1
|
Liu S, Ma J, Sun M, Zhang C, Gao Y, Xu J. Mapping the Landscape of Digital Health Intervention Strategies: 25-Year Synthesis. J Med Internet Res 2025; 27:e59027. [PMID: 39804697 PMCID: PMC11773286 DOI: 10.2196/59027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Revised: 07/03/2024] [Accepted: 11/30/2024] [Indexed: 01/30/2025] Open
Abstract
BACKGROUND Digital health interventions have emerged as promising tools to promote health behavior change and improve health outcomes. However, a comprehensive synthesis of strategies contributing to these interventions is lacking. OBJECTIVE This study aims to (1) identify and categorize the strategies used in digital health interventions over the past 25 years; (2) explore the differences and changes in these strategies across time periods, countries, populations, delivery methods, and senders; and (3) serve as a valuable reference for future researchers and practitioners to improve the effectiveness of digital health interventions. METHODS This study followed a systematic review approach, complemented by close reading and text coding. A comprehensive search for published English academic papers from PubMed, Web of Science, and Scopus was conducted. The search employed a combination of digital health and intervention-related terms, along with database-specific subject headings and filters. The time span covered 25 years, from January 1, 1999, to March 10, 2024. Sample papers were selected based on study design, intervention details, and strategies. The strategies were identified and categorized based on the principles of Behavior Change Techniques and Behavior Strategies. RESULTS A total of 885 papers involving 954,847 participants met the eligibility criteria. We identified 173 unique strategies used in digital health interventions, categorized into 19 themes. The 3 most frequently used strategies in the sample papers were "guide" (n=492, 55.6%), "monitor" (n=490, 55.4%), and "communication" (n=392, 44.3%). The number of strategies employed in each paper ranged from 1 to 32. Most interventions targeted clients (n=844, 95.4%) and were carried out in hospitals (n=268, 30.3%). High-income countries demonstrated a substantially higher number and diversity of identified strategies than low- and middle-income countries, and the number of studies targeting the public (n=647, 73.1%) far exceeded those focusing on vulnerable groups (n=238, 26.9%). CONCLUSIONS Digital health interventions and strategies have undergone considerable development over the past 25 years. They have evolved from simple approaches to sophisticated, personalized techniques and are trending toward multifaceted interventions, leveraging advanced technologies for real-time monitoring and feedback. Future studies should focus on rigorous evaluations, long-term effectiveness, and tailored approaches for diverse populations, and more attention should be given to vulnerable groups.
Collapse
Affiliation(s)
- Shiyu Liu
- School of Public Health, Xi'an Jiaotong University, Xi'an, China
| | - Jingru Ma
- School of Public Health, Xi'an Jiaotong University, Xi'an, China
| | - Meichen Sun
- School of Public Health, Xi'an Jiaotong University, Xi'an, China
| | - Chao Zhang
- School of Pharmacy, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yujing Gao
- School of Journalism and Cultural Communication, Zhongnan University of Economics and Law, Wuhan, China
| | - Jinghong Xu
- School of Journalism and Communication, Beijing Normal University, Beijing, China
- The International College, Krirk University, Bangkok, Thailand
| |
Collapse
|
2
|
Adu M, Banire B, Dockrill M, Ilie A, Lappin E, McGrath P, Munro S, Myers K, Obuobi-Donkor G, Orji R, Pillai Riddell R, Wozney L, Yisa V. Centering equity, diversity, and inclusion in youth digital mental health: findings from a research, policy, and practice knowledge exchange workshop. Front Digit Health 2024; 6:1449129. [PMID: 39544986 PMCID: PMC11560888 DOI: 10.3389/fdgth.2024.1449129] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Accepted: 10/02/2024] [Indexed: 11/17/2024] Open
Abstract
