Results
The search identified 15 104 records for screening. After duplicate removal, 9452 studies were evaluated by title and abstract. Ultimately, 80 original studies, presented in full reports or in abstract form, were included 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 48 , 49 , 50 , 51 , 52 , 53 , 54 , 55 , 56 , 57 , 58 , 59 , 60 , 61 , 62 , 63 , 64 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 75 , 76 , 77 , 78 , 79 , 80 , 81 , 82 , 83 , 84 , 85 , 86 , 87 , 88 , 89 , 90 , 91 , 92 , 93 , 94 , 95 , 96 , 97 , 98 , 99 , 100 , 101 , 102 , 103 , 104 , 105 , 106 , 107 , 108 , 109 , 110 , 111 , 112 , 113 , 114 ( figure 1 ). A complete list of excluded studies with exclusion justification is available in the appendix (pp 27–47) . The main characteristics of included studies, including studies design, are summarised in the table . The included studies represented all main continents, although disproportionately. The appendix (p 48) shows the number of studies indicating the implications of DHTs per WHO region and countries or regions. 50 (62·5%) of the 80 included studies were predominantly associated with mobile health. 36 , 39 , 40 , 41 , 45 , 46 , 48 , 49 , 50 , 51 , 53 , 55 , 56 , 57 , 60 , 61 , 63 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 76 , 80 , 82 Telehealth and web-based platforms were described in 25 (31·3%) primary studies. 37 , 38 , 42 , 44 , 47 , 48 , 54 , 58 , 59 , 62 , 64 , 77 , 78 Social media platforms 43 , 48 , 52 , 79 , 81 and digital health systems 75 were identified less among the included studies. Participants’ socioeconomic and ethnic backgrounds within the included studies varied widely. Studies from high-income countries (HICs), mostly associated with more affluent settings (ie, the USA and Canada), were the majority (65·0%). Conversely, low-income and middle-income countries (LMICs), such as Uganda, Kenya, and India, were less frequently reported. Most studies in HICs included a diverse ethnic group, with representation from Hispanic, Black, Asian, and multiracial women, particularly in studies from the USA. Nevertheless, a relevant number of studies from both HICs and LMICs did not specify the ethnicity of participants. Additional information is available in the appendix (pp 49–52) . Figure 1 Flow diagram of scoping review Table Main characteristics of included studies Country Sample size, n Study design Objectives Abrejo et al (2022) 36 Pakistan 30 (23 married women and seven health-care professionals) In-depth interviews To explore the feasibility and acceptability of a potential mHealth intervention for women living in areas with low socioeconomic status to increase the uptake of family planning. Aiken et al (2017) 37 Ireland and Northern Ireland 1023 Online questionnaire To examine the characteristics and experiences of women seeking at-home medical termination of pregnancy using online telemedicine. Alabdullatif et al (2022) 38 USA 94 290 Survey To assess the association between information technology-based health-care communication and mammography use, and to evaluate whether any effect is modified by race or ethnicity and age. Alem (2019) 83 USA 210 women Quasi-experimental study To develop a web-based video intervention to increase knowledge of gestational and lactational medication safety among women of reproductive age and to assess knowledge and use of the US Food and Drug Administration's pregnancy and lactation labelling rule among pharmacists and physicians. Ampt et al (2020) 39 Kenya 42 women In-depth interviews To describe the development of the WHISPER intervention, its theoretical framework, key domains, and strategies. To explore participant responses to the proposed intervention regarding message content, behaviour change construct, feasibility, and acceptability. Angus et al (2019) 84 Australia .. Case study To identify whether apps are effective in identifying infants with insufficient feeding patterns or whether they function only as a recording device (ie, high-tech diary). Atukunda et al (2021) 40 Uganda 35 (30 womenand 5 health-care providers) In-depth interviews To develop a novel patient-centred mHealth intervention to encourage and support women to use maternity care services. Atukunda et al (2023) 41 Uganda 120 Randomised clinical trial To evaluate the feasibility, acceptability, and preliminary efficacy of a novel mHealth-based messaging app to promote maternity services among pregnant women. Axelrod et al (2023) 85 .. 20 women Prospective observational study To assess the feasibility of hybrid care for women with gestational diabetes mellitus. Bangal et al (2018) 86 India 200 women Randomised clinical study To assess the effect of mobile communication between health facilities and pregnant women on the use and outcome of maternal health services. Baun et al (2018) 87 Denmark 48 women Prospective mixed-methods study To investigate the use of online access to diagnostic reports on Sundhed.dk and to identify the main attitudes towards it, including potential barriers and facilitators. Bilal Bomani et al (2022) 88 .. 73 648 complete appointments Retrospective observational study To assess minority women's access to gynaecology and reproductive care during the COVID-19 pandemic and the associated shift from in-person to telehealth modalities. Bojko et al (2022) 89 USA 97 women Retrospective observational study To examine the efficacy of a telehealth-based approach to effective weight management interventions in women with obesity seeking treatment for infertility. Boydell et al (2021) 42 Scotland 20 In-depth interviews To explore the experiences of women who accessed medical abortion at home at up to 12 weeks gestation, delivered via a telemedicine abortion service implemented in response to the COVID-19 pandemic, and to identify areas for improvement and inform service provision. Camacho-Minano and Gray (2021) 43 Spain 37 Focus group and in-depth interviews To explore how pedagogies of perfection in fitness content on social media work as a postfeminist technology