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The Effectiveness of Social Media Campaigns in Improving Knowledge and Attitudes Toward Mental Health and Help-Seeking in High-Income Countries: Scoping Review

The Effectiveness of Social Media Campaigns in Improving Knowledge and Attitudes Toward Mental Health and Help-Seeking in High-Income Countries: Scoping Review

This review is reported according to PRISMA-Sc R (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews; Multimedia Appendix 1) guidelines [31]. An experienced research librarian helped to develop the search strategy, which included a combination of subject headings and keyword searches for the key concepts of “Social Media,” “Mental Health,” “Health Knowledge,” “Attitudes,” “Stigma,” and “Help Seeking Behavior.”

Ruth Plackett, Jessica-Mae Steward, Angelos P Kassianos, Marvin Duenger, Patricia Schartau, Jessica Sheringham, Silvie Cooper, Lucy Biddle, Judi Kidger, Kate Walters

J Med Internet Res 2025;27:e68124

Evaluation of the Aspects of Digital Interventions That Successfully Support Weight Loss: Systematic Review With Component Network Meta-Analysis

Evaluation of the Aspects of Digital Interventions That Successfully Support Weight Loss: Systematic Review With Component Network Meta-Analysis

PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flowchart summarizing the results of the literature search and screening for eligibility. Multimedia Appendix 3 provides information about the 68 prioritized studies.

Michael Nunns, Samantha Febrey, Rebecca Abbott, Jill Buckland, Rebecca Whear, Liz Shaw, Alison Bethel, Kate Boddy, Jo Thompson Coon, G.J. Melendez-Torres

J Med Internet Res 2025;27:e65443

Design, Application, and Actionability of US Public Health Data Dashboards: Scoping Review

Design, Application, and Actionability of US Public Health Data Dashboards: Scoping Review

This study followed the PRISMA-Sc R (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews), which is the most up-to-date and advanced approach for conducting and reporting scoping reviews [25]. In the subsequent sections, we briefly describe the methodological processes implemented. Further details are available in the published protocol [26].

Gretchen Stahlman, Itzhak Yanovitzky, Miriam Kim

J Med Internet Res 2025;27:e65283

Digital Biomarkers for Parkinson Disease: Bibliometric Analysis and a Scoping Review of Deep Learning for Freezing of Gait

Digital Biomarkers for Parkinson Disease: Bibliometric Analysis and a Scoping Review of Deep Learning for Freezing of Gait

AI: artificial intelligence; PRISMA-Sc R: Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews; Wo S: Web of Science. The scoping review section of this study follows the PRISMA-Sc R (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews) guidelines and reports the search strategy used for literature selection [30].

Wenhao Qi, Shiying Shen, Chaoqun dong, Mengjiao Zhao, Shuaiqi Zang, Xiaohong Zhu, Jiaqi Li, Bin Wang, Yankai Shi, Yongze Dong, Huajuan Shen, Junling Kang, Xiaodong Lu, Guowei Jiang, Jingsong Du, Eryi Shu, Qingbo Zhou, Jinghua Wang, Shihua Cao

J Med Internet Res 2025;27:e71560

Quality and Misinformation About Health Conditions in Online Peer Support Groups: Scoping Review

Quality and Misinformation About Health Conditions in Online Peer Support Groups: Scoping Review

This scoping review was conducted in accordance with the Joanna Briggs Institute methodology for scoping reviews [35-37] and followed the PRISMA-Sc R (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews) checklist for reporting [38]. The review protocol was registered in January 2024 on the Open Science Framework Registries [39].

Bethan M Treadgold, Neil S Coulson, John L Campbell, Jeffrey Lambert, Emma Pitchforth

J Med Internet Res 2025;27:e71140

Predictive Modeling of Acute Respiratory Distress Syndrome Using Machine Learning: Systematic Review and Meta-Analysis

Predictive Modeling of Acute Respiratory Distress Syndrome Using Machine Learning: Systematic Review and Meta-Analysis

This study was carried out in adherence to Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines (Multimedia Appendix 1) [12]. A thorough literature search was performed across 6 databases (Pub Med, Web of Science, Pro Quest, Scopus, Embase, and Cochrane) up to December 29, 2024, to locate studies investigating the use of ML in predicting and diagnosing ARDS.

Jinxi Yang, Siyao Zeng, Shanpeng Cui, Junbo Zheng, Hongliang Wang

J Med Internet Res 2025;27:e66615

Effectiveness of eHealth for Medication Adherence in Renal Transplant Recipients: Systematic Review and Meta-Analysis

Effectiveness of eHealth for Medication Adherence in Renal Transplant Recipients: Systematic Review and Meta-Analysis

The review was conducted in accordance with PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines (Multimedia Appendix 1). Ethics approval was not required for this systematic review by the authors’ institutional review board, as it exclusively analyzed existing published data. Before data collection, we formulated the research questions using the Population, Intervention, Comparator, Outcome, and Study Design framework.

Lili Zhou, Ke Cheng, Linbin Chen, Xinyi Hou, Jingjing Wan

J Med Internet Res 2025;27:e73520

Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review

Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review

Reporting was guided by the PRISMA-Sc R (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews) checklist (Multimedia Appendix 2). Search terms used to identify studies across 6 key databases. Articles published in English only were considered for inclusion. The selection criteria are presented in Textbox 1.

Courtney Potts, Carmen Kealy, Jamie M McNulty, Alba Madrid-Cagigal, Thomas Wilson, Maurice D Mulvenna, Siobhan O'Neill, Gary Donohoe, Margaret M Barry

J Med Internet Res 2025;27:e72892

Review and Comparative Evaluation of Mobile Apps for Cardiovascular Risk Estimation: Usability Evaluation Using mHealth App Usability Questionnaire

Review and Comparative Evaluation of Mobile Apps for Cardiovascular Risk Estimation: Usability Evaluation Using mHealth App Usability Questionnaire

According to the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses)(Checklist 1) [43] flow diagram, we searched for apps and excluded or included them based on their title, icon, and description in the app store. The coding process categorized key aspects from all apps, names, and website links from each web store were manually transferred into Excel spreadsheets.

Adrijana Svenšek, Lucija Gosak, Mateja Lorber, Gregor Štiglic, Nino Fijačko

JMIR Mhealth Uhealth 2025;13:e56466

Electronic Implementation of Patient-Reported Outcome Measures in Primary Health Care: Mixed Methods Systematic Review

Electronic Implementation of Patient-Reported Outcome Measures in Primary Health Care: Mixed Methods Systematic Review

We conducted a systematic review of the literature according to the Cochrane Methods Group and in compliance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines for its reporting (Multimedia Appendix 1) [16,17]. We registered the study protocol with the PROSPERO Systematic Review Registry (ID: CRD42022333513) [18] and have also published it [19]. The synthesis questions were (1) What are the effective strategies to implement e PROMs in PHC?

Maxime Sasseville, Wilfried Supper, Jean-Baptiste Gartner, Géraldine Layani, Samira Amil, Peter Sheffield, Marie-Pierre Gagnon, Catherine Hudon, Sylvie Lambert, Eugène Attisso, Steven Ouellet, Mylaine Breton, Marie-Eve Poitras, Pierre-Henri Roux-Lévy, James Plaisimond, Frédéric Bergeron, Rachelle Ashcroft, Sabrina T. Wong, Antoine Groulx, Jean-Sébastien Paquette, Natasha D'Anjou, Sylviane Langlois, Annie LeBlanc

J Med Internet Res 2025;27:e63639