Background Youth mental health service organizations continue to rapidly broaden their use of virtual care and digital mental health interventions as well as leverage artificial intelligence and other technologies to inform care decisions. However, many of these digital services have failed to alleviate persistent mental health disparities among equity-seeking populations and in some instances have exacerbated them. Transdisciplinary and intersectional knowledge exchange is greatly needed to address structural barriers to digital mental health engagement, develop and evaluate interventions with historically underserved communities, and ultimately promote more accessible, useful, and equitable care. Methods To that end, the Digital, Inclusive, Virtual, and Equitable Research Training in Mental Health Platform (DIVERT), the Maritime Strategy for Patient Oriented Research (SPOR) SUPPORT (Support for People and Patient-Oriented Research and Trials) Unit and IWK Mental Health Program invited researchers, policymakers, interprofessional mental health practitioners, trainees, computer scientists, health system administrators, community leaders and youth advocates to participate in a knowledge exchange workshop. The workshop aimed to (a) highlight local research and innovation in youth-focused digital mental health services; (b) learn more about current policy and practice issues in inclusive digital mental health for youth in Canada, (c) participate in generating action recommendations to address challenges to inclusive, diverse and equitable digital mental health services, and (d) to synthesize cross-sector feedback to inform future training curriculum, policy, strategic planning and to stimulate new lines of patient-oriented research. Results Eleven challenge themes emerged related to white-colonial normativity, lack of cultural humility, inaccessibility and affordability of participating in the digital world, lack of youth and community involvement, risks of too much digital time in youth's lives, and lack of scientific evidence derived from equity-deserving communities. Nine action recommendations focused on diversifying research and development funding, policy and standards, youth and community led promotion, long-term trust-building and collaboration, and needing to callout and advocate against unsafe digital services and processes. Conclusion Key policy, training and practice implications are discussed.
Collapse
Affiliation(s)
- Medard Adu
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Bilikis Banire
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- Department of Computer Science, Dalhousie University, Halifax, NS, Canada
| | - Mya Dockrill
- Department of Psychology, Dalhousie University, Halifax, NS, Canada
| | - Alzena Ilie
- Department of Psychology, Dalhousie University, Halifax, NS, Canada
| | | | - Patrick McGrath
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- Centre for Research in Family Health, Halifax, NS, Canada
| | - Samantha Munro
- Department of Psychology, Acadia University, Wolfville, NS, Canada
| | - Kady Myers
- Mental Health and Addictions, Nova Scotia Health, Halifax, NS, Canada
| | | | - Rita Orji
- Department of Computer Science, Dalhousie University, Halifax, NS, Canada
| | | | - Lori Wozney
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- Centre for Research in Family Health, Halifax, NS, Canada
- Mental Health and Addictions, IWK Health, Halifax, NS, Canada
| | - Victor Yisa
- Department of Computer Science, Dalhousie University, Halifax, NS, Canada
| |
Collapse
|
3
|
Silva ASCPD, Furtado LAC, Tofani LFN, Bigal AL, Bragagnolo LM, Vieira ADCS, Lima CL, Oliveira LB, Chioro A. Mental health care measures and innovations to cope with COVID-19: an integrative review. CIENCIA & SAUDE COLETIVA 2024; 29:e06532023. [PMID: 39140548 DOI: 10.1590/1413-81232024298.06532023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 09/01/2023] [Indexed: 08/15/2024] Open
Abstract
This integrative review aims to identify the mental health care measures that were produced during the COVID-19 pandemic. This research was conducted on three databases (SciELO, PubMed, and LILACS) with the following descriptors in Portuguese, English, and Spanish: "SAÚDE MENTAL" or "SALUD MENTAL" or "MENTAL HEALTH" AND "COVID-19" from 2020 to 2021. In total, 3,451 articles were found, 43 of which were analyzed. Most measures were digital, stemmed from public institutions, focused on the local perspective, and were integrated with the public health care system. This study discusses the models of care in mental health based on measures to cope with the COVID-19 pandemic. It also discusses the Brazilian health care system, reiterating its resilience. In conclusion, digital measures occurred most often. This study suggest the evaluation of the accessibility of this mental health care model for most vulnerable groups. Finally, this research reinforces the importance of the Brazilian health care system for public health and access to information to cope with the COVID-19 pandemic.