of the self, encouraging young women to take action to become perfect but hiding the extent to which exercise as aesthetic labour is normatively demanded. Chappell et al (2021) 115 UK 850 women Randomised clinical trial To evaluate whether blood pressure self-monitoring in women with pregnancy hypertension improves blood pressure control. Choo et al (2015) 44 USA 17 In-depth interviews To explore women's attitudes about the use of computers for screening and intervening in drug use and partner abuse. Chow et al (2020) 45 USA 28 Focus group analyses To evaluate the acceptability and preliminary efficacy of a novel app-based intervention with phone coaching in women recovering from cancer. Chowdhury et al (2019) 46 Bangladesh 6551 Retrospective observational study To evaluate the effects of Aponjon (mobile messaging service) use on knowledge and behaviours related to maternal and newborn health care. Chyzzy and Dennis (2019) 91 Canada 40 women Randomised clinical trial To evaluate the feasibility and acceptability of a mobile phone-based peer support intervention and adherence to the intervention, and to obtain preliminary estimates of the effects on clinical outcomes to inform a future definitive randomised controlled trial. Daehn et al (2023) 47 Germany 217 Mixed-methods approach (online surveys, usage data, and interviews) To evaluate the feasibility of the SmartMoms web app to inform women about postpartum depression, support them, and provide an easily accessible self-screening instrument. Dang et al (2016) 92 USA 651 women Survey To evaluate use by women veterans of the Veterans Affairs patient portal MyHealtheVet, establish their knowledge, and explore discussions of menopause with providers. Dalal et al (2022) 48 India 66 013 Survey To investigate whether economic and electronic empowerment of women act as protective factors against intimate partner violence. Silva et al (2019) 49 Brazil 13 Prospective observational study To evaluate the GestAção app based on the experience of pregnant women in prenatal consultations in public health services. Derksen et al (2023) 50 Germany 360 Randomised clinical trial To test a short digital communication intervention based on the health action process approach. Dieteren et al (2022) 93 India 178 women Randomised clinical trial To evaluate the effects of a smartphone apps on maternal health knowledge and diet among pregnant Indian women. Doering and Prinzellner (2015) 94 Germany 600 health-related discussion threads (containing 6020 postings) Online forum analysis To answer three questions about girls' peer sex counselling: (1) Which sexual health-related problems do girls present in these online discussions? (2) How are these problems discussed among girls? (3) Do these sexual health-related online discussions sexually empower girls? Doherty et al (2018) 51 UK 38 Qualitative interviews To explore the issues and challenges surrounding the use of mobile phones for self-support of psychological wellbeing during pregnancy. Ellis and Roberts (2020) 52 UK 480 discussion threads Retrospective observational study To explore online pregnancy forum health-related use and to evaluate the quality of information shared. Foster (2018) 95 Poland 1098 women Prospective observational study To evaluate the use patterns and outcomes associated with 18 months of Women Help Women's telemedicine service delivery in Poland. Garcia et al (2019) 53 Spain 71 Exploratory study To improve the mental, physical, and social health of vulnerable immigrant women. Gilmour et al (2017) 54 Canada 31 Survey and in-depth interviews To test the feasibility of self-care web apps to inform women whether, when, and where to seek help for symptoms after hysterectomy. Gitonga et al (2021) 55 Kenya 118 Randomised clinical trial To examine the influence of SMS reminders on the use of focused antenatal care. Hackett (2018) 96 Tanzania 572 Cluster-randomised clinical trial To evaluate a smartphone-based application designed to assist community health workers with data collection, education delivery, identification of gestational danger signs, and referrals. Hadland et al (2022) 116 Australia 18 women Semi-structured interviews To investigate women's perspectives if the focus of care has moved to digital technology in the maternity care environment. Hategeka and Law (2018) 117 Rwanda .. Demographic and health survey To evaluate the effects of RapidSMS-MCH on the uptake of maternal, newborn, and child health-care services in Rwanda. Heitmann and Schjøtt (2020) 57 Norway 30 000 answered questions Descriptive study To describe the development and future perspectives of an innovative medicine information service aiming to increase empowerment among pregnant and breastfeeding women. Jones et al (2021) 58 USA 70 Pilot randomised clinical trial To evaluate the feasibility and acceptability of two SAFE interventions (ie, face-to-face and computer-adapted) compared with usual care, and their efficacy to improve contraception use. Katusiime (2021) 97 Uganda 80 women Mixed-methods study To evaluate the usability, acceptability, and effect of maternal mHealth tools by key stakeholders in maternal health. Kausler (2023) 98 .. .. Interviews To evaluate the feasibility and acceptability of delivering an evidence-based 8-week mindfulness-based cognitive therapy intervention. Killinger et al (2022) 59 Germany 1090 Mixed-methods study To understand the motivations and perceived barriers to access for women who choose telemedicine abortion outside the formal sector. Kodama and Takaki (2022) 60 Japan 110 Survey To investigate pregnant women's use of pregnancy apps and how these affect their mental health. Laar et al (2019) 61 Ghana 489 Mixed-methods study To assess the perspectives of women and health workers on the feasibility of mobile health technology for the provision of maternal and child health services in rural settings. Lackie et al (2021) 62 Canada 31 Focus group To engage women from various backgrounds and locations to establish the unmet psychoeducational needs of women with postpartum depression, and to explore how a web-enabled platform used to deliver psychosocial skills and education to assist in management could meet those needs. Leziak et al (2020) 99 .. 