Facilitators and barriers when implementing antibiotic stewardship interventions in neonates at risk of early-onset sepsis

preprint OA: gold CC-BY-4.0
📄 Open PDF Full text JSON View at publisher
Full text 55,527 characters · extracted from preprint-html · click to expand
Facilitators and barriers when implementing antibiotic stewardship interventions in neonates at risk of early-onset sepsis | medRxiv /* */ /* */ <!-- <!-- /*! * yepnope1.5.4 * (c) WTFPL, GPLv2 */ (function(a,b,c){function d(a){return"[object Function]"==o.call(a)}function e(a){return"string"==typeof a}function f(){}function g(a){return!a||"loaded"==a||"complete"==a||"uninitialized"==a}function h(){var a=p.shift();q=1,a?a.t?m(function(){("c"==a.t?B.injectCss:B.injectJs)(a.s,0,a.a,a.x,a.e,1)},0):(a(),h()):q=0}function i(a,c,d,e,f,i,j){function k(b){if(!o&&g(l.readyState)&&(u.r=o=1,!q&&h(),l.onload=l.onreadystatechange=null,b)){"img"!=a&&m(function(){t.removeChild(l)},50);for(var d in y[c])y[c].hasOwnProperty(d)&&y[c][d].onload()}}var j=j||B.errorTimeout,l=b.createElement(a),o=0,r=0,u={t:d,s:c,e:f,a:i,x:j};1===y[c]&&(r=1,y[c]=[]),"object"==a?l.data=c:(l.src=c,l.type=a),l.width=l.height="0",l.onerror=l.onload=l.onreadystatechange=function(){k.call(this,r)},p.splice(e,0,u),"img"!=a&&(r||2===y[c]?(t.insertBefore(l,s?null:n),m(k,j)):y[c].push(l))}function j(a,b,c,d,f){return q=0,b=b||"j",e(a)?i("c"==b?v:u,a,b,this.i++,c,d,f):(p.splice(this.i++,0,a),1==p.length&&h()),this}function k(){var a=B;return a.loader={load:j,i:0},a}var l=b.documentElement,m=a.setTimeout,n=b.getElementsByTagName("script")[0],o={}.toString,p=[],q=0,r="MozAppearance"in l.style,s=r&&!!b.createRange().compareNode,t=s?l:n.parentNode,l=a.opera&&"[object Opera]"==o.call(a.opera),l=!!b.attachEvent&&!l,u=r?"object":l?"script":"img",v=l?"script":u,w=Array.isArray||function(a){return"[object Array]"==o.call(a)},x=[],y={},z={timeout:function(a,b){return b.length&&(a.timeout=b[0]),a}},A,B;B=function(a){function b(a){var a=a.split("!"),b=x.length,c=a.pop(),d=a.length,c={url:c,origUrl:c,prefixes:a},e,f,g;for(f=0;f<d;f++)g=a[f].split("="),(e=z[g.shift()])&&(c=e(c,g));for(f=0;f<b;f++)c=x[f](c);return c}function g(a,e,f,g,h){var i=b(a),j=i.autoCallback;i.url.split(".").pop().split("?").shift(),i.bypass||(e&&(e=d(e)?e:e[a]||e[g]||e[a.split("/").pop().split("?")[0]]),i.instead?i.instead(a,e,f,g,h):(y[i.url]?i.noexec=!0:y[i.url]=1,f.load(i.url,i.forceCSS||!i.forceJS&&"css"==i.url.split(".").pop().split("?").shift()?"c":c,i.noexec,i.attrs,i.timeout),(d(e)||d(j))&&f.load(function(){k(),e&&e(i.origUrl,h,g),j&&j(i.origUrl,h,g),y[i.url]=2})))}function h(a,b){function c(a,c){if(a){if(e(a))c||(j=function(){var a=[].slice.call(arguments);k.apply(this,a),l()}),g(a,j,b,0,h);else if(Object(a)===a)for(n in m=function(){var b=0,c;for(c in a)a.hasOwnProperty(c)&&b++;return b}(),a)a.hasOwnProperty(n)&&(!c&&!--m&&(d(j)?j=function(){var a=[].slice.call(arguments);k.apply(this,a),l()}:j[n]=function(a){return function(){var b=[].slice.call(arguments);a&&a.apply(this,b),l()}}(k[n])),g(a[n],j,b,n,h))}else!c&&l()}var h=!!a.test,i=a.load||a.both,j=a.callback||f,k=j,l=a.complete||f,m,n;c(h?a.yep:a.nope,!!i),i&&c(i)}var i,j,l=this.yepnope.loader;if(e(a))g(a,0,l,0);else if(w(a))for(i=0;i (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0];var j=d.createElement(s);var dl=l!='dataLayer'?'&l='+l:'';j.src='//www.googletagmanager.com/gtm.js?id='+i+dl;j.type='text/javascript';j.async=true;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-P4HH5NV'); Skip to main content Home About Submit ALERTS / RSS Search for this keyword Advanced Search Facilitators and barriers when implementing antibiotic stewardship interventions in neonates at risk of early-onset sepsis Liesanne E.J. van Veen , Sanne W.C.M. Janssen , View ORCID Profile Gerdien A. Tramper-Stranders , Niek B. Achten , Annemarie M.C. van Rossum , Frans B. Plotz , Erwin Ista doi: https://doi.org/10.1101/2025.03.31.25324838 Liesanne E.J. van Veen 1 Department of Pediatrics, Franciscus Gasthuis & Vlietland, Rotterdam , The Netherlands 2 Department of Paediatrics, Erasmus MC, Sophia Children’s Hospital, Rotterdam, The Netherlands MD Find this author on Google Scholar Find this author on PubMed Search for this author on this site For correspondence: liesanne{at}live.nl Sanne W.C.M. Janssen 2 Department of Paediatrics, Erasmus MC, Sophia Children’s Hospital, Rotterdam, The Netherlands MD Find this author on Google Scholar Find this author on PubMed Search for this author on this site Gerdien A. Tramper-Stranders 1 Department of Pediatrics, Franciscus Gasthuis & Vlietland, Rotterdam , The Netherlands 2 Department of Paediatrics, Erasmus MC, Sophia Children’s Hospital, Rotterdam, The Netherlands PhD Find this author on Google Scholar Find this author on PubMed Search for this author on this site ORCID record for Gerdien A. Tramper-Stranders Niek B. Achten 2 Department of Paediatrics, Erasmus MC, Sophia Children’s Hospital, Rotterdam, The Netherlands PhD Find this author on Google Scholar Find this author on PubMed Search for this author on this site Annemarie M.C. van Rossum 2 Department of Paediatrics, Erasmus MC, Sophia Children’s Hospital, Rotterdam, The Netherlands Find this author on Google Scholar Find this author on PubMed Search for this author on this site Frans B. Plotz 3 Department of Paediatrics, Tergooi MC , Hilversum, The Netherlands 4 Department of Paediatrics, Amsterdam UMC , Amsterdam, The Netherlands Find this author on Google Scholar Find this author on PubMed Search for this author on this site Erwin Ista 5 Department of Internal Medicine, Division of Nursing Science, Erasmus MC University Medical Center Rotterdam , Rotterdam, The Netherlands 6 Department of Neonatal and Pediatric Intensive Care, Division of Pediatric Intensive Care, Erasmus MC-Sophia Children’s Hospital , Rotterdam, The Netherlands PhD Find this author on Google Scholar Find this author on PubMed Search for this author on this site Abstract Full Text Info/History Metrics Supplementary material Data/Code Preview PDF ABSTRACT Introduction Antibiotic stewardship is becoming increasingly important in neonatal care, given the impact of early antibiotic use on hospitalisation, short– and long-term health, and antibiotic resistance. To tackle these challenges, various antibiotic stewardship interventions have been developed. While neonatal early-onset sepsis (EOS) interventions have demonstrated potential to reduce and optimize antibiotic use, evidence regarding their implementation remains limited. In this study we aimed to identify barriers and facilitators of implementing three evidence-based antibiotic stewardship interventions in EOS care. Methods Interdisciplinary focus group interviews were conducted with paediatricians, neonatal nurses, paediatric residents, midwives, primary care maternity nurses, microbiologists, pharmacists, and general practitioners. A semi-structured interview guide was used to discuss the EOS calculator, PCT-guided