Collapse
Affiliation(s)
| | | | | | - André Luiz Bigal
- Universidade Federal de São Paulo. R. Botucatu 740, Vila Clementino. 04023-062 São Paulo SP Brasil.
| | - Larissa Maria Bragagnolo
- Universidade Federal de São Paulo. R. Botucatu 740, Vila Clementino. 04023-062 São Paulo SP Brasil.
| | | | - Carolina Loyelo Lima
- Universidade Federal de São Paulo. R. Botucatu 740, Vila Clementino. 04023-062 São Paulo SP Brasil.
| | - Letícia Bucioli Oliveira
- Universidade Federal de São Paulo. R. Botucatu 740, Vila Clementino. 04023-062 São Paulo SP Brasil.
| | - Arthur Chioro
- Universidade Federal de São Paulo. R. Botucatu 740, Vila Clementino. 04023-062 São Paulo SP Brasil.
| |
Collapse
|
4
|
Schulte MH, Boumparis N, Kleiboer A, Wind TR, Olff M, Huizink AC, Riper H. The effectiveness of a mobile intervention to reduce young adults' alcohol consumption to not exceed low-risk drinking guidelines. Front Digit Health 2022; 4:1016714. [PMID: 36561923 PMCID: PMC9763894 DOI: 10.3389/fdgth.2022.1016714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2022] [Accepted: 11/08/2022] [Indexed: 12/12/2022] Open
Abstract
Background Young adults' drinking habits often exceed low-risk drinking guidelines. As young adults show increased access, use, and interest in personalized content related to physical and mental well-being, mobile applications might be a suitable tool to reach this target group. This study investigates the effectiveness of "Boozebuster", a self-guided mobile application incorporating various therapeutic principles to reduce young adults' alcohol consumption to not exceeding low-risk drinking guideline levels, compared to an educational website condition. Method Young adults aged 18-30 wanting to reduce their alcohol consumption entered a two-arm, parallel-group RCT. There were no minimum drinking severity inclusion criteria. Primary outcomes included alcohol consumption quantity and frequency. Secondary outcomes included binge drinking frequency and alcohol-related problem severity. Baseline, 6-week postbaseline, and 3-month post-baseline assessments were analyzed using linear mixed model analyses. Sex, treatment adherence, experienced engagement and motivation to change alcohol use behavior were investigated as moderators. Sub-group analyses contained problem drinkers and binge drinkers. Results 503 participants were randomized to the intervention or control condition. Results showed no intervention effects on primary or secondary outcomes compared to the control group. Both groups showed within-group reductions on all outcomes. Sub-group analyses in problem drinkers or binge drinkers showed similar results. Motivation to change drinking behavior and experienced engagement with the application significantly moderated the intervention effect regarding the quantity or frequency of alcohol consumption, respectively. Exploratory analyses showed that participants who indicated they wanted to change their drinking patterns during the initial PNF/MI module showed a significantly greater reduction in drinking quantity compared to those who indicated not wanting to change their drinking patterns. Conclusion The intervention group did not show a greater reduction in alcohol-related outcomes compared to the control group, but both groups showed a similar decrease. Potential explanations include similar effectiveness of both condition due to using a minimal active control in participants predominantly in the action stage of motivation to change. Future research should further explore the effectiveness of using mobile application to reduce young adults' drinking behavior to not exceed low-risk drinking guideline levels and identify factors that motivate participants to engage with such an intervention.