45 women Interviews and focus groups To understand low-income pregnant women's experiences and preferences for mHealth tools to support diabetes health and improve diabetes self-management during pregnancy. Li and Shan (2019) 100 China 300 women Survey To investigate pregnant women's experiences and demand for pregnancy apps, aiming to understand the current situation and existing problems. Lovell and Harris (2021) 63 UK 749 Survey To examine women's use of mobile apps in labour. Lu et al (2022) 101 USA 40 women Focus group To identify the psychosocial burdens of having diabetes during pregnancy and understand how a novel smartphone application might alleviate such burdens. Lupton and Maslen (2019) 64 Australia 66 Focus group and in-depth interviews To investigate which types of digital technology women use regularly for health-related purposes and which they find most helpful and useful. Mackintosh et al (2020) 65 UK 1254 Survey To assess the role of online resources and apps for women's help-seeking and staff's response to concerns in the perinatal period. Malachi et al (2023) 66 Kenya 160 Randomised clinical trial To evaluate the effectiveness of health education on antenatal care provided by mobile phone calls among pregnant women. McBride et al (2018) 67 Viet Nam 12 Prospective observational study To pilot and evaluate a low-cost mHealth intervention, mMom, which aims to use behaviour change communication to improve access to maternal, newborn, and child health services and health equity among women from ethnic minorities living in remote areas. McCall (2021) 102 USA 395 women Mixed-methods study To examine the attitudes and perceptions of African American women towards the use of mental health services, and the feasibility of using mobile technology to deliver mental health services and resources. Mullaney et al (2016) 104 Ireland 402 women Survey To assess the correlation between scores derived from a novel online dietary assessment tool and nutrient intake data derived from the previously validated Willett Food Frequency questionnaire. Musiimenta et al (2020) 68 Uganda 14 Mixed-methods study To explore how illiterate pregnant women perceive a maternal health mobile app that has tailored video and audio messages, appointment reminders, and call function. Ngo et al (2022) 69 Norway 268 Randomised clinical trial To investigate whether the MinSafeStart mobile app could affect nausea and vomiting-related symptoms, quality of life, and decisional conflict regarding nausea and vomiting treatment. Özkan Şat and Yaman Sözbir (2021) 70 Türkiye 376 Survey To examine the use of mobile apps by pregnant women in receiving health information, counselling, and health care during the COVID-19 pandemic and their distress levels during pregnancy. Perrenoud et al (2022) 71 Switzerland 50 (30 health-care professionals and 20 immigrant women) Socio-anthropological study To analyse how health and social care professionals (with a focus on community midwives and women) communicate between postpartum home visits with immediate message applications. Pflugeisen et al (2016) 103 USA 1058 women Observational study To implement and evaluate a novel model of prenatal care for low-risk pregnant women that intersperses in-person physician visits with nurse practitioner visits conducted via videoconference. Pillarisetti and Pillarisettiobe (2022) 105 India .. Descriptive study To empower people about various aspects of breast cancer and benign breast disease, explained in a simple, easy-to-understand format. Poulter et al (2022) 106 Australia 98 women Intervention study To establish patient satisfaction, the effect on maternal and neonatal outcomes, and resource use of a smartphone-based, remote blood glucose level monitoring platform with software surveillance in women with gestational diabetes compared with historical controls. Prasad (2018) 107 USA 43 women Intervention study To examine the efficacy of an electronic app to moderate symptoms of postpartum depression and improve postpartum wellbeing. Rajkhowa and Qaim (2022) 72 India 39 523 Survey To analyse associations between women's use of mobile phones and selected indices of female autonomy and empowerment. Riley and Paskova (2022) 73 New Zealand 5 In-depth interviews To propose a theoretical framework to understand women's use of menstrual tracking digital apps, and to apply it to the analysis of users' experiences in the management of premenstrual syndrome. Roh et al (2023) 74 USA 122 Randomised clinical trial To assess the feasibility and efficacy of the wMammogram intervention to undergo breast cancer screening compared with a control (educational brochure). Rollo et al (2020) 75 Australia 42 Randomised clinical trial To evaluate the feasibility, including recruitment, retention, preliminary efficacy, and acceptability, of the Body Balance Beyond eHealth intervention in women with previous gestational diabetes. Rotondi et al (2020) 108 209 countries included .. Evidence map and survey data To provide large-scale evidence that the expansion of mobile phones is associated with lower gender inequalities, higher contraceptive use, and lower maternal and child mortality, with bigger payoffs in the lowest-income countries. Sreehari and Pillai (2019) 110 UK 30 000 downloads Prospective observational study To evaluate the applicability of the BREXA mobile app. Shija et al (2021) 109 Tanzania 4500 women Prospective observational study To study the access to maternal health-care services with a digital MomCare wallet. Slomian et al (2017) 77 Belgium 349 questionnaire answers Survey Five main aims: (1) To evaluate the need for information after childbirth and the questions new mothers ask themselves. (2) To assess why and how women use the internet to meet their need of information. (3) To describe how the respondents