{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,17]],"date-time":"2026-10-17T02:47:56Z","timestamp":1792205276957,"version":"4.4.0"},"reference-count":42,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Ment Health"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Digital mental health technologies (DMHTs) are becoming more widely available and are seen as having the potential to improve the quality of mental health care. However, conversations around the potential impact of DMHTs can be impacted by a lack of focus on the types of technologies that are available. Several frameworks that could apply to DMHTs are available, but they have not been developed with comprehensive methods and have limitations.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>To address limitations with current frameworks, we aimed to identify existing literature on the categorization of DMHTs, to explore challenges with categorizing DMHTs for specific purposes, and to develop a new conceptual framework.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>We used an iterative approach to develop the framework. First, we completed a rapid review of the literature to identify studies that provided domains that could be used to categorize DMHTs. Second, findings from this review and associated issues were discussed by an expert working group, including professionals from a wide range of relevant settings. Third, we synthesized findings to develop a new conceptual framework.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The rapid review identified 3603 unique results, and hand searching identified another 3 potentially relevant papers. Of these, 24 papers were eligible for inclusion, which provided 10 domains to categorize DMHTs. The expert working group proposed a broad framework and based on the findings of the review and group discussions, we developed a new conceptual framework with 8 domains that represent important characteristics of DMHTs. These 8 domains are population, setting, platform or system, purpose, type of approach, human interaction, human responsiveness, and functionality.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>This conceptual framework provides a structure for various stakeholders to define the key characteristics of DMHTs. It has been developed with more comprehensive methods than previous attempts with similar aims. The framework can facilitate communication within the field and could undergo further iteration to ensure it is appropriate for specific purposes.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/63484","type":"journal-article","created":{"date-parts":[[2025,2,19]],"date-time":"2025-02-19T11:16:11Z","timestamp":1739963771000},"page":"e63484-e63484","source":"Crossref","is-referenced-by-count":20,"title":["Toward a New Conceptual Framework for Digital Mental Health Technologies: Scoping Review"],"prefix":"10.2196","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6860-7277","authenticated-orcid":false,"given":"Gareth","family":"Hopkin","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-4559-6450","authenticated-orcid":false,"given":"Holly","family":"Coole","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-1436-1274","authenticated-orcid":false,"given":"Francesca","family":"Edelmann","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8055-3873","authenticated-orcid":false,"given":"Lynda","family":"Ayiku","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-0684-4498","authenticated-orcid":false,"given":"Richard","family":"Branson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9152-2127","authenticated-orcid":false,"given":"Paul","family":"Campbell","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8379-6304","authenticated-orcid":false,"given":"Sophie","family":"Cooper","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7909-3769","authenticated-orcid":false,"given":"Mark","family":"Salmon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2025,2,19]]},"reference":[{"issue":"4","key":"R1","doi-asserted-by":"publisher","DOI":"10.1016\/S2589-7500(21)00045-5","article-title":"Digital tools for mental health in a crisis","volume":"3","author":"The Lancet Digital Health","journal-title":"Lancet Digit Health"},{"issue":"10","key":"R2","doi-asserted-by":"publisher","first-page":"845","DOI":"10.1016\/S2215-0366(18)30296-7","article-title":"Identifying research priorities for digital technology in mental health care: results of the James Lind Alliance Priority Setting Partnership","volume":"5","author":"Hollis","journal-title":"Lancet Psychiatry"},{"issue":"1","key":"R3","doi-asserted-by":"publisher","DOI":"10.1136\/bmjment-2023-300670","article-title":"Digital mental health: challenges and next steps","volume":"26","author":"Smith","journal-title":"BMJ Ment Health"},{"key":"R4","unstructured":"Medicines & Healthcare products Regulatory Agency. Crafting an intended purpose in the context of software as a medical device (SaMD). GOV.UK. 2023. URL: https:\/\/www.gov.uk\/government\/publications\/crafting-an-intended-purpose-in-the-context-of-software-as-a-medical-device-samd\/crafting-an-intended-purpose-in-the-context-of-software-as-a-medical-device-samd [Accessed 21-06-2024]"},{"key":"R5","doi-asserted-by":"publisher","DOI":"10.1177\/20552076241293313","article-title":"Considerations for regulation and evaluation of digital mental health technologies","volume":"10","author":"Hopkin","journal-title":"Digit