Collapse
Affiliation(s)
- Mieke H.J. Schulte
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, Netherlands
| | - Nikolaos Boumparis
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, Netherlands
| | - Annet Kleiboer
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, Netherlands
| | - Tim R. Wind
- Foundation Centrum ‘45, partner in Arq Psychotrauma Expert Group, Diemen, Netherlands
- Arq Psychotrauma Expert Group, Diemen, Netherlands
| | - Miranda Olff
- Arq Psychotrauma Expert Group, Diemen, Netherlands
- Department of Psychiatry, Amsterdam University Medical Centers Location AMC, Amsterdam Public Health, Amsterdam, Netherlands
| | - Anja C. Huizink
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, Netherlands
| | - Heleen Riper
- Department of Clinical, Neuro and Developmental Psychology, Amsterdam Public Health Research Institute, Vrije Universiteit, Amsterdam, Netherlands
- Department of Psychiatry, Amsterdam UMC-VUmc, Vrije Universiteit, Amsterdam, Netherlands
| |
Collapse
|
5
|
Shan Y, Ji M, Xie W, Li R, Qian X, Zhang X, Hao T. Interventions in Chinese Undergraduate Students' Mental Health: Systematic Review. Interact J Med Res 2022; 11:e38249. [PMID: 35704383 PMCID: PMC9244660 DOI: 10.2196/38249] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 05/16/2022] [Accepted: 05/27/2022] [Indexed: 12/08/2022] Open
Abstract
BACKGROUND Over 30% of university students from 8 countries were afflicted with mental distress according to a World Health Organization survey. Undergraduate students in increasing numbers in China have also been reported to suffer from different mental problems. Various psychological distresses significantly impact their academic and daily life, thereby causing role impairments and unsatisfactory academic achievements. While the prevalence of, diverse underlying factors for, and interventions of social support in college students' mental health have extensively been investigated in China, there is no study exclusively focusing on the impact of interventions on their psychological well-being. OBJECTIVE The aim of this review was to identify and synthesize the interventions in the mental health concerns of Chinese undergraduate students studying in China reported in the literature to inform educational authorities, college and university management, students' affairs counselors, and mental health providers. METHODS We performed a systematic review and reported the research findings of previous studies according to the protocol of the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 statement. First, based on the predefined search strategy, keyword searches were performed in the PubMed and ProQuest databases to retrieve relevant studies. Subsequently, we screened the candidate articles based on predefined inclusion and exclusion criteria. Finally, we analyzed the included papers for qualitative synthesis. RESULTS We retrieved a total of 675 studies from the PubMed and ProQuest databases using the search strategy on March 15, 2022. Among these candidate studies, 15 that were not written in English, 76 duplicates, and 149 studies of other document types were removed before screening. An additional 313 studies were excluded in the screening process, with 73 articles ruled out for being not relevant to interventions, not related to mental health, or not focused on undergraduate students in the full-text review. As a result, 49 papers were eligible and included in this systematic review. In the qualitative synthesis, we divided the interventions reported in the selected studies into two categories: (1) social support from government authorities, university authorities, students' affairs counselors and teachers, family members, health care authorities and professionals, and the media (various online platforms), and (2) various coping strategies adopted by undergraduate students themselves. We identified further research on mental health interventions that may be delivered by digital medical platforms, conversational agents (eg, chatbots), and researchers. CONCLUSIONS This was the first systematic review of interventions to address the mental health concerns of Chinese undergraduate students studying in China. The categorization of reported interventions and the identification of new intervention channels can effectively inform stakeholders. Interventions for undergraduate students' mental health is a research topic worth further investigation.