evaluate the reliability of the information found. (4) To understand how the information found on the internet affects women's decision making. (5) To appreciate how health professionals react to the information found by the women. Singleton et al (2022) 76 Australia 160 Mixed-methods study To evaluate the reach, usefulness, and acceptability of, and factors influencing engagement with, a lifestyle-focused text message intervention to support women's mental and physical health after breast cancer treatment. Thompson et al (2020) 78 USA 51 Prospective observational study To examine the feasibility of a programme to help women with opioid-use disorder to meet their reproductive health needs by bringing services directly to them using community outreach educators and telehealth. Ure et al (2020) 81 UK 21 In-depth interviews To explore how women use and experience social media to self-manage their psychosocial needs and support self-management across the breast cancer continuum. Uscher-Pines et al (2019) 111 USA 72 women Longitudinal survey To assess tele-lactation visit characteristics and predictors of use. Wagg et al (2019) 79 UK 501 posts Qualitative study To document and describe the posts made within an online breastfeeding support group. Wang et al (2021) 112 Malawi 13 217 women Demographic and health survey To assess the role of exposure to family planning information by various mass media on the use of maternal health-care services. Webber et al (2020) 80 Tanzania 112 (31 womenand 43 health-care professionals) Focus group To improve maternal health and women's access to maternity care services. Willcox et al (2015) 113 Australia 15 women Focus groups and in-depth interviews To explore women's and health professionals' views regarding the use of technology to promote healthy pregnancy weight, providing nutrition and physical activity information and interventions. Yee et al (2022) 114 * USA 40 women Randomised clinical trial To evaluate the SweetMama user experience, feasibility, and acceptability. Zhang et al (2022) 82 China 1850 Retrospective observational study To investigate the use of maternal and child health apps among pregnant women and to explore associations with pregnancy outcomes. Data were synthesised and managed in clusters and we considered the maximum information from the same set of patients that could be concluded. The studies shown represents the report with the most patients reported. The study by Yee and colleagues 114 shown in the table reported the most patients. * Four reports were related to Yee and colleagues; 114 however, we merged all these references as they presented fragmented results from the randomised clinical trial.
Flow diagram of scoping review
Main characteristics of included studies
Data were synthesised and managed in clusters and we considered the maximum information from the same set of patients that could be concluded. The studies shown represents the report with the most patients reported. The study by Yee and colleagues 114 shown in the table reported the most patients.
Four reports were related to Yee and colleagues; 114 however, we merged all these references as they presented fragmented results from the randomised clinical trial.
Most studies covered maternal and sexual health, gynaecology, and reproductive health. 36 , 37 , 38 , 39 , 40 , 41 , 42 , 46 , 48 , 49 , 50 , 51 , 52 , 54 , 55 , 56 , 57 , 58 , 59 , 60 , 61 , 63 , 64 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 75 , 77 , 78 , 79 , 80 , 82 Other health areas of interest included psychiatric disorders and mental health, 44 , 48 , 51 , 53 , 62 , 70 oncology, 74 , 76 , 81 endocrinology, 43 , 64 , 75 surgery, 54 emergency medicine, 44 and physical wellbeing. 43 , 64
60 records (RFO 75·0%, 95% CI 64·1–84·0) emphasised how using DHTs would positively affect women's access to health services, result in increased self-care, or provide tailored self-monitoring systems to enable the acquisition of health-related interventions ( figure 2 ). 36 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 47 , 49 , 50 , 52 , 54 , 55 , 56 , 58 , 59 , 61 , 62 , 63 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 76 , 77 , 78 , 79 , 80 , 81 , 82 The evidence shows that digital technologies enhance access rates to screening programmes, prompt lifestyle changes, and improve women's attention to personal health matters. 38 , 47 , 74 , 75 , 76 , 82 Mathematical findings related to the effect of DHTs on women's health status are summarised in figure 2 and the appendix (pp 53–54) . Accordingly, 25 primary studies (RFO 42·5%, 95% CI 31·5–54·1; 215 442 women from multiple countries and regions) of the included studies stressed the positive effects of DHTs on maternal and gynaecological wellbeing and outcomes, influencing women's prepartum, intra-partum, or postpartum stages or breastfeeding. 1 , 2 , 3 , 4 , 5 , 6 , 7 , 11 , 13 , 14 , 15 , 16 , 17 , 19 , 20 , 21 , 22 , 23 , 24 , 25 , 27 , 28 , 29 , 30 , 31 , 32 , 33 , 34 , 36 , 38 , 39 , 40 , 41 , 43 , 53 , 57 , 58 , 62 , 63 , 65 , 67 , 68 , 70 , 71 , 73 , 74 , 75 , 76 , 77 , 79 , 80 , 81 , 82 , 84 , 85 , 88 , 89 , 90 , 91 , 92 , 93 , 94 , 95 , 118 , 119 , 120 Digital technologies were reported as useful for women seeking information about themselves or their baby, 46 , 49 , 57 , 63 , 75 medication use during pregnancy, 36 , 38 , 53 , 56 , 57 , 64 , 70 , 79 , 81 , 87 , 88 , 96 , 112 , 115 breastfeeding practices, 57 , 61 , 68 , 74 , 76 , 79 , 81 and labour. The effect of health technologies postpartum has been evaluated in six studies. 46 , 47 , 61 , 62 , 70 , 71 Immediate messaging apps (eg, WhatsApp and Viber) had a positive effect on postpartum communication with providers. 4 Figure 2 Findings related to the impact of DHTs on women's health status Summary of pooled proportions (with 95% CIs) for key clinical outcomes reported across included studies, including psychiatric effects, health access, medication use, and disease prevention. DHTs=digital health technologies. RFO=relative frequency of occurrence.
