"CitationRef\"\u003e61\u003c/span\u003e]) and that social support prevents suicidal ideation [\u003cspan citationid=\"CR62\" class=\"CitationRef\"\u003e62\u003c/span\u003e]. Similarly, our findings suggest that social support plays a crucial role in the prevention of aggressive and violent tendencies, likely buffering adversity [\u003cspan citationid=\"CR63\" class=\"CitationRef\"\u003e63\u003c/span\u003e] by reducing stress [\u003cspan citationid=\"CR64\" class=\"CitationRef\"\u003e64\u003c/span\u003e], improving coping mechanisms [\u003cspan citationid=\"CR65\" class=\"CitationRef\"\u003e65\u003c/span\u003e], fostering positive relationships [\u003cspan citationid=\"CR66\" class=\"CitationRef\"\u003e66\u003c/span\u003e] and developing a positive sense of self [\u003cspan citationid=\"CR67\" class=\"CitationRef\"\u003e67\u003c/span\u003e]. Other research has also found that social support can buffer the development of aggression towards others [\u003cspan citationid=\"CR68\" class=\"CitationRef\"\u003e68\u003c/span\u003e], reduce the impact of living in violent neighbourhoods [\u003cspan citationid=\"CR69\" class=\"CitationRef\"\u003e69\u003c/span\u003e] and diminish the incidence of self-reported violence [\u003cspan citationid=\"CR70\" class=\"CitationRef\"\u003e70\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eWith respect to family characteristics, those children and youth who experienced family dysfunction were less likely to improve with respect to self-harm and suicide risk and less likely to improve and more likely to worsen for harm to others. Extant literature has found that problematic family relationships can increase the risk both self-harm/suicide [\u003cspan citationid=\"CR71\" class=\"CitationRef\"\u003e71\u003c/span\u003e, \u003cspan citationid=\"CR72\" class=\"CitationRef\"\u003e72\u003c/span\u003e, \u003cspan citationid=\"CR73\" class=\"CitationRef\"\u003e73\u003c/span\u003e, \u003cspan citationid=\"CR74\" class=\"CitationRef\"\u003e74\u003c/span\u003e, \u003cspan citationid=\"CR75\" class=\"CitationRef\"\u003e75\u003c/span\u003e] and aggression/violence toward others [\u003cspan citationid=\"CR76\" class=\"CitationRef\"\u003e76\u003c/span\u003e]. Poor parental monitoring, parental psychopathology [\u003cspan citationid=\"CR71\" class=\"CitationRef\"\u003e71\u003c/span\u003e], difficulties managing appropriate boundaries [\u003cspan citationid=\"CR77\" class=\"CitationRef\"\u003e77\u003c/span\u003e], family conflict and a lack of family cohesion [\u003cspan citationid=\"CR78\" class=\"CitationRef\"\u003e78\u003c/span\u003e, \u003cspan citationid=\"CR71\" class=\"CitationRef\"\u003e71\u003c/span\u003e] all contribute to continued risk of suicide, self-harm [\u003cspan citationid=\"CR79\" class=\"CitationRef\"\u003e79\u003c/span\u003e, \u003cspan citationid=\"CR71\" class=\"CitationRef\"\u003e71\u003c/span\u003e] as well as violence toward others [\u003cspan citationid=\"CR77\" class=\"CitationRef\"\u003e77\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eWith respect to provider or system-level factors, children and youth in inpatient services were less likely to improve around suicide and self-harm risk, compared to those in community-based services. The same pattern of findings was noted for harm to others as well. Specifically, those in inpatient services were less likely to improve and more likely to worsen compared to those in community-based services. This resistance to change seen in children and youth in inpatient services may be due to the acuity of the inpatient youth [\u003cspan citationid=\"CR80\" class=\"CitationRef\"\u003e80\u003c/span\u003e, \u003cspan citationid=\"CR81\" class=\"CitationRef\"\u003e81\u003c/span\u003e, \u003cspan citationid=\"CR82\" class=\"CitationRef\"\u003e82\u003c/span\u003e, \u003cspan citationid=\"CR83\" class=\"CitationRef\"\u003e83\u003c/span\u003e]. Higher acuity patients, those with more intense symptoms, often need emergent inpatient care, as their risk of harm to themselves and others is greater than children and youth with lower acuity needs [\u003cspan citationid=\"CR80\" class=\"CitationRef\"\u003e80\u003c/span\u003e, \u003cspan citationid=\"CR84\" class=\"CitationRef\"\u003e84\u003c/span\u003e, \u003cspan citationid=\"CR85\" class=\"CitationRef\"\u003e85\u003c/span\u003e, \u003cspan citationid=\"CR86\" class=\"CitationRef\"\u003e86\u003c/span\u003e]. Patients with high acuity needs require constant monitoring of their safety, as well as multiple treatment modalities and increased service needs [\u003cspan citationid=\"CR80\" class=\"CitationRef\"\u003e80\u003c/span\u003e]. Conversely, children and youth with less severe or emergent symptoms have lower acuity and can improve with fewer, less intensive resources [\u003cspan citationid=\"CR80\" class=\"CitationRef\"\u003e80\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eTiming of re-assessment was an important covariate within the model given that those assessments that were longer than 6 months were more likely associated with greater improvement as well as worsening of all QI symptoms. The more time that passes, the more change is likely detected in 6 months and, consequently, time predicted higher rates of change for those with less chronic conditions. But, both improvement and worsening take time. Previous research has indicated that children and youth with long-term, high service usage rates experience the highest severity of mental health concerns compared to youth with different service usage patterns [\u003cspan citationid=\"CR87\" class=\"CitationRef\"\u003e87\u003c/span\u003e]. These youth report significantly high rates of externalizing behaviours and significantly low rates of global functioning, including social and academic participation. Further, families of these children experience extreme amounts of burden and negative impact due to the severity and longevity of the child\u0026rsquo;s mental health concerns [\u003cspan citationid=\"CR87\" class=\"CitationRef\"\u003e87\u003c/span\u003e]. Children and youth with long-term service usage can also be more resistant to improvement, as chronic mental health conditions can lead to negative physical changes that perpetuate their mental health symptoms [\u003cspan citationid=\"CR88\" class=\"CitationRef\"\u003e88\u003c/span\u003e].