Collapse
Affiliation(s)
- Yi Shan
- School of Foreign Studies, Nantong University, Nantong, China
| | - Meng Ji
- School of Languages and Cultures, University of Sydney, Sydney, Australia
| | - Wenxiu Xie
- Department of Computer Science, City University of Hong Kong, Hong Kong, China
| | - Rongying Li
- School of Artificial Intelligence, South China Normal University, Guangzhou, China
| | - Xiaobo Qian
- School of Computer Science, South China Normal University, Guangzhou, China
| | - Xiaomin Zhang
- Department of Linguistics, Macquarie University, Sydney, Australia
| | - Tianyong Hao
- School of Computer Science, South China Normal University, Guangzhou, China
| |
Collapse
|
6
|
Minian N, Saiva A, Gayapersad A, Dragonetti R, Proulx C, Debergue P, Lecce J, Hussain S, Desjardins E, Selby P. The development and usability of a video game to attenuate pandemic-related stress using an equity lens. JMIR Form Res 2022; 6:e36820. [PMID: 35413001 PMCID: PMC9136657 DOI: 10.2196/36820] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 03/28/2022] [Accepted: 03/30/2022] [Indexed: 11/20/2022] Open
Abstract
Background The emergence of the novel coronavirus (COVID-19) has introduced additional pressures on an already fragile mental health care system due to a significant rise in depression, anxiety, and stress among Canadians. Although cognitive behavioral therapy (CBT) is known to be an efficacious treatment to reduce such mental health issues, few people have access to CBT in an engaging and sustainable manner. To address this gap, a collaboration between the Centre for Addiction and Mental Health (CAMH) and the National Research Council of Canada (NRC) developed CBT-based self-led, online, clinician-tested modules in the form of a video game, named Legend of Evelys, and evaluated its usability in the attenuation of a COVID-19–related increase in stress. Objective We here present the conceptualization and design of new self-care modules in the form of a video game, its implementation in a technological infrastructure, and inclusivity and privacy considerations that informed the development. A usability study of the modules was performed to assess the video game’s usability, user engagement, and user perceptions. Methods The development of the video game involved establishment of a technology infrastructure for secure implementation of the software for the modules and a clinician-led assessment of the clinical utility of these modules through two “whiteboard” sessions. The usability study was informed by a mixed methods sequential explanatory design to evaluate the intervention of the mobile app through two distinct phases: quantitative data collection using in-app analytics data and two surveys, followed by qualitative data collection by semistructured interviews. Results A total of 32 participants trialed the app for 2 weeks. They used the video game an average of six times and rated the game as “good” based on the Systems Usability Scale score. In terms of stress reduction, the study demonstrated a significant difference in the participants’ Perceived Stress Scale score at baseline (mean 22.14, SD 6.187) compared with that at the 2-week follow-up (mean 18.04, SD 6.083; t27=3.628, P=.001). Qualitative interviews helped participants identify numerous functionality issues and provided specific recommendations, most of which were successfully integrated into the video game for future release. Conclusions Through this collaboration, we have established that it is possible to incorporate CBT exercises into a video game and have these exercises adopted to address stress. While video games are a promising strategy to help people with their stress and anxiety, there is a further need to examine the real-world effectiveness of the Legend of Evelys in reducing anxiety.
Collapse
Affiliation(s)
- Nadia Minian
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA.,Department of Family and Community Medicine, University of Toronto, Toronto, CA.,Campbell Family Mental Health Research Institute, University of Toronto, Toronto, CA.,Institute of Medical Science, University of Toronto, Toronto, CA
| | - Anika Saiva
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA
| | - Allison Gayapersad
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA
| | - Rosa Dragonetti
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA.,Department of Family and Community Medicine, University of Toronto, Toronto, CA
| | - Catherine Proulx
- Medical Devices Research Centre, National Research Council Canada, Boucherville, CA
| | - Patricia Debergue
- Medical Devices Research Centre, National Research Council Canada, Boucherville, CA
| | - Julia Lecce
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA
| | - Sarwar Hussain
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA
| | - Eric Desjardins
- Medical Devices Research Centre, National Research Council Canada, Boucherville, CA
| | - Peter Selby
- Nicotine Dependence Services, Centre for Addiction and Mental Health, 1025 Queen St W, Toronto, CA.,Department of Family and Community Medicine, University of Toronto, Toronto, CA.,Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, CA.,Department of Psychiatry, University of Toronto, Toronto, CA.,Dalla Lana School of Public Health, University of Toronto, Toronto, CA
| |
Collapse
|