therapy, IV-oral switch therapy and current EOS care practices. The Consolidated Framework for Implementation Research (CFIR), consisting of 5 determinant domains (innovation, outer setting, inner setting, individuals’, and implementation process domain), was used to guide the interviews and data analyses, using a rapid deductive content analysis approach. Results Eleven focus group interviews were conducted with 81 participants. We identified 34 barriers and 20 facilitators. Most barriers concerned the inner setting (n=11), intervention characteristics (n=10), and the individual health professional level (n=8), while most facilitators were related to the intervention characteristics (n=8). Overarching barriers for implementing novel antibiotic stewardship interventions were external pressure to adhere to the national guidelines or affiliated academic regional protocols and the expected care shift towards healthcare workers with an already high workload. Universal dissatisfaction with the current national guideline and a hospital culture of evidence-based, patient-centred care in the presence of a strong opinion leader were reported as facilitators of implementing antibiotic stewardship interventions. Conclusion This study identified barriers and facilitators influencing the implementation of three antibiotic stewardship interventions in neonatal EOS care. These determinants can be consolidated in the following themes: balancing quality of evidence with professional core values, managing care shifts and enhancing interdisciplinary communication, and conflicts with un-updated guidelines. INTRODUCTION In high-income countries, 1.2% to 12.5% of liveborn neonates is treated for suspected early-onset sepsis (EOS), which is up to 58 times as much as the incidence 1 . In the Netherlands, a study across 15 hospitals reported a treatment rate of 4.6% 2 . However, as there is growing awareness of the negative impact of early antibiotic use on hospitalization rates, short– and long-term health, and antibiotic resistance, antibiotic stewardship is becoming increasingly important 3 , 4 . Clinicians seek strategies to prescribe more cautiously, which is portrayed in the low adherence to the current Dutch national guideline, which still recommends the categorical risk factor assessment approach that results in a low threshold to treat 5 . The low guideline adherence is accompanied by large practice variation between hospitals, underscoring the need for uniform tools and strategies that help clinicians take the lead in antibiotic stewardship and minimize unnecessary treatment and hospitalisation 2 . In response, various interventions have been studied in neonates at risk for EOS, such as serial clinical examinations, the EOS calculator, procalcitonin (PCT)-guided therapy, de-implementation of routine CRP, and IV-to-oral switch therapy 6 – 12 . These interventions can either prevent initiation of treatment, shorten the duration, or reduce the invasiveness, and promote family-centred care. In the PrOTeCt-NEO (Promoting Optimal Treatment Choices in Neonates with suspected Early-Onset sepsis) implementation project ( NCT06845332 ), three high-level evidence interventions covering different aspects of EOS management will be implemented and evaluated in Dutch neonatal care. The included interventions are the neonatal EOS calculator, PCT-guided therapy, and the IV-to-oral switch therapy. The EOS calculator, a risk prediction tool that calculates an individual EOS risk based on maternal risk factors and neonatal physical examination, reduced antibiotic treatment initiation by 44% in retro– and prospective observational studies 6 , 8 , 9 . The PCT-guided therapy, based on the NeoPInS study algorithm, reduces the length of antibiotic treatment on average of 10 hours in neonates at low and intermediate risk of infection, using two consecutive PCT values below the threshold to confirm absence of infection 11 . Thirdly, the IV-to-oral switch therapy was found to be effective and safe in neonates in the RAIN study, allowing continuation of treatment at home 7 . Evidence suggests that implementing these interventions would safely reduce antibiotics, promote family-centred care, and shorten hospitalization. However, providing convincing evidence and incorporating recommendations into a guideline does not guarantee their application in practice, as guideline non-adherence rates vary from 8.2 to 65.3% 13 – 15 . Non-adherence might result in lower quality of care, waste of resources, and variation in provided healthcare 16 , 17 . To achieve sustainable use of novel interventions, it is essential to gather type 3 evidence on dissemination and implementation within context by involving relevant stakeholders 18 . Understanding stakeholder perspectives will allow for intervention optimalization and actively changing the context in which they are used 18 , 19 . Therefore, we aimed to determine stakeholders’ barriers and facilitators of implementing the EOS calculator, PCT-guided therapy and IV-to-oral switch therapy into neonatal care, to inform future implementation strategies. METHODS Design This study adopted a qualitative, descriptive design, using semi-structured focus group interviews among stakeholders in EOS care. This method was chosen as it facilitates efficiently gathering diverse viewpoints and enables group interaction, promoting enrichment of participant’s responses 20 , 21 . This was considered useful for assessing the implementation of three interventions covering multiple professions in neonatal care. The Consolidated Citeria for Reporting Qualitative Research (COREQ) checklist was followed to report this research (Supplemental file 1) 22 . Setting and participant selection In the Netherlands, neonates at risk of EOS are cared for in neonatal (Level II-IV) and obstetric wards (Level I) 23 . Paediatricians and paediatric residents evaluate neonates, order laboratory tests, and prescribe antibiotics in consultation with microbiologists and pharmacists if required. Neonatal nurses monitor the neonates and administer antibiotics, either intravenously or orally. Pre– and post-hospital care is provided by midwives, maternity nurses, and general practitioners. Midwives are medically responsible for mother and neonate at home during the first 10 days postpartum with the support of maternity nurses in the home setting. Afterwards, care responsibility transitions to the general practitioner. Within the Protect-Neo implementation project, 11 Dutch secondary hospitals and their first-line neonatal care networks were included, representing regional differences in care and served as primary recruitment sites for participants. Local paediatricians leveraged their networks via phone, email, or in-person communication to suggest potential participants, including paediatricians, residents, nurses, pharmacists, microbiologists, and general practitioners. Obstetric partnerships helped reach