Findings related to the impact of DHTs on women's health status
Summary of pooled proportions (with 95% CIs) for key clinical outcomes reported across included studies, including psychiatric effects, health access, medication use, and disease prevention. DHTs=digital health technologies. RFO=relative frequency of occurrence.
DHTs were associated with mental health improvement, including psychological relief and satisfaction after use, mood improvement, sensations of happiness, fulfilment and pleasure, anxiety reduction, and overcoming depression (RFO 33·8%, 95% CI 23·6–45·2). 37 , 39 , 42 , 45 , 47 , 48 , 49 , 52 , 53 , 59 , 60 , 62 , 63 , 65 , 67 , 71 , 73 , 76 , 79 , 81 , 82 , 87 , 95 , 98 , 101 , 102 , 107 , 112 Studies note how DHTs decrease workload and negative work-related experiences. Reduced isolation and loneliness followed DHT use, and improved self-image. Conversely, five studies (RFO 6·2%, 95% CI 2·1–14·0) associated the use of DHTs with negative emotional burdens and psychological discomfort. 37 , 43 , 44 , 51 , 64
Three studies (3·8%; two from the UK and one from Germany) reported health outcomes associated with home-based medical termination of pregnancy. 37 , 42 , 59 Overall, the use of DHTs positively affected the care and health-related outcomes of women undergoing the process of pregnancy termination, either by providing access to a safe, legal, and environment-controlled intervention, or by providing emotional relief for individuals throughout the difficult process.
The appendix (pp 55–56) summarises the meta-analysis of term-based or content-based analysis regarding the use of DHTs on women's empowerment and gender equality. Positive improvements in women's empowerment and gender equality were primarily achieved with DHTs that provided access to resources (eg, financial, informational, skills, services, and social capital). A domain-specific display of the meta-analytical assessment is shown in figure 3 . Figure 3 Findings related to the impact of DHTs on women's empowerment and gender equality Proportions (with 95% CI) of studies describing benefits related to health education, autonomy, communication, household dynamics, and gender rights, as enabled with digital health interventions. DHTs=digital health technologies. RFO=relative frequency of occurrence.
Findings related to the impact of DHTs on women's empowerment and gender equality
Proportions (with 95% CI) of studies describing benefits related to health education, autonomy, communication, household dynamics, and gender rights, as enabled with digital health interventions. DHTs=digital health technologies. RFO=relative frequency of occurrence.
Overall, use of digital technologies directly affected women's empowerment and gender equality either as a skills acquisition system or as a health education portal or health literacy platform (RFO 83·8%, 95% CI 73·8–91·1). 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 49 , 50 , 51 , 52 , 53 , 54 , 55 , 56 , 57 , 59 , 60 , 62 , 63 , 64 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 75 , 76 , 77 , 78 , 79 , 80 , 81 , 82 , 87 , 88 , 92 , 93 , 95 , 96 , 97 , 99 , 101 , 102 , 104 , 105 , 108 , 109 , 110 , 111 , 112 , 113 , 114 , 117 DHT content improved understanding and engagement, and served as a long-term encouragement mechanism for health-related issues. 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 49 , 50 , 51 , 52 , 53 , 54 , 55 , 56 , 57 , 59 , 60 , 62 , 63 , 64 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 75 , 76 , 77 , 78 , 79 , 80 , 81 , 82 Use of DHTs increased women's communication with family and health-care providers (RFO 18·8%, 95% CI 10·9–29·0) 48 , 53 , 64 , 71 , 77 , 87 , 88 , 89 , 90 , 92 , 95 , 101 , 102 , 103 , 106 , 107 , 108 , 109 , 110 , 111 , 112 , 114 or improved finances (RFO 8·8%, 95% CI 3·6–17·2). 48 , 53 , 64 , 71 , 77 , 106 , 110 Finance-related outcomes included enhancing access to affordable health-care services, reducing medical costs, and increasing financial literacy for health-care expenses.