Health"},{"key":"R6","unstructured":"Medicines & Healthcare products Regulatory Agency. Guidance for manufacturers on reporting adverse incidents involving software as a medical device under the vigilance system. GOV.UK. 2023. URL: https:\/\/www.gov.uk\/government\/publications\/reporting-adverse-incidents-involving-software-as-a-medical-device-under-the-vigilance-system\/guidance-for-manufacturers-on-reporting-adverse-incidents-involving-software-as-a-medical-device-under-the-vigilance-system [Accessed 21-06-2024]"},{"issue":"1","key":"R7","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-022-00668-9","article-title":"Regulatory considerations to keep pace with innovation in digital health products","volume":"5","author":"Torous","journal-title":"NPJ Digit Med"},{"issue":"1","key":"R8","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2019.19325","article-title":"Limitations of meta-analyses of studies with high heterogeneity","volume":"3","author":"Imrey","journal-title":"JAMA Netw Open"},{"issue":"4","key":"R9","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1007\/s40273-022-01130-0","article-title":"Economic evaluation of digital health interventions: methodological issues and recommendations for practice","volume":"40","author":"Gomes","journal-title":"Pharmacoeconomics"},{"key":"R10","unstructured":"Software as a medical device: possible framework for risk categorisation and corresponding considerations. International Medical Device Regulators Forum. 2014. URL: https:\/\/www.imdrf.org\/sites\/default\/files\/docs\/imdrf\/final\/technical\/imdrf-tech-140918-samd-framework-risk-categorization-141013.pdf [Accessed 28-01-2025]"},{"key":"R11","unstructured":"Evidence standards framework (ESF) for digital health technologies. National Institute of Health and Care Excellence. 2022. URL: https:\/\/www.nice.org.uk\/about\/what-we-do\/our-programmes\/evidence-standards-framework-for-digital-health-technologies [Accessed 21-06-2024]"},{"key":"R12","unstructured":"What we do. GMDN Agency. 2023. URL: https:\/\/www.gmdnagency.org\/what-we-do\/ [Accessed 21-06-2024]"},{"key":"R13","unstructured":"EMDN codes. European Commission. 2024. URL: https:\/\/webgate.ec.europa.eu\/udi-helpdesk\/en\/other-relevant-information\/emdn-codes.html [Accessed 21-06-2024]"},{"key":"R14","doi-asserted-by":"publisher","DOI":"10.3233\/SHTI220545","article-title":"Classification of digital mental health interventions: a rapid review and framework proposal","volume":"294","author":"Gagnon","journal-title":"Stud Health Technol Inform"},{"issue":"1","key":"R15","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3310\/RCTI6942","article-title":"Digital interventions in mental health: evidence syntheses and economic modelling","volume":"26","author":"Gega","journal-title":"Health Technol Assess"},{"issue":"1","key":"R16","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-020-00339-7","article-title":"Preventive digital mental health interventions for children and young people: a review of the design and reporting of research","volume":"3","author":"Bergin","journal-title":"NPJ Digit Med"},{"issue":"1","key":"R17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.diii.2022.11.004","article-title":"Artificial intelligence in diagnostic and interventional radiology: where are we now?","volume":"104","author":"Boeken","journal-title":"Diagn Interv Imaging"},{"issue":"1","key":"R18","doi-asserted-by":"publisher","DOI":"10.1186\/s13643-022-02011-5","article-title":"Paper 2: performing rapid reviews","volume":"11","author":"King","journal-title":"Syst Rev"},{"key":"R19","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.n71","article-title":"The PRISMA 2020 statement: an updated guideline for reporting systematic reviews","volume":"372","author":"Page","journal-title":"BMJ"},{"key":"R20","doi-asserted-by":"publisher","DOI":"10.7717\/peerj.13111","article-title":"Effectiveness of digital mental health interventions for university students: an umbrella review","volume":"10","author":"Harith","journal-title":"PeerJ"},{"issue":"1","key":"R21","doi-asserted-by":"publisher","first-page":"e89","DOI":"10.1016\/S2589-7500(24)00215-2","article-title":"Building robust, proportionate, and timely approaches to regulation and evaluation of digital mental health technologies","volume":"7","author":"Hopkin","journal-title":"Lancet Digit Health"},{"key":"R22","doi-asserted-by":"publisher","DOI":"10.1017\/SJP.2022.2","article-title":"What is the current and future status of digital mental health interventions?","volume":"25","author":"Ba\u00f1os","journal-title":"Span J Psychol"},{"issue":"1","key":"R23","doi-asserted-by":"publisher","DOI":"10.2196\/12599","article-title":"Technological state of the art of electronic mental health interventions for major depressive disorder: systematic literature review","volume":"22","author":"Burger","journal-title":"J Med Internet Res"},{"issue":"3","key":"R24","doi-asserted-by":"publisher","first-page":"302","DOI":"10.1177\/10398562231169365","article-title":"Integrating digital interventions with clinical practice in youth mental health services","volume":"31","author":"Cross","journal-title":"Australas Psychiatry"},{"issue":"4","key":"R25","doi-asserted-by":"publisher","first-page":"422","DOI":"10.1097\/YCO.0000000000000614","article-title":"Digital interventions in adult mental healthcare settings: recent