midwives and maternity nurses. Participants who agreed to share contact details received study information by one of the researchers via email. Quota sampling was utilized to ensure maximum heterogeneity by aiming to include one participant from each profession per focus group 24 . Guiding Framework Data collection and analysis were based on the updated Consolidated Framework for Implementation Research (CFIR) 25 . This framework includes 48 constructs across five domains: the intervention (three antibiotic stewardship interventions), the inner setting (local neonatal care networks; hospital and primary neonatal care), the outer setting (affiliated academic hospitals, national and international level), individuals (primary and secondary care healthcare workers), and the implementation process (activities to implement the three interventions) (Figure 1). Data collection A focus group with the multidisciplinary team as described above was conducted at each of the 11 sites. Additional sessions were held as necessary to achieve data saturation, defined as no new emerging barriers and facilitators across three consecutive focus groups 26 . Focus groups were conducted in-person at the participating hospitals, or when not feasible, via Teams. Each session was conducted by a moderator (LvV) and observer (SJ), both female doctors, conducting research in the field of neonatal infections, and LvV trained in qualitative interviewing. No relationship with the participants was established prior to the focus group; the observer and moderator introduced themselves, including their occupation and interest on improving EOS care. Afterwards, the moderator presented a 10-minute introduction of the three antibiotic stewardship interventions and started the discussion using a semi-structured interview guide (Supplemental file 2). Topics included perspectives on current early-onset sepsis care followed by the three antibiotic stewardship interventions. At the end of each session, the observer summarized the main findings, after which participants were invited to highlight any missed points or clarify misunderstandings. All focus groups were audio recorded after participants’ verbal consent and lasted approximately 90 minutes. Additionally, SJ took field notes during the focus group, while LvV recorded theirs immediately afterwards. Data analysis A rapid CIFR rapid approach, a form of directed content analysis, was used for analysis. This method improves time efficiency and is suited for research that builds upon a framework 27 , 28 . Initially, EI, SJ, and LvV developed a codebook by selecting relevant CFIR constructs from the updated CFIR codebook template and replacing broad construct text with project specific definitions. Based on this, a matrix was constructed to organize focus group data. During the focus groups, primary analyst (SJ) took detailed notes, including quotations, and immediately coded these notes into the CFIR-based matrix, while indicating any areas that needed further detailing. The secondary analyst (LvV) then listened to audio recordings and reviewed the notes, expanding on the initial coding. The data analysis was an iterative process, allowing for ongoing refinement and improvement of the analysis throughout the research process. Weekly analyst meetings were conducted to align interpretations and maintain coding accuracy. Major determinants were defined as themes emerging in the majority of the focus groups, whereas minor determinants were defined as themes emerging in at least two focus groups. RESULTS From January 2024 to July 2024, 11 focus groups interviews were conducted. A total of 81 healthcare providers participated (Supplemental file 3). The average number of participants was 7 (range 5-12). Ten focus groups were held on site, and one took place via Teams. Data saturation was reached after 9 focus groups. Determinants of EOS calculator, PCT-guided therapy and iv-oral switch therapy implementation We identified 34 barriers and 20 facilitators regarding the implementation of the three interventions in neonatal care. Determinants relevant for all interventions are presented first, followed by specific barriers and facilitators for each intervention. Quotes illustrating the determinants, alongside their corresponding CFIR constructs are presented in Tables 2–5 . Major determinants are indicated with a (*). General barriers and facilitators Inner setting and individual characteristics A topic that emerged in all focus group interviews was stakeholders’ dissatisfaction with the current national EOS guideline, due to high treatment numbers when following its recommendations and lack of clear guidance on discontinuing antibiotics. This has led some departments to deviate from the national guideline, and integrate the EOS calculator, PCT-guided therapy, or iv-oral switch therapy in their local protocols (Supplemental file 4). Other hospitals adopted different approaches, such as choosing observation over antibiotics when two maternal risk factors are present or maintained adherence to the national guideline. The primary motivation for adopting interventions outside the national guideline was the paediatrician teams’ emphasis on evidence-based care. They expressed the belief that the evidence supporting these interventions is stronger than that backing the current guideline’s recommendations, justifying its use as a substitute. Also, a strong local antibiotic stewardship programme and hospital’s vision focused on delivering family-centred, home-based care, were cited as key facilitators for reviewing national policies and making local changes. A major general barrier, for maternity nurses and midwifes, is the current working infrastructure and high workload, as implementation of the interventions would lead to shorter hospitalisation and earlier discharge home and might involve additional checks. However, paediatricians noted that early discharges represent only a relatively small proportion of neonates, suggesting a manageable impact, and emphasized that the responsibility for home-treatment remains with them, eliminating this potential burden. Individual’s domain In hospitals that adopted one or more interventions, paediatricians and nurses reported the positive effect of a clearly visible opinion leader, guiding colleagues through the latest evidence and translating it into clinical practice. Outer setting domain A major barrier to adopt novel antibiotic stewardship interventions was the perceived external pressure to adhere to the national or affiliated academic hospital’s policies, as deviating from this can lead to challenges from other hospitals or inefficient care, especially during patient transfers. EOS calculator Intervention domain The major decrease in antibiotic prescriptions is viewed as key benefit of EOS calculator implementation by all stakeholders, and its design is universally considered clear and practical. The calculator’s