\u003c/p\u003e\u003cdiv id=\"Sec11\" class=\"Section2\"\u003e\u003ch2\u003eQuality Indicators as Measurable Targets\u003c/h2\u003e\u003cp\u003eThe QIs reported herein are crucial for children\u0026rsquo;s mental health services as they provide clear, measurable targets and feedback mechanisms to monitor and improve services provided to vulnerable children and families. In addition to assisting with the identification related to areas of strength and weakness in services, they guide decision-making, track performance against established standards to contribute to better outcomes [\u003cspan citationid=\"CR89\" class=\"CitationRef\"\u003e89\u003c/span\u003e]. Such continuous monitoring can not only provide information related to care quality, but they also identify areas requiring attention. Such indicators enable comparisons across organizations, jurisdictions and countries, thereby facilitating best practice and continuous improvement and efficiencies [\u003cspan citationid=\"CR89\" class=\"CitationRef\"\u003e89\u003c/span\u003e]. Rather than relying on subjective assumptions and opinions, indicators support evidence-based decision making and create a framework for accountability through visible and measurable performance. This, in turn, enhances client care not only with respect to overall experience, but also effectiveness and safety [\u003cspan citationid=\"CR89\" class=\"CitationRef\"\u003e89\u003c/span\u003e].\u003c/p\u003e\u003c/div\u003e\u003cdiv id=\"Sec12\" class=\"Section2\"\u003e\u003ch2\u003eLimitations and Future Directions\u003c/h2\u003e\u003cp\u003eWhile there are several strengths to this study and the approach taken, it is not without its limitations. First, the data were drawn from twenty-six facilities that used the interRAI ChYMH. While it is used as standard of care in many agencies, it does not have a provincial mandate; consequently, the findings need to be replicated in other jurisdictions where there is a known mandate. Second, the QIs were derived from data that excluded children who only had only one assessment available. Third, it should be noted that the variability in preliminary QI findings between Ontario agencies could be related to differences in measurement properties, ascertainment, policy, or practice [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eEstablishing a relationship between the QIs and technical process indicators (e.g., staffing levels, use of evidence-informed practices, availability of ongoing assessment training, etc.) may identify other contextual factors related to differences in QI scores between facilities [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e]. More importantly, linking the quality indicators to specific care planning activities may be more effective in understanding how care processes relate to outcomes. The interRAI ChYMH includes over thirty different care planning applications called Collaborative Action Plans (CAPs) [\u003cspan citationid=\"CR90\" class=\"CitationRef\"\u003e90\u003c/span\u003e, \u003cspan citationid=\"CR91\" class=\"CitationRef\"\u003e91\u003c/span\u003e] that identify child/youth problems or needs to service providers, including guidelines that can be utilized to intervene as needed. Several CAPs relate to potential domains of outcome and quality such as suicidality, self-harm, aggressive behavior and violence, interpersonal conflict, and family functioning. Examining the relationship between the use of the CAPs and outcomes based on the QI will be important to further validate the QIs and provide a mechanism for engaging service providers in the quality measurement and improvement process directly at the point of care. Additionally, the methodology used in this study could be applied to derivation of QIs based on other domains of quality and outcome [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eQIs carry several advantages for quality improvement at the child/youth, family and organizational levels. Specifically, the QIs that focus on improvement and worsening of life-threatening signs and symptoms are critically important for the child\u0026rsquo;s treatment and safety, reducing suffering and potential death. The measurement of such outcomes in accreditation reports, accountability frameworks and report cards reinforce interventions directed at improvement, thus benefiting children and their families. At the organizational level, the inclusion of improvement as well as incidence/failure to improve in these QI domains emphasizes success and opportunities for enhanced outcomes. In concert, these dimensions will be useful for supporting quality improvement by identifying and sharing best practices between higher and lower ranking facilities based on these and other QIs that are currently in development.\u003c/p\u003e\u003cp\u003eOnce complete, the set of QIs may also be applicable for quality measurement across service sectors. Given that all interRAI instruments include core items that are consistent across all assessments as well as items that are specific to the sector being measured [\u003cspan citationid=\"CR92\" class=\"CitationRef\"\u003e92\u003c/span\u003e], the interRAI ChYMH assessment system share several items to provide opportunities to examine QIs across different service sectors (e.g., schools, hospitals, youth justice facilities, community agencies, child welfare, inpatient services) in addition to interRAI adult tools to support transitions to adult services [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e] This approach fosters enhanced communication through a common assessment system, while fostering evidence-informed decision-making, best practice and improved accountability to support integrated care [\u003cspan citationid=\"CR93\" class=\"CitationRef\"\u003e93\u003c/span\u003e].\u003c/p\u003e\u003c/div\u003e"},{"header":"Conclusion","content":"\u003cp\u003eFindings obtained from this study support the feasibility and utility of the interRAI ChYMH assessment system for measuring and comparing QIs of outcome between and across agencies. Further progress is underway to establishing additional valid and reliable QIs based on the interRAI ChYMH that can be used for several important clinical domains, including symptom, functional, and behavioral dimensions. This refinement will include additional risk adjustment strategies for the QIs to support their use.\u003c/p\u003e\u003cp\u003eOpportunities exist to use the QIs for identifying quality improvement opportunities and comparing quality regionally, nationally, and internationally [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e], wherever the interRAI ChYMH assessment system is used. The two domains reported herein can provide a macro view of local performance, offering a way for agencies and organizations to understand their performance. When QIs perform less positively, the agencies can review the QI items that make up the indicator, providing direction to address areas of greatest concern that require targeted interventions [\u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e].\u003c/p\u003e\u003cp\u003eGiven the difficulties experienced by children, parents, and providers of children\u0026rsquo;s mental health care, a more coordinated, efficient system is required to meet the increasing demand for services. QI development and implementation play an essential role in evidence-informed decision-making that facilitates continued quality assurance to foster appropriate care and obtain expected positive outcomes thereby reducing the risks and adverse outcomes that vulnerable children their families may face [\u003cspan citationid=\"CR89\" class=\"CitationRef\"\u003e89\u003c/span\u003e].