evidence and future directions","volume":"33","author":"D\u00fclsen","journal-title":"Curr Opin Psychiatry"},{"issue":"6","key":"R26","doi-asserted-by":"publisher","DOI":"10.2196\/24668","article-title":"Ethics and law in research on algorithmic and data-driven technology in mental health care: scoping review","volume":"8","author":"Gooding","journal-title":"JMIR Ment Health"},{"issue":"2","key":"R27","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1038\/s44159-021-00003-1","article-title":"An overview of and recommendations for more accessible digital mental health services","volume":"1","author":"Lattie","journal-title":"Nat Rev Psychol"},{"issue":"2","key":"R28","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1080\/17437199.2023.2185654","article-title":"Effects of digital health interventions on the psychological outcomes of perinatal women: umbrella review of systematic reviews and meta-analyses","volume":"18","author":"Lau","journal-title":"Health Psychol Rev"},{"issue":"1","key":"R29","doi-asserted-by":"publisher","DOI":"10.1186\/s12889-023-15302-w","article-title":"Digital technologies for mental health improvements in the COVID-19 pandemic: a scoping review","volume":"23","author":"Li","journal-title":"BMC Public Health"},{"key":"R30","doi-asserted-by":"publisher","DOI":"10.2196\/44681","article-title":"Factors affecting digital tool use in client interaction according to mental health professionals: interview study","volume":"10","author":"Lukka","journal-title":"JMIR Hum Factors"},{"key":"R31","unstructured":"Mental health, technology and you. Mental Health Commission of Canada. 2020. URL: https:\/\/mentalhealthcommission.ca\/wp-content\/uploads\/2021\/05\/MHCC-Companion-Product_EN_1.pdf [Accessed 28-01-2025]"},{"issue":"6","key":"R32","doi-asserted-by":"publisher","first-page":"677","DOI":"10.1176\/appi.ps.202000561","article-title":"Banbury Forum consensus statement on the path forward for digital mental health treatment","volume":"72","author":"Mohr","journal-title":"Psychiatr Serv"},{"key":"R33","doi-asserted-by":"publisher","DOI":"10.21037\/mhealth.2018.05.04","article-title":"Digital apothecaries: a vision for making health care interventions accessible worldwide","volume":"4","author":"Mu\u00f1oz","journal-title":"Mhealth"},{"key":"R34","unstructured":"The role of technology in mental healthcare. Nuffield Council on Bioethics. 2022. URL: https:\/\/www.nuffieldbioethics.org\/publication\/the-role-of-technology-in-mental-healthcare\/ [Accessed 05-02-2025]"},{"issue":"5","key":"R35","doi-asserted-by":"publisher","DOI":"10.2196\/35159","article-title":"Digital health interventions for delivery of mental health care: systematic and comprehensive meta-review","volume":"9","author":"Philippe","journal-title":"JMIR Ment Health"},{"key":"R36","doi-asserted-by":"publisher","DOI":"10.21037\/mhealth-23-6","article-title":"Updated taxonomy of digital mental health interventions: a conceptual framework","volume":"9","author":"Pineda","journal-title":"Mhealth"},{"key":"R37","doi-asserted-by":"publisher","DOI":"10.3389\/fdgth.2022.1003181","article-title":"Systematic assessment of the quality and integrity of popular mental health smartphone apps using the American Psychiatric Association\u2019s app evaluation model","volume":"4","author":"Rickard","journal-title":"Front Digit Health"},{"issue":"1","key":"R38","doi-asserted-by":"publisher","DOI":"10.1186\/s13643-023-02241-1","article-title":"The impact of technology systems and level of support in digital mental health interventions: a secondary meta-analysis","volume":"12","author":"Sasseville","journal-title":"Syst Rev"},{"issue":"8","key":"R39","doi-asserted-by":"publisher","first-page":"1093","DOI":"10.1037\/amp0000654","article-title":"Scaling evidence-based treatments through digital mental health","volume":"75","author":"Schueller","journal-title":"Am Psychol"},{"issue":"9","key":"R40","doi-asserted-by":"publisher","first-page":"1426","DOI":"10.1017\/S0033291719000151","article-title":"Machine learning in mental health: a scoping review of methods and applications","volume":"49","author":"Shatte","journal-title":"Psychol Med"},{"issue":"3","key":"R41","doi-asserted-by":"publisher","first-page":"318","DOI":"10.1002\/wps.20883","article-title":"The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality","volume":"20","author":"Torous","journal-title":"World Psychiatry"},{"key":"R42","unstructured":"Medical device software: considerations for device and risk characterization. International Medical Device Regulators Forum. 2024. URL: https:\/\/www.imdrf.org\/sites\/default\/files\/2024-02\/IMDRFSaMD%20WGN81%20DRAFT%202024%2C%20Medical%20Device%20Software%20Considerations%20for%20Device%20and%20Risk%20Characterization%20-%20final%20draft.pdf [Accessed 28-01-2025]"}],"container-title":["JMIR Mental Health"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/mental.jmir.org\/2025\/1\/e63484","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,31]],"date-time":"2026-07-31T22:31:02Z","timestamp":1785537062000},"score":1,"resource":{"primary":{"URL":"https:\/\/mental.jmir.org\/2025\/1\/e63484"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2,19]]},"references-count":42,"URL":"https:\/\/doi.org\/10.2196\/63484","relation":{},"ISSN":["2368-7959"],"issn-type":[{"value":"2368-7959","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2,19]]},"article-number":"v12i4e63484"}}