recommendations align more closely with the paediatrician’s ‘gut feeling’ than current guidelines. The expected uniformity in policy is also reported as an important advantage compared to current practice. A key barrier reported by microbiologists, paediatricians, and nurses is the current lack of evidence on EOS calculator’s safety in the Dutch population. Paediatricians and residents fear that higher antibiotic thresholds may result in delayed treatment of EOS, of which the impact is currently unknown. Also, the calculator’s lack of consideration of non-infectious symptoms and its inflexibility with missing data were reported as important barriers by paediatricians and residents. Some paediatricians noted uncertainty about the added value of the EOS calculator for clearly healthy or ill neonates. Inner setting domain Structurally delayed or incomplete communication of maternal information from the obstetric to neonatal department was reported as major barrier for EOS calculator use. Paediatricians, residents, and nurses also identified the incompatibility of the EOS calculator’s recommendations with Dutch workflows. The anticipated increase in neonates monitored in the maternity ward, instead of treated in the neonatology unit, is expected to result in capacity challenges. Individuals’ domain Midwives, maternity nurses, and neonatal nurses expressed the belief that maternal temperature should not be heavily weighted in the calculator’s risk assessments. Moreover, concerns were raised about the capability of obstetric nurses to provide frequent monitoring of neonates who are no longer receiving antibiotics under the new protocol. Implementation process domain Most paediatricians and residents considered electronic health record (EHR)-integration of the EOS calculator essential. Hospitals that already implemented the EOS calculator also reported improved communication between the obstetric and neonatal department by using an EHR-integrated standardized consultation. PCT-guided therapy Intervention domain Paediatricians reported a lack of evidence for higher-risk neonates as a barrier to using PCT, as research focuses on low-to medium-risk neonates. Moreover, they highlighted the conflict between the NeoPInS algorithm including an early CRP for risk categorisation and the low predictive value of post-partum CRP values in literature. PCT’s complexity due to the lack of a universal cut-off value and higher costs compared to CRP were also reported as challenges. Most stakeholders viewed the shorter exposure to treatment as an important facilitator, despite hospital management’s concerns about reduced revenue from earlier discharges in relation to the additional costs. Inner setting domain A key barrier to PCT-guided therapy in four hospitals was the lack of equipment to determine PCT. Moreover, according to nurses, the suggested timing of PCT blood draws may not align with current lab schedules. Nurses, paediatricians, and residents also reported concerns about the increased number of blood draws, contrasting their universal mission to minimize patients’ discomfort. Individual’s domain Paediatricians’ reliance on familiar CRP testing, alongside a lack of knowledge on interpreting PCT results, was reported as barrier. Moreover, they expressed hesitance to discontinue antibiotic treatment before receiving blood culture results, even when PCT values indicate its safety. Nurses questioned the relevance of reducing antibiotic duration by 24 hours. However, the need for a clear biomarker cut-off value, missing in current practice, serves as a motivator for paediatricians and residents to adopt PCT guided therapy. IV-to-oral switch therapy Intervention domain Microbiologists, paediatricians, and general practitioners were sceptical about the value of the evidence on IV-oral switch therapy, as they argued whether neonates with a negative blood culture should continue treatment at all. However, recognizing that in practice in some of the neonates with a negative culture treatment is continued regardless, the benefits of oral therapy at home are reported considerable by all stakeholders, including shorter neonatal discomfort from the IV, minimizing parent-child separation, and parents’ opportunity to receive maternity care at home. Outer setting domain Hospital pharmacists and microbiologists reported national medicine shortages affecting availability of amoxicillin suspension as barrier. Paediatricians, general practitioners, and pharmacists reported the pharmacy’s weekend fee for patients as barrier during weekends. Media coverage of the IV-to-oral switch therapy was reported to facilitate adoption. Inner setting domain There is a collaborative priority of family-centred care among all stakeholders, and early discharge home is regarded as a significant facilitator of this objective. However, communication practices from the hospital to maternity nurses at discharge were reported to be often inadequate or absent, hindering maternity nurses to provide informed support to parents. This communication issue is compounded by the fact that, unlike general practitioners and midwives, maternity nurses lack access to the health system’s digital communication platform. General practitioners and midwives emphasized the importance of receiving discharge letters including advice on surveillance. Moreover, maternity nurses reported the lack of access to knowledge sources regarding EOS as barrier for taking on extra responsibilities. Individuals’ domain Paediatricians look forward to IV-oral-switch therapy yet are hesitant to discharge neonates with markedly increased inflammatory markers. Low parental literacy or socio-economic status were reported as barrier for prescribing oral therapy at home. Furthermore, paediatricians expressed concerns on potential overuse of treatment, as the threshold to prescribe oral therapy may feel lower than prescribing IV therapy. This is compounded by paediatrician’s low trust in blood cultures, whether due to low sample volume, maternal antibiotics, or neonatal clinical status, resulting often in continuation of treatment as precaution in culture-negative cases. Implementation process domain Early engagement of the hospital’s pharmacy and microbiology department was reported to facilitate presence of resources and smooth roll-out of IV-to-oral switch therapy. View this table: View inline View popup Table 1. Overarching determinants influencing implementation allocated to CFIR construct. View this table: View inline View popup Table 2. Determinants of EOS calculator implementation allocated to CFIR construct. View this table: View inline View popup Table 3. Determinants of PCT-guided therapy implementation allocated to CFIR construct. View this table: View inline View popup Table 4. Determinants of oral switch therapy implementation allocated to CFIR construct. DISCUSSION We systematically evaluated the determinants affecting the implementation of three