\u003c/p\u003e"},{"header":"Declarations","content":"\u003cp\u003e\u003cem\u003eAcknowledgements and Funding\u003c/em\u003e\u003c/p\u003e\n\u003cp\u003eWe wish to thank the children, youth, and families, as well as the trained assessors and clinicians in the field, for their participation in the research process. This study was funded by the Canadian Institute of Health Research (Funding Reference Number: 191852)\u003c/p\u003e\n\u003cp\u003e\u003cem\u003eAuthor Contributions\u003c/em\u003e\u003c/p\u003e\n\u003cp\u003eS.L.S. developed the conceptualization and attained funding and resources. S.L.S, J.W.P and J.N.M developed the analytical strategy. J.W.P performed the statistical analysis. S.L.S and J.W.P contributed to the formulation of the ideas presented in the study. S.L.S, J.W.P, J.D.R were involved in the writing and reviewing of the final manuscript.\u003c/p\u003e\n\u003cp\u003e\u003cem\u003eConflict of Interest\u003c/em\u003e\u003c/p\u003e\n\u003cp\u003eThe authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.\u003c/p\u003e\n\u003cp\u003e\u003cem\u003eInstitutional Review Board\u0026nbsp;\u003c/em\u003e\u003c/p\u003e\n\u003cp\u003eThe study was approved by the Research Ethics Board (or the University of Western Ontario (REB#: 124759). The date of this approval was June 5th, 2024\u0026nbsp;and is in accordance with the Declaration of Helsinki.\u003c/p\u003e\n\u003cp\u003e\u003cem\u003eInformed Consent\u003c/em\u003e\u003c/p\u003e\n\u003cp\u003eDeidentified secondary data was used. Informed consent was obtained by the organizations as part of the standard of care.\u003c/p\u003e\n\u003cp\u003e\u003cem\u003eData Availability\u003c/em\u003e\u003c/p\u003e\n\u003cp\u003eThe datasets presented in this article are not readily available due to licensing agreements, privacy and ethical issues.\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Celebre A, Hirdes JP, Poss JW. Risk of Suicide and Self-harm in Kids: The Development of an Algorithm to Identify High-Risk Individuals Within the Children\u0026rsquo;s Mental Health System. Child Psychiatry Hum Dev. 2020;51(6):913\u0026ndash;24. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10578-020-00968-9\u003c/span\u003e\u003cspan address=\"10.1007/s10578-020-00968-9\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Celebre A, Hirdes JP, Poss JW. Risk of Injury to Others: The Development of an Algorithm to Identify Children and Youth at High-Risk of Aggressive Behaviours. Front Psychiatry. 2022;12:750625. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpsyt.2021.750625\u003c/span\u003e\u003cspan address=\"10.3389/fpsyt.2021.750625\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003ePublic Health Agency of Canada. Suicide in Canada: Key statistics (infographic). Government of Canada. 2023 Jan 9. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.canada.ca/en/public-health/services/publications/healthy-living/suicide-canada-key-statistics-infographic.html\u003c/span\u003e\u003cspan address=\"https://www.canada.ca/en/public-health/services/publications/healthy-living/suicide-canada-key-statistics-infographic.html\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eGray-Grant D, Children\u0026rsquo;s Health Policy Centre. Suicide is the second leading cause of death in youth in Canada \u0026ndash; Children\u0026rsquo;s Health Policy Centre. ; 2024 Oct 21. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://childhealthpolicy.ca/suicide-cause-of-death/#:~:text=Researchers%20have%20also%20documented%20differing,of%200.09%20deaths%20per%20100%2C000\u003c/span\u003e\u003cspan address=\"https://childhealthpolicy.ca/suicide-cause-of-death/#:~:text=Researchers%20have%20also%20documented%20differing,of%200.09%20deaths%20per%20100%2C000\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eZulyniak S, Wiens K, Andrew J, Lukmanji A, Dores AK, Isherwood LJ, Patten SB. Increasing Rates of Youth and Adolescent Suicide in Canadian Women. Can J Psychiatry. 2021;67(1):67\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/07067437211017875\u003c/span\u003e\u003cspan address=\"10.1177/07067437211017875\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eNixon MK, Cloutier P, Jansson SM. Nonsuicidal self-harm in youth: a population-based survey. CMAJ. 2008;178(3):306\u0026ndash;12. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1503/cmaj.061693\u003c/span\u003e\u003cspan address=\"10.1503/cmaj.061693\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eZulyniak S, Wiens K, Bulloch AGM, Williams JVA, Lukmanji A, Dores AK, et al. Increasing Rates of Youth and Adolescent Suicide in Canadian Women. Can J Psychiatry. 2022;67(1):67\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/07067437211017875\u003c/span\u003e\u003cspan address=\"10.1177/07067437211017875\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTurner BJ, Robillard CL, Ames ME, Craig SG. Prevalence and Correlates of Suicidal Ideation and Deliberate Self-harm in Canadian Adolescents During the Coronavirus Disease 2019 Pandemic. Can J Psychiatry. 2021;67(5):403\u0026ndash;6. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/07067437211036612\u003c/span\u003e\u003cspan address=\"10.1177/07067437211036612\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCosma A, Molcho M, Pickett W. \u003cem\u003eA focus on adolescent peer violence and bullying in Europe, central Asia and Canada. Health Behaviour in School-aged Children international report from the\u003c/em\u003e 2021\u003cem\u003e/2022 survey. Volume 2.\u003c/em\u003e Copenhagen: WHO Regional Office for Europe; 2024. Licence: CC BY-NC-SA 3.0 IGO.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eWoodworth M, Agar AD, Coupland RBA. Characteristics of Canadian Youth-Perpetrated Homicides. Crim Justice Behav. 2013;40(9):1009\u0026ndash;26. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/0093854813482309\u003c/span\u003e\u003cspan address=\"10.1177/0093854813482309\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eArmstrong A, Jaffray B, Homicide. in Canada, 2020. \u003cem\u003eJuristat: Canadian Centre for Justice Statistics\u003c/em\u003e. 2021:1\u0026ndash;36. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.lib.uwo.ca/cgi-bin/ezpauthn.cgi?url=http://search.proquest.com/scholarly-journals/homicide-canada-2020/docview/2605312350/se-2\u003c/span\u003e\u003cspan address=\"https://www.lib.uwo.ca/cgi-bin/ezpauthn.cgi?url=http://search.proquest.com/scholarly-journals/homicide-canada-2020/docview/2605312350/se-2\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCullen P, Peden AE, Francis KL, Cini KI, Azzopardi P, M\u0026ouml;ller H, et al. Interpersonal Violence and Gender Inequality in Adolescents: A Systematic Analysis of Global Burden of Disease Data From 1990 to 2019. J Adolesc Health. 2023;74(2):232\u0026ndash;45. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.jadohealth.2023.08.044\u003c/span\u003e\u003cspan address=\"10.1016/j.jadohealth.2023.08.044\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eJuodis M, Woodworth M, Porter S, Ten Brinke L. Partners in crime: A comparison of individual and multi-perpetrator homicides. Crim Justice Behav. 