Women also reported that DHTs facilitated women's understanding of their rights, promoted actions against violence, and improved communication skills (RFO 10·0%, 95% CI 4·4–18·8). Improvement of household and community relationships was observed in 35 of the included primary studies (RFO 43·8%, 95% CI 32·7–55·3; figure 3 ), indicating that DHTs might be useful partner engagement systems and communication facilitators within the health-care apparatus. 48 , 53 , 64 , 71 , 77 , 88 , 89 , 90 , 92 , 95 , 102 , 103 , 108 , 109 , 110 , 112 , 114
Technology increased women's autonomy and enhanced their decision-making capacity in 38 studies (RFO 47·5, 95% CI 36·2–59·0) via ease of use, flexibility, security and confidentiality, ownership, and inclusiveness. 36 , 39 , 40 , 41 , 42 , 43 , 44 , 47 , 49 , 50 , 58 , 59 , 62 , 64 , 67 , 68 , 69 , 71 , 72 , 73 , 74 , 77 , 81 , 87 , 89 , 90 , 93 , 95 , 97 , 99 , 102 , 104 , 108 , 109 , 113 , 114 , 115 , 116 , 117 Women in many studies reported that digital resources helped them to feel in control, raised self-awareness, and promoted self-management of symptoms, particularly during consultations with staff. 36 , 39 , 40 , 41 , 42 , 43 , 44 , 47 , 49 , 50 , 58 , 59 , 64 , 67 , 68 , 69 , 71 , 72 , 73 , 74 , 77 , 81
Although women's empowerment via DHTs was evident, considerable barriers to access and use limit the applicability of such technologies. The barriers not only prevent women from comprehensively benefiting from DHTs, but might also manifest as negative effects resulting from DHT access and use. Therefore, the identified barriers could also be translated as negative effects in our analysis. Types of barrier identified, with respective RFO, and some examples among the included studies are given in the appendix (pp 57–60) . Our content analysis identified ten factors that hinder women's access to DHTs globally and 14 barriers that hinder the use of DHTs ( figure 4 ). These barriers (also viewed as negative effects to women) include privacy concerns, concern of violence, impersonality, and ownership or space restrictions. This range of barriers highlights the complex interplay between access, use, and the potential for negative outcomes. Detailed findings regarding factors influencing access to and use of DHTs by women is available in the appendix (pp 61–62) . Figure 4 Factors limiting access to or use of DHTs by women Barriers identified in the study that limit (A) access to or (B) use of DHTs by women are presented with RFOs. DHTs=digital health technologies. RFO=relative frequency of occurrence.
Factors limiting access to or use of DHTs by women
Barriers identified in the study that limit (A) access to or (B) use of DHTs by women are presented with RFOs. DHTs=digital health technologies. RFO=relative frequency of occurrence.
Discussion
Our findings suggest that use of various types of DHT shows promise for improving specific aspects of women's health. However, the extent of effectiveness varies across contexts and settings. These assessments suggest that DHTs positively improve outcomes related to gynaecology, obstetrics, psychiatry, nutritional intake, and longitudinal follow-up, 43 , 49 , 53 , 64 , 68 , 70 , 75 , 77 , 82 and promote physical activity. Notably, DHTs can empower women by providing access to resources and strengthening their communication skills with partners, family members, and health-care providers. 36 , 38 , 40 , 41 , 48 , 50 , 53 , 54 , 57 , 61 , 62 , 63 , 64 , 65 , 66 , 67 , 68 , 71 , 72 , 74 , 76 , 77 , 81 Generally, the findings show that DHTs help women to increase their autonomy by independent, safe, flexible, and confidential decision making.
Our findings suggest that DHTs can positively affect women's empowerment and promote gender equality in terms of clinical, social, cultural, and financial features. Recent statistics on the gender divide are worrying. Despite rapid technological advancement, LMICs still face challenges in offering equitable and supportive conditions to secure women's access to digital technologies. 121 Between 2019 and 2022, the gender parity score increased by only 0·02 points on a scale ranging from 0 to 1 (the closer to 1, the higher the gender parity achieved). 118 The literature also suggests that the digital gender gap between these two timepoints increased by 20 million, as the number refers only to the ratio of percentages. A score of 1 has been reached only in the Americas and in the small island developing states. 118 Several global-scale initiatives have recently tackled digital gender divide discrepancies. 122 , 123 To reduce access inequalities and provide universal and affordable access to technology systems in the lowest-income countries, as endorsed by the SDGs, global efforts should remain the focus of civil societies, policy makers, philanthropic organisations, and corporations.
The findings suggest that digital technologies increase access to medical specialties. Our scoping review shows that DHTs also increase the use of screening services and provide disease prevention advice and information about medical issues and conditions, particularly for socially vulnerable women. Various clinical trials suggest that DHTs might be useful in dermatology, psychiatry, rheumatology, and cardiology, particularly for women. 124 , 125 , 126 , 127
Our study revealed that the use of DHTs positively affected the care and health-related outcomes of women terminating their pregnancies, by providing access to a safe, legal, and controlled-environment intervention, or by providing emotional relief. 37 , 42 , 59 Use of DHTs in home-based medical pregnancy termination allows women to undergo a sensitive medical intervention in a discrete and comfortable environment. 128 , 129 This privacy might be crucial in locations where stigma or social barriers surrounding abortion access persist. 130 Accessibility encompasses geographical location, socioeconomic status, and legal restrictions. 131 Digital solutions could reach women in remote or underserved areas where services are scarce or inaccessible.