antibiotic stewardship interventions in neonatal care. The overlapping recurring barriers were found in the following domains: inner setting, intervention characteristics, individuals, and a few in the outer setting. The positive values and barriers can be consolidated in the following themes: balancing evidence with professional core values, managing care shifts and enhancing communication, and conflicts with un-updated national guidelines. Balancing evidence with professional core values Even though a great facilitator for all interventions is the evidence for reducing antibiotic treatment and promoting family centred care, at the same time the lack of specific evidence seems a barrier for implementation. On one hand, there is reluctance to deviate from guidelines and apply evidence-based strategies, especially if they are not based on randomised controlled trials (RCTs). On the other hand, stakeholders are willing to diverge from guidelines that are not supported by the newest evidence. This is in particular the case for the EOS calculator, where the lack of high-level evidence within specifically the Dutch population is the greatest barrier, as it leaves uncertainty for safe usage amongst stakeholders. It is known that clinical risks lead to defensive medicine, which might ask for higher level of evidence when disastrous outcomes are at stake 29 . The outcomes of a RCT comparing the safety of the EOS calculator to the Dutch national guideline may address this hurdle 30 . However, though high-level evidence is essential, it does not automatically lead to successful implementation or guideline adherence, as controlled settings differ from the real-world application 15 . The evidence concern for the PCT-guided therapy is the usage of CRP for risk classification, while CRP values in healthy neonates vary physiologically postpartum and thus have low predictive value 31 . For the IV-to-oral switch therapy, some were sceptical about the value of evidence and argued whether a neonate with a negative blood-culture should continue treatment at all. However, low confidence in neonatal blood cultures that exists mainly among paediatricians, results in the common practice to treat culture-negative cases. In accordance with literature, the low confidence was found to be attributed to the limited volume of blood collected, concerns that maternal intrapartum antibiotic use may lead to false-negative results, and cases where the neonate’s clinical status does not match the culture results 32 . Family-centred care is a well-known concept within paediatric and neonatal healthcare as it has positive effects on the neonate and family such as bonding and neurodevelopmental outcomes 33 , 34 . It includes respect and collaboration, information sharing, support, flexibility in care, and promoting family well-being 33 – 35 . The IV-to-oral switch resonates particularly well with this concept as it shortens neonatal discomfort from IV, minimizes parent-child separation, and gives parents’ the opportunity to receive maternity care at home. Since a shared concern of patient-centred care is found to be an important facilitator for collaboration between healthcare workers, emphasis on this should be placed when informing and motivating stakeholders 18 . Managing care shifts and enhancing communication Implementing all interventions shifts the delivery of care among healthcare providers, initiating resistance to change among those the shift is aimed at. This inner setting barrier was greatest for clinical and primary care midwives and maternity nurses, as this shift would create: a higher workload, reduced admission capacity, and introduce new responsibilities in caring for neonates with higher sepsis risk, being commonly reported barriers for change and expanding roles 36 – 39 . This underscores the relevance analysing the consequences of novel interventions for all involved healthcare workers, even if they are less visible, to get a realistic idea of the shift in workload. Secondarily, to overcome these barriers, clear agreements should be made on the responsibility in care for neonates, especially in the primary care setting, as lack of role clarity hinders role expansion 40 . Moreover, empowering their knowledge base on EOS physiology, including neonatal symptoms of infection and instruction on oral antibiotic administration, is needed to support their new roles 40 . Furthermore, insufficient communication within the hospital walls and between primary and secondary care, raised awareness that improvement is needed for safe implementation. Timely, frequent, and consistent information sharing are essential for interprofessional communication, especially for the EOS calculator, as its functionality is dependent on the complete input from both departments. To achieve proper collaboration, there should be awareness and shared knowledge on the EOS calculator among departments 41 , 42 . Moreover, integration of the tool into an EHR could reduce workload and may promote communication efficiency, accuracy, and saves time 43 , 44 . For the PCT-guided therapy, aiming for mutual knowledge and understanding trough a proper business case, presented by a local implementation champion, is needed to convince management for in hospital PCT-testing, as most regional hospitals reported lack of equipment and concerns about additional costs although evidence shows the cost-effectiveness of PCT-testing in low-risk neonates from a public health perspective 41 , 45 – 47 . In case of oral switch therapy, attention should be given to timely communication at discharge from hospital to primary care maternity nurses and midwives. Shared knowledge and collective awareness of the neonates’ status are important elements of safe communication 42 . Standardized discharge letters and facilitating maternity nurses’ access to the national digital communication platform are steps to improve communication practices 48 , 49 . Conflicts with un-updated national guidelines Healthcare professionals unanimously expressed dissatisfaction with the current EOS guideline due to the high number of antibiotic prescriptions and unclarity of criteria to discontinue treatment. Un-updated guidelines may raise concern in healthcare professionals which could lead to distrust, causing clinicians to either implement other evidence themselves or deviate from the guideline based on clinical experience 50 . This highlights the importance of frequently updating guidelines with the newest evidence. The ‘living guidelines’ approach, a dynamic set of recommendations that facilitate continuous guideline revisions, could be a solution to this 51 . This entails a collaborated team that systematically and rapidly monitors new evidence, prioritizes which recommendations in the guideline need updating, and effectively communicates via channels to policymakers, clinicians and other stakeholders 51 . Even though digitalization and emerging software