2009;36:824\u0026ndash;39.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTemcheff CE, Serbin LA, Martin-Storey A, Stack DM, Hodgins S, Ledingham J, et al. Continuity and Pathways from Aggression in Childhood to Family Violence in Adulthood: A 30-year Longitudinal Study. J Fam Viol. 2008;23(4):231\u0026ndash;42. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10896-007-9147-2\u003c/span\u003e\u003cspan address=\"10.1007/s10896-007-9147-2\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eC\u0026ocirc;t\u0026eacute; S, Vaillancourt T, LeBlanc JC, Nagin DS, Tremblay RE. The Development of Physical Aggression from Toddlerhood to Pre-Adolescence: A Nation Wide Longitudinal Study of Canadian Children. J Abnorm Child Psychol. 2006;34(1):68\u0026ndash;82. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10802-005-9001-z\u003c/span\u003e\u003cspan address=\"10.1007/s10802-005-9001-z\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTaracena Cuerda M, Esperesate Pajares M, Feito Garcia M, Arranz Martin C, S\u0026aacute;nchez Sampedro E, Jim\u0026eacute;nez Bid\u0026oacute;n AM, et al. Length of stay and reason for admission in an adolescents inpatient unit. Eur Psychiatry. 2022;65(Suppl 1):S445. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1192/j.eurpsy.2022.1131\u003c/span\u003e\u003cspan address=\"10.1192/j.eurpsy.2022.1131\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003ePerlman CM, Hirdes JP, Barbaree H, Fries BE, McKillop I, Morris JN, et al. Development of mental health quality indicators (MHQIs) for inpatient psychiatry based on the interRAI mental health assessment. BMC Health Serv Res. 2013;13:15. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1186/1472-6963-13-15\u003c/span\u003e\u003cspan address=\"10.1186/1472-6963-13-15\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eMorris JN, Fries BE, Dinnus Frijters, Hirdes JP, Steel RK. InterRAI home care quality indicators. BMC Geriatr. 2013;13(1). \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1186/1471-2318-13-127\u003c/span\u003e\u003cspan address=\"10.1186/1471-2318-13-127\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCanadian Institute for Health Information. What Does. Adjusted Mean? HQ Ontario; 2013 Dec. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://hqontario.ca/Portals/0/documents/qi/qip-risk-adjusted-data-placement-1511-en.pdf\u003c/span\u003e\u003cspan address=\"https://hqontario.ca/Portals/0/documents/qi/qip-risk-adjusted-data-placement-1511-en.pdf\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eSikka R, Morath JM, Leape L. The Quadruple Aim: care, health, cost and meaning in work. BMJ Qual Saf. 2015;24(10):608\u0026ndash;10. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1136/bmjqs-2015-004160\u003c/span\u003e\u003cspan address=\"10.1136/bmjqs-2015-004160\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eLau C, Stewart SL, Saklofske DH, Hirdes JP. The interRAI Child and Youth Mental Health Internalizing Subscale: Scale development and psychometric properties. Psychiatry Res. 2019;278:235\u0026ndash;41. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.psychres.2019.06.013\u003c/span\u003e\u003cspan address=\"10.1016/j.psychres.2019.06.013\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eJones RN, Hirdes JP, Poss JW, Kelly M, Berg K, Fries BE, et al. Adjustment of nursing home quality indicators. BMC Health Serv Res. 2010;10(1):96.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCanadian Institute for Health Information. Understanding interRAI LTCF, interRAI HC and interRAI CA. CIHI. 2025 Feb 13. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.cihi.ca/en/interrai-implementation-toolkit/understanding-interrai-ltcf-interrai-hc-and-interrai-ca\u003c/span\u003e\u003cspan address=\"https://www.cihi.ca/en/interrai-implementation-toolkit/understanding-interrai-ltcf-interrai-hc-and-interrai-ca\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Hirdes JP, Curtin-Telegdi N, Perlman C, MacLeod K, Ninan A, et al. interRAI Child and Youth Mental Health (ChYMH) Assessment Form and User\u0026rsquo;s Manual (Version 9.3). Washington, DC: interRAI; 2015.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, LaRose L, Gleason K, Nicolson R, McKnight M, Knott W, et al. interRAI Child and Youth Mental Health \u0026ndash; Developmental Disabilities (ChYMH-DD) Assessment Form and User\u0026rsquo;s Manual (Version 1). Washington, DC: interRAI; 2015.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eLau C, Stewart SL, Saklofske DH, Hirdes J. Development and psychometric validation of the interRAI ChYMH Externalizing Subscale. Clin Child Psychol Psychiatry. 2021;26(1):295\u0026ndash;305. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/1359104520963143\u003c/span\u003e\u003cspan address=\"10.1177/1359104520963143\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eLi Y, Babcock S, Stewart SL, Hirdes JP, Schwean V. Psychometric evaluation of the Depression Severity Index (DSI) among children and youth using the interRAI Child and Youth Mental Health Assessment (ChYMH) Tool. Child Youth Care Forum. 2021;50:611\u0026ndash;30. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10566-020-09592-z\u003c/span\u003e\u003cspan address=\"10.1007/s10566-020-09592-z\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Babcock SE, Li Y, Dave HP. A psychometric evaluation of the interRAI Child and Youth Mental Health instruments (ChYMH) anxiety scale in children with and without developmental disabilities. BMC Psychiatry. 2020;20(1):390.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Celebre A, Poss JW. Autism Spectrum Screening Checklist (ASSC): A decision-support tool. Front Psychiatry. 2021;12:709491. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpsyt.2021.709491\u003c/span\u003e\u003cspan address=\"10.3389/fpsyt.2021.709491\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Toohey A, Poss JW, iCCareD. The development of an algorithm to identify factors associated with distress among caregivers of children and youth referred for mental health services. Front Psychiatry. 2021;12:737966. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpsyt.2021.737966\u003c/span\u003e\u003cspan address=\"10.3389/fpsyt.2021.737966\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Vasudeva AS, Mistry D, Poss JW. The impact of child maltreatment on mental health outcome improvements among children and youth accessing community mental health care. Child Abuse Negl. 2023;139:106066.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, *Vasudeva A, Poss JW. (Under Review). The interRAI Resource Intensity for Children and Youth II (RIChY-II): Updated algorithm for identifying complex mental health service needs in children and youth.