In our study, mobile health technologies 36 , 39 , 40 , 41 , 45 , 46 , 48 , 49 , 50 , 51 , 53 , 55 , 56 , 57 , 60 , 61 , 63 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 76 , 80 , 82 were cited more frequently than telehealth and telemedicine interventions 37 , 38 , 42 , 44 , 47 , 48 , 54 , 58 , 59 , 62 , 64 , 77 , 78 and social media platforms. 43 , 48 , 52 , 79 , 81 The findings align with recently reported data on the use of smartphone-based apps for the improvement of multi-illness conditions. 132 , 133 , 134 , 135 Other types of DHT could have an important role in women's health and should be listed as supplementary data ( appendix pp 61–62 ). As an example, the US Centers for Disease Control and Prevention stresses that more than 37% of adults in the USA used telemedical platforms in 2022, with higher rates of use among women (42·0% vs 37·0% of male users), non-Hispanic citizens (39·2% vs 32·8% of Hispanic consumers), and individuals with higher education (43·2% among adults with a college degree or higher vs 28·7% of those with less than a high-school diploma or general educational development certification). 136 Similarly, findings from Eurostat show that women used the internet more than men for seeking health information (68% of women vs 56% of men), making phone or video calls (75% of women vs 71% of men), and engaging in social networks (66% of women vs 62% of men). 137 The use of the Internet of Things and machine-learning techniques has increased for obesity management, pregnancy development, gynaecological and endocrinological calculations and performance evaluations, and oncology. 138 , 139 , 140 , 141 , 142 Therefore, we highlight that DHTs are increasingly becoming integrated into women's health management and their daily lives.
Our findings suggest that access to digital resources equips women to make informed decisions concerning their health, finances, and wellbeing, which enhances their agency and autonomy. Women gain power and control over their lives and acquire the ability to make strategic decisions by obtaining useful information from DHTs (health-related or finance-related, or other types), and increase their sense of social connectivity. 36 , 37 , 38 , 39 , 40 , 41 , 42 , 43 , 44 , 45 , 46 , 47 , 49 , 50 , 51 , 52 , 53 , 54 , 55 , 56 , 57 , 59 , 60 , 62 , 63 , 64 , 65 , 66 , 67 , 68 , 69 , 70 , 71 , 72 , 73 , 74 , 75 , 76 , 77 , 78 , 79 , 80 , 81 , 82 The empowerment of women through the use of DHTs goes beyond the acquisition of information and social connectivity. 48 , 53 , 64 , 71 , 77 Fostering digital inclusion and equitable access can realise and sustain women's empowerment in diverse settings by actively engaging women in decision making.
It is important to mention that incorporating women's empowerment and gender equality into medical research projects requires interdisciplinary collaboration and a robust theoretical framework in which context fluidity and content dependency are key. Researchers should be aware of singularities (eg, unique characteristics, social dynamics, and cultural contexts) when evaluating data from primary studies, as the interpretation of research findings can vary considerably according to the ideological perspectives of the researchers. 143 , 144 While theory-based discussions on women's empowerment and equality are crucial and initiate paradigm shifts, gender-based medicine focuses on tangible outcomes for better health-care delivery. 145 , 146
Our review identified a complex and broad array of barriers that hinder the access to and use of DHTs by women, reflecting the complexity of the existing challenges. Notably, financial challenges emerged as predominant barriers for both access to and use of DHTs by women. Therefore, costs associated with the purchase of devices or their maintenance (ie, phone carrier data plans or subscription to apps) are still crucial in the adoption of DHTs. In several scenarios, particularly for those living in LMICs, the elevated costs of devices, expensive data plans and internet access, high subscription fees for DHT services or smartphone apps, and costs linked with maintaining devices limit women's ability to access essential health services on digital platforms. These financial barriers not only decrease access, but also contribute to worsening of the digital divide and disparities in health outcomes, highlighting the need for initiatives and policies that address (or potentially reduce) the costs of DHTs, thereby promoting equitable access and use. Likewise, our review identified technological and logistical barriers, including poor digital infrastructure, geographical constraints, and the complexity of content, which might affect the use of these technologies in specific demographic groups or regions. 147 , 148 Aside from the aforementioned barriers, the interplay between privacy concerns and data stewardship also emerged as a relevant factor influencing women's access to and use of DHTs across the world. Privacy issues can be intensified by cultural norms and social dynamics where women are located, where digital activities might be monitored or controlled by household actors. Privacy has been associated in previous research with self-censorship and avoidance of the use of DHTs due to fear of exposure, social repercussions, or stigma, ultimately resulting in exacerbation of the gender digital divide. 149 Notably, these findings are not only obstacles to the use of and access to DHTs by women, but also indicate nascent challenges and detrimental effects directly arising from the use of DHTs. In summary, while DHTs are suggested to improve women's health considerably, multiple barriers to access and use require targeted interventions and policies to increase the potential of digital technologies. Overcoming the identified barriers requires institutional support and initiatives by non-governmental and multinational organisations, besides focused actions to facilitate professional and personal aid, educational reform, and socioeconomic support.