could facilitate this 51 , a process consisting of dissemination, implementation, and best practice recommendations are required 52 . When national guidelines lag behind in new evidence, it is crucial for hospitals to proactively update their local protocol to avoid uninformed practices 50 . The key driving factor for this accomplishment is an opinion leader, who places the best available evidence above the national guidelines and guides a team through the implementation process 53 . Moreover, a climate focused on learning and patient centeredness, along with a clear vision of “providing the right care in the right place”, and a strong local antibiotic stewardship were key for critically reviewing local policies and making changes. All three concepts are considered motivators in current literature 54 – 56 . However, since these are hospital-specific, strategies to promote cross-hospital exchange should be pursued. Besides sharing experiences and knowledge, benchmarking, involving data sharing in standardized ways to compare outcomes and processes between hospitals, is critical for creating transparency, collaborative learning, and improving clinical decision-making, ultimately leading to improvements in neonatal antibiotic stewardship 4 . Strengths and limitations This is the first study to systematically analyse determinants of implementing three antibiotic stewardship interventions in neonatal care. By analysing the EOS treatment process from initiation to discontinuation or alteration of antibiotics, it facilitates comprehensive implementation into the national guideline. Furthermore, we reached data saturation by performing multiple focus group in various regions, including all medical professionals involved in the entire treatment sequence, enabling different perspectives. Some barriers identified were time-sensitive, such as a temporary national shortage of amoxicillin suspension, which may be ignored in implementation strategies. Conversely, other time-sensitive barriers in the future might not be foreseen with in this study. Another limitation to the study is that participation was voluntary, which could increase selection bias towards urge for change, perhaps shifting attitudes towards interventions positively. Moreover, the member check was performed after each group discussion, as opposed to mailing members. This practical approach may have increased responses but can lead to withheld beliefs in a group setting. CONCLUSION We identified 34 barriers and 20 facilitators in the implementation of three neonatal antibiotic stewardship interventions, including the EOS calculator, PCT-guided therapy and IV-to-oral switch therapy. These barriers and facilitators can be consolidated in the following themes: balancing quality of evidence with professional core values, managing care shifts and enhancing interdisciplinary communication, and conflicts with un-updated guidelines. The next step is to develop evidence-based implementation strategies that incorporate address these factors. Data Availability The data supporting the findings of this study are not publicly available and will not be shared due to the personal and sensitive nature of the data collected from focus group participants. FUNDING This study was funded by ZonMW (10140292110012), Tergooi Medical Centre (23.01) and BeterKeten (year 2023) COMPETING INTERESTS None to declare ACKNOWLEDGEMENT The authors would like to express their gratitude to all the hospitals participating in the Protect-Neo study for their contributions. REFERENCES 1. ↵ Giannoni E , Dimopoulou V , Klingenberg C , Navér L , Nordberg V , Berardi A , et al. Analysis of Antibiotic Exposure and Early-Onset Neonatal Sepsis in Europe , North America, and Australia. JAMA Netw Open . 2022 ; 5 ( 11 ): e2243691 . OpenUrl PubMed 2. ↵ van Veen LEJ , van der Weijden BM , Achten NB , van der Lee L , Hol J , van Rossem MC , et al. Incidence of Antibiotic Exposure for Suspected and Proven Neonatal Early-Onset Sepsis between 2019 and 2021: A Retrospective , Multicentre Study. Antibiotics (Basel ). 2024 ; 13 ( 6 ). 3. ↵ Chakkarapani AA , Russell AB . Antibiotic stewardship in the neonatal intensive care unit . Paediatrics and Child Health . 2019 ; 29 ( 6 ): 269 – 73 . OpenUrl 4. ↵ Stocker M , Klingenberg C , Navér L , Nordberg V , Berardi A , El Helou S , et al. Less is more: Antibiotics at the beginning of life . Nat Commun . 2023 ; 14 ( 1 ): 2423 . OpenUrl PubMed 5. ↵ Kindergeneeskunde NVv . Preventie en behandeling van early-onset neonatale infecties . Nederlandse Vereniging voor Kindergeneeskunde ; 2017 . 6. ↵ Escobar GJ , Puopolo KM , Wi S , Turk BJ , Kuzniewicz MW , Walsh EM , et al. Stratification of risk of early-onset sepsis in newborns = 34 weeks’ gestation . Pediatrics . 2014 ; 133 ( 1 ): 30 – 6 . OpenUrl CrossRef PubMed Web of Science 7. ↵ Keij FM , Kornelisse RF , Hartwig NG , van der Sluijs-Bens J , van Beek RHT , van Driel A , et al. Efficacy and safety of switching from intravenous to oral antibiotics (amoxicillin-clavulanic acid) versus a full course of intravenous antibiotics in neonates with probable bacterial infection (RAIN): a multicentre, randomised, open-label, non-inferiority trial . Lancet Child Adolesc Health . 2022 ; 6 ( 11 ): 799 – 809 . OpenUrl PubMed 8. ↵ Kuzniewicz MW , Puopolo KM , Fischer A , Walsh EM , Li S , Newman TB , et al. A Quantitative, Risk-Based Approach to the Management of Neonatal Early-Onset Sepsis . JAMA Pediatr . 2017 ; 171 ( 4 ): 365 – 71 . OpenUrl PubMed 9. ↵ Research KPDo . Neonatal Early-Onset Sepsis Calculator: Kaiser Permanente Research ; 2017 [updated 2024. Available from: https://neonatalsepsiscalculator.kaiserpermanente.org/ . 10. Singh N , Gray JE . Antibiotic stewardship in NICU: De-implementing routine CRP to reduce antibiotic usage in neonates at risk for early-onset sepsis . J Perinatol . 2021 ; 41 ( 10 ): 2488 – 94 . OpenUrl PubMed 11. ↵ Stocker M , van Herk W , El Helou S , Dutta S , Fontana MS , Schuerman F , et al. Procalcitonin-guided decision making for duration of antibiotic therapy in neonates with suspected early-onset sepsis: a multicentre, randomised controlled trial (NeoPIns) . Lancet . 2017 ; 390 ( 10097 ): 871 – 81 . OpenUrl CrossRef PubMed 12. ↵ Berardi A , Buffagni AM , Rossi C , Vaccina E , Cattelani C , Gambini L , et al. Serial physical examinations, a simple and reliable tool for managing neonates at risk for early-onset sepsis . World J Clin Pediatr . 2016 ; 5 ( 4 ): 358 – 64 . OpenUrl CrossRef PubMed 13. ↵ Ament SM , de Groot JJ , Maessen JM , Dirksen CD , van der Weijden T , Kleijnen J . Sustainability of professionals’ adherence to clinical practice guidelines in medical care: a systematic review . BMJ Open . 2015 ; 5 ( 12 ): e008073 . OpenUrl Abstract / FREE Full Text 14. Arts DL , Voncken AG , Medlock S , Abu-Hanna A , van Weert HC . Reasons for intentional guideline non-adherence: A systematic review . Int J Med Inform . 