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Hamza CA. The Child and Youth Mental Health Assessment (ChYMH): An examination of the psychometric properties of an integrated assessment developed for clinically referred children and youth. BMC Health Serv Res. 2017;17(1):82.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eH\u0026eacute;bert M, Tremblay-Perreault A, Am\u0026eacute;d\u0026eacute;e LM. Adolescent suicidal thoughts and behaviors: The independent effects of interpersonal violence. J Affect Disord. 2025:119709.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003ePane HT, Tunno AM, Briggs EC, Hill S, Grasso DJ, Adams ZW, et al. Polyvictimization and psychosocial outcomes among trauma-exposed, clinic-referred youth involved in the juvenile justice system. Child Maltreat. 2021;27(4):626\u0026ndash;36. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/10775595211025096\u003c/span\u003e\u003cspan address=\"10.1177/10775595211025096\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eWhitson ML, Connell CM, Bernard S, Kaufman JS. An examination of exposure to traumatic events and symptoms and strengths for children served in a behavioral health system of care. J Emot Behav Disord. 2010;20(3):193\u0026ndash;207. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/1063426610380596\u003c/span\u003e\u003cspan address=\"10.1177/1063426610380596\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eKing GKC, Vasudeva AS, Lapshina N, Stewart SL. Exploring patterns of interpersonal violence and mental health service complexity amongst treatment-seeking children and youth in Canada. Child Abuse Negl. 2025;167:107527. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.chiabu.2025.107527\u003c/span\u003e\u003cspan address=\"10.1016/j.chiabu.2025.107527\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eRacine N, Dimitropoulos G, Hartwick C, van Roessel L, Madigan S. Characteristics and service needs of maltreated children referred for mental health services at a Child Advocacy Centre in Canada. \u003cem\u003eJ Can Acad Child Adolesc Psychiatry\u003c/em\u003e. 2021;30(2):92. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://pmc.ncbi.nlm.nih.gov/articles/PMC8056957/\u003c/span\u003e\u003cspan address=\"https://pmc.ncbi.nlm.nih.gov/articles/PMC8056957/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eIngram KM, Espelage DL, Davis JP, Merrin GJ. Family violence, sibling, and peer aggression during adolescence: Associations with behavioral health outcomes. Front Psychiatry. 2020;11:26. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpsyt.2020.00026\u003c/span\u003e\u003cspan address=\"10.3389/fpsyt.2020.00026\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eSalmon S, Garc\u0026eacute;s D\u0026aacute;vila I, Taillieu TL, Stewart-Tufescu A, Duncan L, Fortier J, et al. Adolescent health outcomes: Associations with child maltreatment and peer victimization. BMC Public Health. 2022;22(1). \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1186/s12889-022-13310-w\u003c/span\u003e\u003cspan address=\"10.1186/s12889-022-13310-w\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eJuhnke BA, Juhnke GA, Curtis RC, Thompson EH, Coll KM, Yang F, et al. Using motivational interviewing with school-age bullies: A new use for a proven, evidence-based intervention. J Sch Couns. 2013;11(14):1\u0026ndash;27.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eJeong JY, Kim DH. Gender differences in the prevalence of and factors related to non-suicidal self-injury among middle and high school students in South Korea. Int J Environ Res Public Health. 2021;18(5965). \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3390/ijerph18115965\u003c/span\u003e\u003cspan address=\"10.3390/ijerph18115965\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eArcher J. Sex differences in aggression in real-world settings: A meta-analytic review. Rev Gen Psychol. 2004;8(4):291\u0026ndash;322. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1037/1089-2680.8.4.291\u003c/span\u003e\u003cspan address=\"10.1037/1089-2680.8.4.291\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eHay DF. The gradual emergence of sex differences in aggression: Alternative hypotheses. Psychol Med. 2007;37(11):1527\u0026ndash;37. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1017/S0033291707000165\u003c/span\u003e\u003cspan address=\"10.1017/S0033291707000165\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eMicciolo R, Bianconi G, Canal L, Clerici M, Ferla MT, Giugni C, et al. Young age and the risk of violent behaviour in people with severe mental disorders: Prospective, multicentre study. BJPsych Open. 2021;8(1):e1. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1192/bjo.2021.1047\u003c/span\u003e\u003cspan address=\"10.1192/bjo.2021.1047\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTremblay RE, Szyf M. Developmental origins of chronic physical aggression and epigenetics. Epigenomics. 2010;2(4):495\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.2217/epi.10.40\u003c/span\u003e\u003cspan address=\"10.2217/epi.10.40\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eHughes JN, Cavell TA, Grossman PB. A positive view of self: Risk or protection for aggressive children? Dev Psychopathol. 1997;9(1):75\u0026ndash;94. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1017/S0954579497001077\u003c/span\u003e\u003cspan address=\"10.1017/S0954579497001077\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eShetgiri R, Lee SC, Tillitski J, Wilson C, Flores G. Why adolescents fight: A qualitative study of youth perspectives on fighting and its prevention. Acad Pediatr. 2015;15(1):103\u0026ndash;10. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.acap.2014.06.020\u003c/span\u003e\u003cspan address=\"10.1016/j.acap.2014.06.020\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eWorld Health Organization. Youth violence [Internet]. Geneva: WHO. 2024 Oct 31 [cited 2025 Jul 11]. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.who.int/news-room/fact-sheets/detail/youth-violence\u003c/span\u003e\u003cspan address=\"https://www.who.int/news-room/fact-sheets/detail/youth-violence\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eKlassen JA, Stewart SL, Lapshina N. School disengagement and mental health service intensity need among clinically referred students utilizing the interRAI Child and Youth Mental Health Assessment Instrument. Front Psychiatry. 2021;12:690917. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpsyt.2021.690917\u003c/span\u003e\u003cspan address=\"10.3389/fpsyt.2021.690917\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eRamsay D, Steeves M, Feng C, Farag M. Protective and risk factors associated with youth attitudes toward violence in Canada. J Interpers Violence. 2017;36(1\u0026ndash;2):NP871\u0026ndash;95. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/0886260517736275\u003c/span\u003e\u003cspan address=\"10.1177/0886260517736275\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eKerr M, Tremblay RE, Pagani L, Vitaro F. Boys\u0026rsquo; behavioral inhibition and the risk of later delinquency. Arch Gen Psychiatry. 