Digital Health Reviews

Predictive Performance of Artificial Intelligence Algorithms for Gestational Diabetes Mellitus in Pregnant Women: Systematic Review and Meta-Analysis

Yingni Liang, Anran Dai, Meiyan Luo, Zhuolian Zheng, Jiayu Shen, Yinhua Su, Zhongyu Li

J Med Internet Res 2026 (Jan 26); 28(1):e79729

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Characterization of Models for Identifying Physical and Cognitive Frailty in Older Adults With Diabetes: Systematic Review and Meta-Analysis

Xia Wang, Shujie Meng, Xiang Xiao, Liu Lu, Hongyan Chen, Yong Li, Rong Zhang, Qiwu Jiang, Shan Liu, Ru Gao

J Med Internet Res 2026 (Jan 29); 28:e84617

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Behavioral Determinants and Effectiveness of Digital Behavior Change Interventions for the Prevention of Sexually Transmitted Infections and HIV: Overview of Systematic Reviews

Giuliano Duarte-Anselmi, Susana Sanduvete-Chaves, Salvador Chacón-Moscoso, Daniel López-Arenas

J Med Internet Res 2026 (Jan 29); 28:e74201

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Efficacy of Brain-Computer Interface Therapy for Upper Limb Rehabilitation in Chronic Stroke: Systematic Review and Meta-Analysis of Randomized Controlled Trials

HongJie Chen, GuoJun Yun

J Med Internet Res 2026 (Jan 28); 28:e79132

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Machine Learning Techniques Used for the Identification of Sociodemographic Factors Associated With Cancer: Systematic Literature Review

Liz González-Infante, Gaston Marquez, Solange Parra-Soto, Mónica Cardona-Valencia, Carla Taramasco

J Med Internet Res 2026 (Jan 28); 28:e79187

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Effects of Telehealth Interventions for People With Parkinson Disease: Systematic Review and Meta-Analysis of Randomized Controlled Trials

Minyue Sun, Fuyou Tang, Luo min, Shiyu Wen, Shuang Wang, Huiping Jiang

JMIR Mhealth Uhealth 2026 (Jan 28); 14:e70994

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The Development and Use of AI Chatbots for Health Behavior Change: Scoping Review

Lingyi Fu, Ryan Burns, Yuhuan Xie, Jincheng Shen, Shandian Zhe, Paul Estabrooks, Yang Bai

J Med Internet Res 2026 (Jan 28); 28:e79677

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The Phases of Living Evidence Synthesis Using AI: Living Evidence Synthesis (Version 1)

Xuping Song, Zhenjie Lian, Rui Wang, Ruixin Li, Zhenzhen Yang, Xufei Luo, Lei Feng, Zhiming Ma, Zhen Pu, Qi Wang, Long Ge, Caihong Li, Yaolong Chen, Kehu Yang, John Lavis

J Med Internet Res 2026 (Jan 27); 28:e76130

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Products, Performance, and Technological Development of Ambulatory Oxygen Therapy Devices: Scoping Review

Shohei Kawachi, Mariana Hoffman, Lorena Romero, Magnus Ekström, Jerry A Krishnan, Anne E Holland

J Med Internet Res 2026 (Jan 27); 28:e81077

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Patient Benefits in the Context of Sepsis-Related AI-Based Clinical Decision Support Systems: Scoping Review

Pascal Raszke, Godwin Denk Giebel, Jürgen Wasem, Michael Adamzik, Hartmuth Nowak, Lars Palmowski, Philipp Heinz, Nina Timmesfeld, Marianne Tokic, Frank Martin Brunkhorst, Nikola Blase

J Med Internet Res 2026 (Jan 26); 28:e76772

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Diagnostic Performance of Deep Learning and Radiomics in Extracranial Carotid Plaque Detection: Systematic Review and Meta-Analysis

Lingjie Ju, Yongsheng Guo, Haiyong Guo, Ruijuan Liu, Yiyang Wang, Siyu Wang, Na Ma, Junhong Ren

J Med Internet Res 2026 (Jan 22); 28:e77092

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Communication Strategies to Promote Patient Engagement in Telemedicine: Systematic Review

Yangna Hu, Cindy Sing Bik Ngai, Rui Jiang

J Med Internet Res 2026 (Jan 21); 28:e85456

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Machine Learning Prediction Models for Preeclampsia: Systematic Review and Meta-Analysis

Lu Liu, Qixuan Zhu, Yichi Zong, Xueyuan Chen, Wei Zhang, Jun Wang

J Med Internet Res 2026 (Jan 19); 28:e78714

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The Diagnostic Value of Image-Based Machine Learning for Osteoporosis: Systematic Review and Meta-Analysis

Rui Zhao, Haolin Yang, Yangbo Li, Xiaoyun Li, Zhijie Yang, Yanping Lin, Jiachun Huang, Lei Wan, Hongxing Huang

J Med Internet Res 2026 (Jan 16); 28:e75965

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Evidence for Digital Health Tools Designed to Support the Triage of Musculoskeletal Conditions in Primary, Urgent, and Emergency Care Settings: Scoping Review

Linda K Truong, James G Wrightson, Raphaël Vincent, Eunice Lui, Jamon L Couch, Ellen Wang, Cobie Starcevich, Dean Giustini, Alex Haagaard, Elena Lopatina, Niels van Berkel, Michael Skovdal Rathleff, Clare L Ardern

J Med Internet Res 2026 (Jan 14); 28:e81578

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Effectiveness of Machine Learning in Detecting Vessels Encapsulating Tumor Clusters in Hepatocellular Carcinoma: Systematic Review and Meta-Analysis

Huili Shui, Wenyu Wu, Zhenming Xie, Bing Yang, Jia Deng, Dongxin Tang

J Med Internet Res 2026 (Jan 14); 28:e82839

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Diet-Related Health Recommender Systems for Patients With Chronic Health Conditions: Scoping Review

Xiaolan Dong, Bei Yun, Anni Pakarinen, Zhuting Zheng, Hao Niu, Tian Jin, Changrong Yuan, Jingting Wang

J Med Internet Res 2026 (Jan 14); 28:e77726

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Accuracy of Deep Learning in Diagnosing Chronic Obstructive Pulmonary Disease: Systematic Review and Meta-Analysis

Hui Yang, Yijiu Wu, Tong Wu, Jingyan Ji, Sitao Lei, Weibin Xu

J Med Internet Res 2026 (Jan 14); 28:e83459

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Assessment of the Diagnostic Performance and Clinical Impact of AI in Hepatic Steatosis: Systematic Review and Meta-Analysis

Jiamei Song, Dan Liu, Jitong Li, Haoru Cong, Ruixue Deng, Yihan Lu, Jiayi Sun, Jingzhou Zhang

J Med Internet Res 2026 (Jan 13); 28:e78310

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AI for Detecting and Predicting Postpartum Depression: Scoping Review

Mais Alkhateeb, Ajisha Nayeem, Arfan Ahmed, Mohammed Alsahli, Javaid Sheikh, Alaa Abd-Alrazaq

J Med Internet Res 2026 (Jan 08); 28:e77376

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