2016 ; 89 : 55 – 62 . OpenUrl CrossRef PubMed 15. ↵ Brownson RC , Shelton RC , Geng EH , Glasgow RE . Revisiting concepts of evidence in implementation science . Implement Sci . 2022 ; 17 ( 1 ): 26 . OpenUrl PubMed 16. ↵ Grol R , Grimshaw J . From best evidence to best practice: effective implementation of change in patients’ care . Lancet . 2003 ; 362 ( 9391 ): 1225 – 30 . OpenUrl CrossRef PubMed Web of Science 17. ↵ Pronovost PJ . Enhancing physicians’ use of clinical guidelines . Jama . 2013 ; 310 ( 23 ): 2501 – 2 . OpenUrl CrossRef PubMed Web of Science 18. ↵ Bryan J. , Weiner CCL , Kenneth Sherr. Practical Implementation Science Moving Evidence Into Action Springer Publishing Company, LLC ; 2023 . 19. ↵ Bauer MS , Kirchner J . Implementation science: What is it and why should I care? Psychiatry Res . 2020 ; 283 : 112376 . OpenUrl CrossRef PubMed 20. ↵ Bourgeault IL , Dingwall R , De Vries RG . The SAGE handbook of qualitative methods in health research : SAGE ; 2010 . 760 – p. 21. ↵ Krueger RAaC , M.A. Focus Groups: A Practical Guide for Applied Research SAGE Publications ; 2014 . 22. ↵ Tong A , Sainsbury P , Craig J . Consolidated criteria for reporting qualitative research (COREQ): a 32-item checklist for interviews and focus groups . International Journal for Quality in Health Care . 2007 ; 19 ( 6 ): 349 – 57 . OpenUrl CrossRef PubMed Web of Science 23. ↵ American Academy of Pediatrics Committee on F , Newborn. Levels of neonatal care . Pediatrics . 2012 ; 130 ( 3 ): 587 – 97 . OpenUrl CrossRef PubMed Web of Science 24. ↵ Palinkas LA , Horwitz SM , Green CA , Wisdom JP , Duan N , Hoagwood K . Purposeful Sampling for Qualitative Data Collection and Analysis in Mixed Method Implementation Research . Adm Policy Ment Health . 2015 ; 42 ( 5 ): 533 – 44 . OpenUrl CrossRef PubMed 25. ↵ Damschroder LJ , Aron DC , Keith RE , Kirsh SR , Alexander JA , Lowery JC . Fostering implementation of health services research findings into practice: A consolidated framework for advancing implementation science . Implementation Science . 2009 ; 4 ( 1 ). 26. ↵ Kuper A , Lingard L , Levinson W . Critically appraising qualitative research . BMJ . 2008 ; 337 ( aug07 3 ): a1035 -a. OpenUrl FREE Full Text 27. ↵ Hsieh H-F , Shannon SE . Three Approaches to Qualitative Content Analysis . Qualitative Health Research . 2005 ; 15 ( 9 ): 1277 – 88 . OpenUrl CrossRef PubMed Web of Science 28. ↵ Nevedal AL , Reardon CM , Opra Widerquist MA , Jackson GL , Cutrona SL , White BS , Damschroder LJ . Rapid versus traditional qualitative analysis using the Consolidated Framework for Implementation Research (CFIR) . Implementation Science . 2021 ; 16 ( 1 ). 29. ↵ Cuttano A , Scaramuzzo RT , Gentile M , Ciantelli M , Sigali E , Boldrini A . Education in neonatology by simulation: between reality and declaration of intent . J Matern Fetal Neonatal Med . 2011 ; 24 Suppl 1 : 97 – 8 . OpenUrl PubMed 30. ↵ van der Weijden BM , van der Weide MC , Plötz FB , Achten NB . Evaluating safety and effectiveness of the early-onset sepsis calculator to reduce antibiotic exposure in Dutch at-risk newborns: a protocol for a cluster randomised controlled trial . BMJ Open . 2023 ; 13 ( 2 ): e069253 . OpenUrl Abstract / FREE Full Text 31. ↵ Mjelle AB , Guthe HJT , Reigstad H , Bjørke-Monsen AL , Markestad T . Serum concentrations of C-reactive protein in healthy term-born Norwegian infants 48-72 hours after birth . Acta Paediatr . 2019 ; 108 ( 5 ): 849 – 54 . OpenUrl PubMed 32. ↵ Cantey JB , Baird SD . Ending the Culture of Culture-Negative Sepsis in the Neonatal ICU . Pediatrics . 2017 ; 140 ( 4 ). 33. ↵ O’Brien K , Robson K , Bracht M , Cruz M , Lui K , Alvaro R , et al. Effectiveness of Family Integrated Care in neonatal intensive care units on infant and parent outcomes: a multicentre, multinational, cluster-randomised controlled trial . Lancet Child Adolesc Health . 2018 ; 2 ( 4 ): 245 – 54 . OpenUrl PubMed 34. ↵ van Veenendaal NR , van der Schoor SRD , Heideman WH , Rijnhart JJM , Heymans MW , Twisk JWR , et al. Family integrated care in single family rooms for preterm infants and late-onset sepsis: a retrospective study and mediation analysis . Pediatr Res . 2020 ; 88 ( 4 ): 593 – 600 . OpenUrl PubMed 35. ↵ Franck LS , O’Brien K . The evolution of family-centered care: From supporting parent-delivered interventions to a model of family integrated care . Birth Defects Res . 2019 ; 111 ( 15 ): 1044 – 59 . OpenUrl CrossRef PubMed 36. ↵ Fealy GM , Rohde D , Casey M , Brady AM , Hegarty J , Kennedy C , et al. Facilitators and barriers in expanding scope of practice: findings from a national survey of Irish nurses and midwives . J Clin Nurs . 2015 ; 24 ( 23-24 ): 3615 – 26 . OpenUrl PubMed 37. Fu Y , Wang C , Hu Y , Muir-Cochrane E . The barriers to evidence-based nursing implementation in mainland China: A qualitative content analysis . Nurs Health Sci . 2020 ; 22 ( 4 ): 1038 – 46 . OpenUrl PubMed 38. Giannitrapani KF , Soban L , Hamilton AB , Rodriguez H , Huynh A , Stockdale S , et al. Role expansion on interprofessional primary care teams: Barriers of role self-efficacy among clinical associates . Healthc (Amst ). 2016 ; 4 ( 4 ): 321 – 6 . OpenUrl PubMed 39. ↵ Johnston B , Coole C , Narayanasamy M , Feakes R , Whitworth G , Tyrell T , Hardy B . Exploring the barriers to and facilitators of implementing research into practice . Br J Community Nurs . 2016 ; 21 ( 8 ): 392 – 8 . OpenUrl PubMed 40. ↵ Fealy GM , Casey M , O’Leary DF , McNamara MS , O’Brien D , O’Connor L , et al. Developing and sustaining specialist and advanced practice roles in nursing and midwifery: A discourse on enablers and barriers . J Clin Nurs . 2018 ; 27 ( 19-20 ): 3797 – 809 . OpenUrl PubMed 41. ↵ Janssen M , Sagasser MH , Fluit C , Assendelft WJJ , de Graaf J , Scherpbier ND . Competencies to promote collaboration between primary and secondary care doctors: an integrative review . BMC Fam Pract . 2020 ; 21 ( 1 ): 179 . OpenUrl CrossRef PubMed 42. ↵ Kim LY , Giannitrapani KF , Huynh AK , Ganz DA , Hamilton AB , Yano EM , et al. What makes team communication effective: a qualitative analysis of interprofessional primary care team members’ perspectives . J Interprof Care . 2019 ; 33 ( 6 ): 836 – 8 . OpenUrl PubMed 43. ↵ Geva A , Albert BD , Hamilton S , Manning MJ , Barrett MK , Mirchandani D , et al. eSIMPLER: A Dynamic, Electronic Health Record-Integrated Checklist for Clinical Decision Support During PICU Daily Rounds . Pediatr Crit Care Med . 2021 ; 22 ( 10 ): 898 – 905 . OpenUrl PubMed 44. ↵ Poissant L , Pereira J , Tamblyn R , Kawasumi Y . The impact of electronic health records on time efficiency of physicians and nurses: a systematic review . J Am Med Inform Assoc . 2005 ; 12 ( 5 ): 505 – 16 . OpenUrl CrossRef PubMed 45. ↵ Bonawitz K , Wetmore M , Heisler M , Dalton VK , Damschroder LJ , Forman J , et al. Champions in context: which attributes matter for change efforts in healthcare? Implement Sci . 