1997;54(9):809\u0026ndash;16. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1001/archpsyc.1997.01830210049005\u003c/span\u003e\u003cspan address=\"10.1001/archpsyc.1997.01830210049005\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eDubow EF, Huesmann LR, Boxer P, Smith C. Childhood and adolescent risk and protective factors for violence in adulthood. J Crim Justice. 2016;45:26\u0026ndash;31.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eRosenblatt JA, Rosenblatt A, Biggs EE. Criminal behavior and emotional disorder: Comparing youth served by the mental health and juvenile justice systems. J Behav Health Serv Res. 2000;27(2):227\u0026ndash;37. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/bf02287315\u003c/span\u003e\u003cspan address=\"10.1007/bf02287315\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Poss JW, Thornley E, Hirdes JP. Resource Intensity for Children and Youth: The development of an algorithm to identify high service users in children\u0026rsquo;s mental health. Health Serv Insights. 2019;12:1178632919827930. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/1178632919827930\u003c/span\u003e\u003cspan address=\"10.1177/1178632919827930\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eUher R. Genes, environment, and individual differences in responding to treatment for depression. Harv Rev Psychiatry. 2011;19(3):109\u0026ndash;24. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3109/10673229.2011.586551\u003c/span\u003e\u003cspan address=\"10.3109/10673229.2011.586551\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eMenculini G, Cinesi G, Scopetta F, Cardelli M, Caramanico G, Balducci PM, et al. Major challenges in youth psychopathology: Treatment-resistant depression. A narrative review. Front Psychiatry. 2024;15:1417977. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpsyt.2024.1417977\u003c/span\u003e\u003cspan address=\"10.3389/fpsyt.2024.1417977\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eFindlay L. Depression and suicidal ideation among Canadians aged 15 to 24. \u003cem\u003eStat Can Health Rep\u003c/em\u003e. 2017;28(1):3\u0026ndash;11. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://novascotia.cmha.ca/wp-content/uploads/2019/11/1_Depression-and-Suicidal-Ideation-Amoung-Canadian-aged-15-to-24.pdf\u003c/span\u003e\u003cspan address=\"https://novascotia.cmha.ca/wp-content/uploads/2019/11/1_Depression-and-Suicidal-Ideation-Amoung-Canadian-aged-15-to-24.pdf\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eDutton DG, Karakanta C. Depression as a risk marker for aggression: A critical review. Aggress Violent Behav. 2012;18(2):310\u0026ndash;19. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.avb.2012.12.002\u003c/span\u003e\u003cspan address=\"10.1016/j.avb.2012.12.002\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eChu H, Yang Y, Zhou J, Wang W, Qiu X, Yang X, Qiao Z, Song X, Zhao E. Social support and suicide risk among Chinese university students: a mental health perspective. Front Public Health. 2021;9:566993. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpubh.2021.566993\u003c/span\u003e\u003cspan address=\"10.3389/fpubh.2021.566993\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eHu FH, Zhao DY, Fu XL, Zhang WQ, Tang W, Hu SQ, Shen WQ, Chen HL. Effects of social support on suicide-related behaviors in patients with severe mental illness: A systematic review and meta-analysis. J Affect Disord. 2023;328:324\u0026ndash;33. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.jad.2023.02.070\u003c/span\u003e\u003cspan address=\"10.1016/j.jad.2023.02.070\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eNugraheni E, Febriyana N. The role of social support in suicidal behaviour: A literature review. World J Adv Res Rev. 2023;21:1588\u0026ndash;92.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eSperry DM, Widom CS. Child abuse and neglect, social support, and psychopathology in adulthood: A prospective investigation. Child Abuse Negl. 2013;37(6):415\u0026ndash;25. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.chiabu.2013.02.006\u003c/span\u003e\u003cspan address=\"10.1016/j.chiabu.2013.02.006\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCamara M, Bacigalupe G, Padilla P. The role of social support in adolescents: Are you helping me or stressing me out? Int J Adolesc Youth. 2014;22(2):123\u0026ndash;36. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1080/02673843.2013.875480\u003c/span\u003e\u003cspan address=\"10.1080/02673843.2013.875480\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCao F, Li J, Xin W, Cai N. Impact of social support on the resilience of youth: mediating effects of coping styles. Front Public Health. 2024;12:1331813. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpubh.2024.1331813\u003c/span\u003e\u003cspan address=\"10.3389/fpubh.2024.1331813\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eVarga SM, Zaff JF. Webs of support: An integrative framework of relationships, social networks, and social support for positive youth development. Adolesc Res Rev. 2018;3:1\u0026ndash;11. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s40894-017-0076-x\u003c/span\u003e\u003cspan address=\"10.1007/s40894-017-0076-x\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eJenkins LN, Demaray MK. Social support and self-concept in relation to peer victimization and peer aggression. J Sch Violence. 2012;11(1):56\u0026ndash;74. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1080/15388220.2011.630958\u003c/span\u003e\u003cspan address=\"10.1080/15388220.2011.630958\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eL\u0026ouml;sel F, Farrington D. Direct protective and buffering protective factors in the development of youth violence. Am J Prev Med. 2012;3. [Volume or issue info incomplete].\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eTolan PH. Community violence exposure and developmental psychopathology. In: Cicchetti D, editor. Handbook of developmental psychopathology. 3rd ed. New York: Wiley; 2016. pp. 43\u0026ndash;85.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eWalsh C. Disrupting the cycle of youth violence: The role of social support for youth in a Northern Irish Youth Work Programme. J Child Adolesc Trauma. 2023;16(3):1\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s40653-023-00529-x\u003c/span\u003e\u003cspan address=\"10.1007/s40653-023-00529-x\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eChen M, Zhou Y, Luo D, Yan S, Liu M, Wang M, et al. Association of family function and suicide risk in teenagers with a history of self-harm behaviors: Mediating role of subjective wellbeing and depression. Front Public Health. 2023;11:1164999. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3389/fpubh.2023.1164999\u003c/span\u003e\u003cspan address=\"10.3389/fpubh.2023.1164999\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eFortune S, Cottrell D, Fife S. Family factors associated with adolescent self-harm: A narrative review. J Fam Ther. 2016;38:1\u0026ndash;17. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1111/1467-6427.12119\u003c/span\u003e\u003cspan address=\"10.1111/1467-6427.12119\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eHamza CA, Stewart SL, Willoughby T. Examining the link between nonsuicidal self-injury and suicidal behavior: A review of the literature and an integrated model. Clin Psychol Rev. 2012;32(6):482\u0026ndash;95. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.cpr.2012.05.003\u003c/span\u003e\u003cspan address=\"10.1016/j.cpr.2012.05.003\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003ePrinstein MJ, Boergers J, Spirito A, Little TD, Grapentine WL. Peer functioning, family dysfunction, and psychological symptoms in a risk factor model for adolescent inpatients\u0026rsquo; suicidal ideation severity. J Clin Child Psychol. 2000;29(3):392\u0026ndash;405.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Semovski V, Lapshina N. Adolescent inpatient mental health admissions: An exploration of interpersonal polyvictimization, family dysfunction, self-harm and suicidal behaviours. Child Psychiatry Hum Dev. 2022;1\u0026ndash;12. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10578-022-01450-4\u003c/span\u003e\u003cspan address=\"10.1007/s10578-022-01450-4\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eArias-Rivera S, Lorence B, Hidalgo V. Parenting skills, family functioning and social support in situations of child-to-parent violence: A scoping review of the literature. J Fam Viol. 2022;37:1147\u0026ndash;60. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10896-021-00316-y\u003c/span\u003e\u003cspan address=\"10.1007/s10896-021-00316-y\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eGabriel L, Tizro Z, James H, Cronin-Davis J, Beetham T, Corbally A, et al. Give me some space: Exploring youth to parent aggression and violence. J Fam Viol. 2018;33(2):161\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10896-017-9928-1\u003c/span\u003e\u003cspan address=\"10.1007/s10896-017-9928-1\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eBeckmann L, Bergmann MC, Fischer F, M\u0026ouml;\u0026szlig;le T. Risk and protective factors of child-to-parent violence: A comparison between physical and verbal aggression. J Interpers Violence. 2017;1\u0026ndash;26. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/0886260517746129\u003c/span\u003e\u003cspan address=\"10.1177/0886260517746129\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eBrent DA. Risk factors for adolescent suicide and suicidal behavior: Mental and substance abuse disorders, family environmental factors, and life stress. Suicide Life Threat Behav. 1995;25(Suppl):52\u0026ndash;63. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1111/j.1943-278X.1995.tb00490.x\u003c/span\u003e\u003cspan address=\"10.1111/j.1943-278X.1995.tb00490.x\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eAdams C. Patient acuity and various approaches in mental health treatment. \u003cem\u003eNeuroscience Institute\u003c/em\u003e [Internet]. 2025 Mar 18 [cited 2025 Jul 11]. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.neuroscienceresearchinstitute.com/patient-acuity-and-various-approaches-in-mental-health-treatment/\u003c/span\u003e\u003cspan address=\"https://www.neuroscienceresearchinstitute.com/patient-acuity-and-various-approaches-in-mental-health-treatment/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eBaiden P, Stewart SL, Fallon B. The mediating effect of depressive symptoms on the relationship between bullying victimization and non-suicidal self-injury among adolescents: Findings from community and inpatient mental health settings in Ontario, Canada. Psychiatry Res. 2017;255:238\u0026ndash;47. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.psychres.2017.05.018\u003c/span\u003e\u003cspan address=\"10.1016/j.psychres.2017.05.018\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eBaiden P, Stewart SL, Fallon B. The role of adverse childhood experiences as determinants of non-suicidal self-injury among children and adolescents referred to community and inpatient mental health settings. Child Abuse Negl. 2017;69:163\u0026ndash;76. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.chiabu.2017.04.011\u003c/span\u003e\u003cspan address=\"10.1016/j.chiabu.2017.04.011\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eLapshina N, Stewart SL. Examining service complexity in children with intellectual disability and mental health problems who receive inpatient or outpatient services. J Intellect Disabil Res. 2018;44(4):464\u0026ndash;73. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.3109/13668250.2018.1440878\u003c/span\u003e\u003cspan address=\"10.3109/13668250.2018.1440878\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eBroadbent M, Moxham L, Dwyer T. Understanding nurses perspectives of acuity in the process of emergency mental health triage: A qualitative study. Contemp Nurse. 2020;56(3):280\u0026ndash;95. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1080/10376178.2020.1841014\u003c/span\u003e\u003cspan address=\"10.1080/10376178.2020.1841014\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Baiden P, Theall-Honey L, den Dunnen W. Deliberate self-harm among children in tertiary care residential treatment: Prevalence and correlates. Child Youth Care Forum. 2014;43(1):63\u0026ndash;81. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s10566-013-9225-y\u003c/span\u003e\u003cspan address=\"10.1007/s10566-013-9225-y\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Kam C, Baiden P. Predicting length of stay and readmission for psychiatric inpatient youth admitted to adult mental health beds in Ontario, Canada. Child Adolesc Ment Health. 2014;19(2):115\u0026ndash;21. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1111/camh.12022\u003c/span\u003e\u003cspan address=\"10.1111/camh.12022\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eReid GJ, Stewart SL, Barwick M, Carter J, Leschied A, Richard PJS, et al. Predicting patterns of service utilization within children\u0026rsquo;s mental health agencies. BMC Health Serv Res. 2019;19(1):198. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1186/s12913-019-4842-2\u003c/span\u003e\u003cspan address=\"10.1186/s12913-019-4842-2\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCanadian Mental Health Association. \u003cem\u003eThe relationship between mental health, mental illness and chronic physical conditions\u003c/em\u003e [Internet]. CMHA Ontario; 2008 Dec [cited 2025 Jul 11]. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://ontario.cmha.ca/documents/the-relationship-between-mental-health-mental-illness-and-chronic-physical-conditions/\u003c/span\u003e\u003cspan address=\"https://ontario.cmha.ca/documents/the-relationship-between-mental-health-mental-illness-and-chronic-physical-conditions/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eEttorchi-Tardy A, Levif M, Michel P, Benchmarking. A method for continuous quality improvement in health. \u003cem\u003eHealthc Policy\u003c/em\u003e. 2012;7(4):e101. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3359088/\u003c/span\u003e\u003cspan address=\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3359088/\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Theall LA, Kam C, Ninan A, Dourova N, Perlman CM. Readmission. In: Stewart SL, Theall LA, Morris JN, Berg K, Bj\u0026ouml;rkgren M, Declercq A, et al. editors. interRAI (CAPs) for use with the interRAI (ChYMH) assessment Instrument (Research Version 1, Standard Edition). Washington, DC: InterRAI; 2015.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Theall LA, Carter J, Day DM, Sheppard P, Curtin-Telegdi N. Control interventions. In: Stewart SL, Theall LA, Morris JN, Berg K, Bj\u0026ouml;rkgren M, Declercq A, et al. editors. interRAI (CAPs) for use with the interRAI developmental disability (ChYMH-DD) assessment instrument (Research Version 1, Standard Edition). Washington, DC: InterRAI; 2016.\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eCanadian Institute for Health Information. Understanding interRAI LTCF, interRAI HC and interRAI CA, [Internet]. CIHI. 2025 Feb 13 [cited 2025 Jul 11]. Available from: \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://www.cihi.ca/en/interrai-implementation-toolkit/understanding-interrai-ltcf-interrai-hc-and-interrai-ca\u003c/span\u003e\u003cspan address=\"https://www.cihi.ca/en/interrai-implementation-toolkit/understanding-interrai-ltcf-interrai-hc-and-interrai-ca\" targettype=\"URL\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e\u003cli\u003e\u003cspan\u003eStewart SL, Toohey A. Screening and assessment of mental health problems in students: Using an integrated Assessment-to-Intervention approach to enhance integrated care. Mental Health Assessment, Prevention, and Intervention: Promoting Child and Youth Well-Being. Cham: Springer International Publishing; 2022. pp. 57\u0026ndash;84.\u003c/span\u003e\u003c/li\u003e\u003c/ol\u003e"}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":true,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":false,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"bmc-health-services-research","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"bhsr","sideBox":"Learn more about [BMC Health Services Research](http://bmchealthservres.biomedcentral.com/)","snPcode":"","submissionUrl":"https://www.editorialmanager.com/BHSR/default.aspx","title":"BMC Health Services Research","twitterHandle":"BMC_series","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"em","reportingPortfolio":"BMC Series","inReviewEnabled":true,"inReviewRevisionsEnabled":true},"keywords":"Youth mental health, Risk of suicide, Risk of harm to others, InterRAI, Quality indicator, Quality of youth mental health services, Mental health agencies, Demand for care","lastPublishedDoi":"10.21203/rs.3.rs-7586502/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7586502/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eSelf-harm and risk of harm to others are large contributors to youth mortality. These mental health trends suggest a need for a quantifiable and comparable approach to evaluating outcomes related to risk harm to self and others. Canada has significant gaps in the ability to assess the quality of mental health services across jurisdictions \u0026mdash; the development of Quality Indicators can fill these gaps. Quality Indicators allow comparisons across different agencies and provinces, promoting uniform quality of care despite disparities in youth demographics, social determinants of health, and mental illness complexity. Data were collected using two standardized assessment instruments: the interRAI ChYMH (Child and Youth Mental Health) and ChYMH-DD (Developmental Disabilities). The difference in assessment values between baseline and follow-up, as well as risk-adjusted variables, formed the basis for the Quality Indicators, ensuring they reflect care quality. Youth characteristic measures, including interpersonal trauma, abuse, and trauma, influence patient improvement or worsening for the risk of harm to self and others. Other risk adjustors were retained based on their significance determined by a multiple logistic regression model with the Quality Indicators outcomes. Challenges for the youth or parent/primary caregivers were associated with higher rates of worsening risk, as well as lower rates of improvement. While the median risk of harm to self and others improved across agencies, many agencies saw that risk of harm to self and others shifted in the same direction (i.e., both worsening or improving). With respect to provider/system-level factors, youth in inpatient services were less likely to improve in either domain compared to youth in community-based services. The study focused on developing Quality Indicators to measure the care quality for children and youth at risk of harm to themselves or others. These Quality Indicators can be utilized by mental health agencies to evaluate care for youth, provide feedback to providers and agencies to improve care, and compare care across jurisdictions.\u003c/p\u003e","manuscriptTitle":"Development of Quality Indicators for Quantifying Youth Risk of Suicide and Risk of Harm to Others","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-10-31 15:32:34","doi":"10.21203/rs.3.rs-7586502/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"reviewersInvited","content":"","date":"2025-10-21T13:08:40+00:00","index":"","fulltext":""},{"type":"editorInvited","content":"","date":"2025-09-22T14:26:54+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2025-09-18T01:23:00+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2025-09-18T01:22:13+00:00","index":"","fulltext":""},{"type":"submitted","content":"BMC Health Services Research","date":"2025-09-11T00:45:33+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"bmc-health-services-research","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"bhsr","sideBox":"Learn more about [BMC Health Services Research](http://bmchealthservres.biomedcentral.com/)","snPcode":"","submissionUrl":"https://www.editorialmanager.com/BHSR/default.aspx","title":"BMC Health Services Research","twitterHandle":"BMC_series","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"em","reportingPortfolio":"BMC Series","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"994fadcd-0b0b-478f-ab5d-340b9059413f","owner":[],"postedDate":"October 31st, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[],"tags":[],"updatedAt":"2025-10-31T15:32:34+00:00","versionOfRecord":[],"versionCreatedAt":"2025-10-31 15:32:34","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-7586502","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-7586502","identity":"rs-7586502","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}