The panel lists potential actions to address the barriers observed in the included studies. The recommendations include expanded infrastructure, more data on women's access and the digital gender divide, affordability measures, education initiatives, legislation, and community-based interventions. These initiatives should consider socioeconomic and cultural factors with the goals of advancing women's equality and digital literacy, and alleviating the gender pay gap and digital divide. Only then can a truly connected digital world be achieved and gender eliminated as a predictor of health-care access and outcomes. Panel Potential actions for stakeholders To address the barriers observed in the included studies, affecting women's access to and use of digital health technologies (DHTs), stakeholders could consider the following:
Improving infrastructure, education, and community-based service provision
• Expanding digital infrastructure capacity and reach • Expanding service provision that is more attuned to the current needs of women • Launching digital literacy improvement initiatives • Promoting community-based educational interventions • Introducing educational reform and gender equality targets
Improving social awareness and enhancing data collection and evidence generation
• Obtaining more data related to women's access to technology and the digital health divide • Implementing media campaigns to show the effectiveness of multiple technologies in improving women's health-related outcomes • Launching a community-based movement to support DHT use
Enhancing policy design and sustainable community outcomes
• Creating social programmes and campaigns to enable women to acquire their devices at a lower cost • Highlighting the need for legislation to pursue gender equality in education • Calling for global dialogue on institutional, organisational, and educational reforms • Tackling the gender pay gap and providing socioeconomic relief • Facilitating the consideration of socioeconomic and cultural factors by relevant stakeholders, including academia, policy makers, non-governmental organisations, and organisations focusing on community interventions • Providing incentives to stimulate modern power grids investments that offer societal benefits
To address the barriers observed in the included studies, affecting women's access to and use of digital health technologies (DHTs), stakeholders could consider the following:
Improving infrastructure, education, and community-based service provision
• Expanding digital infrastructure capacity and reach • Expanding service provision that is more attuned to the current needs of women • Launching digital literacy improvement initiatives • Promoting community-based educational interventions • Introducing educational reform and gender equality targets
Expanding digital infrastructure capacity and reach
Expanding service provision that is more attuned to the current needs of women
Launching digital literacy improvement initiatives
Promoting community-based educational interventions
Introducing educational reform and gender equality targets
Improving social awareness and enhancing data collection and evidence generation
• Obtaining more data related to women's access to technology and the digital health divide • Implementing media campaigns to show the effectiveness of multiple technologies in improving women's health-related outcomes • Launching a community-based movement to support DHT use
Obtaining more data related to women's access to technology and the digital health divide
Implementing media campaigns to show the effectiveness of multiple technologies in improving women's health-related outcomes
Launching a community-based movement to support DHT use
Enhancing policy design and sustainable community outcomes
• Creating social programmes and campaigns to enable women to acquire their devices at a lower cost • Highlighting the need for legislation to pursue gender equality in education • Calling for global dialogue on institutional, organisational, and educational reforms • Tackling the gender pay gap and providing socioeconomic relief • Facilitating the consideration of socioeconomic and cultural factors by relevant stakeholders, including academia, policy makers, non-governmental organisations, and organisations focusing on community interventions • Providing incentives to stimulate modern power grids investments that offer societal benefits
Creating social programmes and campaigns to enable women to acquire their devices at a lower cost
Highlighting the need for legislation to pursue gender equality in education
Calling for global dialogue on institutional, organisational, and educational reforms
Tackling the gender pay gap and providing socioeconomic relief
Facilitating the consideration of socioeconomic and cultural factors by relevant stakeholders, including academia, policy makers, non-governmental organisations, and organisations focusing on community interventions
Providing incentives to stimulate modern power grids investments that offer societal benefits
This scoping review has several limitations. First, data summarisation involves biases associated with the primary authors’ writing style and interpretation of transcripts. Thus, the team included researchers from different academic backgrounds and with different areas of expertise. Further related to data summarisation, our thematic and lexical analyses relied on a hand-coding process, which permitted a detailed, nuanced, and context-specific interpretation, but missed the opportunity to utilise advanced computational methods (eg, natural language processing techniques, including Latent Dirichlet allocation and other modelling approaches). However, we emphasise that this decision was made to guarantee rigorous and detailed assessment within the constraints of the included resources. Second, we would like to stress that the summarisation methodology used is inherently versatile, culturally sustaining and inclusive, and multidisciplinary, but might be reliant on subjective reflections or inferences made by researchers involved in the primary analysis. Therefore, this study does not always rely on exclusively direct evidence and was conceptualised to report the researcher's reflections and inferences from textual components described among the included studies. Notably, the projected reflections reported by our team offer valuable insights into the potential benefits and risks related to DHTs, which are not always empirically proven outcomes. Third, social sciences compile data and outcomes qualitatively and descriptively; medicine quantifies and creates cause–consequence patterns. 150 , 151 Combining these data requires a team of experts who are willing to work with different knowledge structures. Fourth, the potential over-representation of women who use DHTs from HICs could serve as a limitation. Uneven demographic distributions also lead to the under-representation of women of colour, for whom socioeconomic background might already be a barrier to access. Lastly, the outcomes were limited by the heterogeneity and quality of the evidence expected by our research team using a defined data-extraction framework. This framework somewhat narrowed the assessment focus, but this limitation was counterbalanced by the depth of concepts raised in the approach.