2020 ; 15 ( 1 ): 62 . OpenUrl PubMed 46. Geraerds A , van Herk W , Stocker M , El Helou S , Dutta S , Fontana MS , et al. Cost impact of procalcitonin-guided decision making on duration of antibiotic therapy for suspected early-onset sepsis in neonates . Crit Care . 2021 ; 25 ( 1 ): 367 . OpenUrl PubMed 47. ↵ Miech EJ , Rattray NA , Flanagan ME , Damschroder L , Schmid AA , Damush TM . Inside help: An integrative review of champions in healthcare-related implementation . SAGE Open Med . 2018 ; 6 : 2050312118773261 . OpenUrl PubMed 48. ↵ Dean SM , Gilmore-Bykovskyi A , Buchanan J , Ehlenfeldt B , Kind AJ . Design and Hospitalwide Implementation of a Standardized Discharge Summary in an Electronic Health Record . Jt Comm J Qual Patient Saf . 2016 ; 42 ( 12 ): 555 – AP11 . OpenUrl PubMed 49. ↵ Denecke K , Dittli PA , Kanagarasa N , Nüssli S . Facilitating the Information Exchange Using a Modular Electronic Discharge Summary . Stud Health Technol Inform . 2018 ; 248 : 72 – 9 . OpenUrl PubMed 50. ↵ Clark E , Donovan EF , Schoettker P . From outdated to updated, keeping clinical guidelines valid . Int J Qual Health Care . 2006 ; 18 ( 3 ): 165 – 6 . OpenUrl CrossRef PubMed 51. ↵ Joshua PV , Therese D , Simon L , Mercedes B , Lynn H , Frances K , et al. Developing and applying a “living guidelines” approach to WHO recommendations on maternal and perinatal health . BMJ Global Health . 2019 ; 4 ( 4 ): e001683 . OpenUrl Abstract / FREE Full Text 52. ↵ Soltmann B , Lange T , Deckert S , Riedel-Heller SG , Gühne U , Jessen F , et al. [Concepts to support dynamic updating processes of guidelines and their practical implementation-Systematic literature review] Konzepte zur Unterstützung dynamischer Aktualisierungsprozesse von Leitlinien und ihre Implementierung in der Praxis – systematische Literaturrecherche . Nervenarzt . 2023 ; 94 ( 7 ): 594 – 601 . OpenUrl PubMed 53. ↵ Helfrich CD , Weiner BJ , McKinney MM , Minasian L . Determinants of implementation effectiveness: adapting a framework for complex innovations . Med Care Res Rev . 2007 ; 64 ( 3 ): 279 – 303 . OpenUrl CrossRef PubMed Web of Science 54. ↵ de Kok K , van der Scheer W , Ketelaars C , Leistikow I . Organizational attributes that contribute to the learning & improvement capabilities of healthcare organizations: a scoping review . BMC Health Serv Res . 2023 ; 23 ( 1 ): 585 . OpenUrl PubMed 55. Shortell SM , Marsteller JA , Lin M , Pearson ML , Wu SY , Mendel P , et al. The role of perceived team effectiveness in improving chronic illness care . Med Care . 2004 ; 42 ( 11 ): 1040 – 8 . OpenUrl CrossRef PubMed Web of Science 56. ↵ Titler . MG . Patient Safety and Quality: An Evidence-Based Handbook for Nurses : AHRQ Publication 2008 . View the discussion thread. Back to top Previous Next Posted April 01, 2025. Download PDF Supplementary Material Data/Code Email Thank you for your interest in spreading the word about medRxiv. NOTE: Your email address is requested solely to identify you as the sender of this article. Your Email * Your Name * Send To * Enter multiple addresses on separate lines or separate them with commas. You are going to email the following Facilitators and barriers when implementing antibiotic stewardship interventions in neonates at risk of early-onset sepsis Message Subject (Your Name) has forwarded a page to you from medRxiv Message Body (Your Name) thought you would like to see this page from the medRxiv website. Your Personal Message CAPTCHA This question is for testing whether or not you are a human visitor and to prevent automated spam submissions. Share Facilitators and barriers when implementing antibiotic stewardship interventions in neonates at risk of early-onset sepsis Liesanne E.J. van Veen , Sanne W.C.M. Janssen , Gerdien A. Tramper-Stranders , Niek B. Achten , Annemarie M.C. van Rossum , Frans B. Plotz , Erwin Ista medRxiv 2025.03.31.25324838; doi: https://doi.org/10.1101/2025.03.31.25324838 Share This Article: Copy Citation Tools Facilitators and barriers when implementing antibiotic stewardship interventions in neonates at risk of early-onset sepsis Liesanne E.J. van Veen , Sanne W.C.M. Janssen , Gerdien A. Tramper-Stranders , Niek B. Achten , Annemarie M.C. van Rossum , Frans B. Plotz , Erwin Ista medRxiv 2025.03.31.25324838; doi: https://doi.org/10.1101/2025.03.31.25324838 Citation Manager Formats BibTeX Bookends EasyBib EndNote (tagged) EndNote 8 (xml) Medlars Mendeley Papers RefWorks Tagged Ref Manager RIS Zotero Tweet Widget Facebook Like Google Plus One Subject Area Infectious Diseases (except HIV/AIDS) Subject Areas All Articles Addiction Medicine (568) Allergy and Immunology (863) Anesthesia (297) Cardiovascular Medicine (4421) Dentistry and Oral Medicine (443) Dermatology (382) Emergency Medicine (606) Endocrinology (including Diabetes Mellitus and Metabolic Disease) (1507) Epidemiology (15212) Forensic Medicine (30) Gastroenterology (1121) Genetic and Genomic Medicine (6581) Geriatric Medicine (667) Health Economics (996) Health Informatics (4520) Health Policy (1366) Health Systems and Quality Improvement (1611) Hematology (539) HIV/AIDS (1264) Infectious Diseases (except HIV/AIDS) (15906) Intensive Care and Critical Care Medicine (1103) Medical Education (620) Medical Ethics (144) Nephrology (667) Neurology (6580) Nursing (345) Nutrition (998) Obstetrics and Gynecology (1141) Occupational and Environmental Health (956) Oncology (3324) Ophthalmology (970) Orthopedics (369) Otolaryngology (420) Pain Medicine (435) Palliative Medicine (129) Pathology (663) Pediatrics (1689) Pharmacology and Therapeutics (691) Primary Care Research (710) Psychiatry and Clinical Psychology (5432) Public and Global Health (9212) Radiology and Imaging (2193) Rehabilitation Medicine and Physical Therapy (1368) Respiratory Medicine (1194) Rheumatology (593) Sexual and Reproductive Health (709) Sports Medicine (529) Surgery (709) Toxicology (99) Transplantation (288) Urology (265) (function(){function c(){var b=a.contentDocument||a.contentWindow.document;if(b){var d=b.createElement('script');d.innerHTML="window.__CF$cv$params={r:'9ff425af0cdb1640',t:'MTc3OTM3MjQ0NA=='};var a=document.createElement('script');a.src='/cdn-cgi/challenge-platform/scripts/jsd/main.js';document.getElementsByTagName('head')[0].appendChild(a);";b.getElementsByTagName('head')[0].appendChild(d)}}if(document.body){var a=document.createElement('iframe');a.height=1;a.width=1;a.style.position='absolute';a.style.top=0;a.style.left=0;a.style.border='none';a.style.visibility='hidden';document.body.appendChild(a);if('loading'!==document.readyState)c();else if(window.addEventListener)document.addEventListener('DOMContentLoaded',c);else{var e=document.onreadystatechange||function(){};document.onreadystatechange=function(b){e(b);'loading'!==document.readyState&&(document.onreadystatechange=e,c())}}}})();

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2025) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00
unpaywall
last seen: 2026-05-21T05:10:58.409756+00:00
License: CC-BY-4.0