mHealth for Diagnosis

Modernizing the Staging of Parkinson Disease Using Digital Health Technology

John Michael Templeton, Christian Poellabauer, Sandra Schneider, Morteza Rahimi, Taofeek Braimoh, Fhaheem Tadamarry, Jason Margolesky, Shanna Burke, Zeina Al Masry

J Med Internet Res 2025 (Apr 04); 27:e63105

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Disease Prediction Using Machine Learning on Smartphone-Based Eye, Skin, and Voice Data: Scoping Review

Research Dawadi, Mai Inoue, Jie Ting Tay, Agustin Martin-Morales, Thien Vu, Michihiro Araki

JMIR AI 2025 (Mar 25); 4:e59094

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Artificial Intelligence in Lymphoma Histopathology: Systematic Review

Yao Fu, Zongyao Huang, Xudong Deng, Linna Xu, Yang Liu, Mingxing Zhang, Jinyi Liu, Bin Huang

J Med Internet Res 2025 (Feb 14); 27:e62851

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Development and Validation of a Machine Learning Method Using Vocal Biomarkers for Identifying Frailty in Community-Dwelling Older Adults: Cross-Sectional Study

Taehwan Kim, Jung-Yeon Choi, Myung Jin Ko, Kwang-il Kim

JMIR Med Inform 2025 (Jan 16); 13:e57298

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E-Screening for Prenatal Depression in Kampala, Uganda Using the Edinburgh Postnatal Depression Scale: Survey Results

Hasifah Kasujja Namatovu, Mark Abraham Magumba, Dickens Akena

Online J Public Health Inform 2025 (Jan 14); 17:e51602

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Efficient Screening in Obstructive Sleep Apnea Using Sequential Machine Learning Models, Questionnaires, and Pulse Oximetry Signals: Mixed Methods Study

Nai-Yu Kuo, Hsin-Jung Tsai, Shih-Jen Tsai, Albert C Yang

J Med Internet Res 2024 (Dec 19); 26:e51615

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Unveiling Usage Patterns and Explaining Usage of Symptom Checker Apps: Explorative Longitudinal Mixed Methods Study

Anna-Jasmin Wetzel, Christine Preiser, Regina Müller, Stefanie Joos, Roland Koch, Tanja Henking, Hannah Haumann

J Med Internet Res 2024 (Dec 09); 26:e55161

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Challenges and Opportunities in Digital Screening for Hypertension and Diabetes Among Community Groups of Older Adults in Vietnam: Mixed Methods Study

Trang Thi Thu Nong, Giang Hoang Nguyen, Alexander Lepe, Thuy Bich Tran, Lan Thi Phuong Nguyen, Jaap A R Koot

J Med Internet Res 2024 (Dec 02); 26:e54127

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Accuracy of Machine Learning in Discriminating Kawasaki Disease and Other Febrile Illnesses: Systematic Review and Meta-Analysis

Jinpu Zhu, Fushuang Yang, Yang Wang, Zhongtian Wang, Yao Xiao, Lie Wang, Liping Sun

J Med Internet Res 2024 (Nov 18); 26:e57641

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The Added Value of Using Video in Out-of-Hours Primary Care Telephone Triage Among General Practitioners: Cross-Sectional Survey Study

Mette Amalie Nebsbjerg, Katrine Bjørnshave Bomholt, Claus Høstrup Vestergaard, Morten Bondo Christensen, Linda Huibers

JMIR Hum Factors 2024 (Nov 15); 11:e52301

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Definitions and Characteristics of Patient Digital Twins Being Developed for Clinical Use: Scoping Review

David Drummond, Apolline Gonsard

J Med Internet Res 2024 (Nov 13); 26:e58504

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Use of Artificial Intelligence in Cobb Angle Measurement for Scoliosis: Retrospective Reliability and Accuracy Study of a Mobile App

Haodong Li, Chuang Qian, Weili Yan, Dong Fu, Yiming Zheng, Zhiqiang Zhang, Junrong Meng, Dahui Wang

J Med Internet Res 2024 (Nov 01); 26:e50631

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Effects of HIV Self-Testing on Testing Promotion and Risk Behavior Reduction Among Transgender Women in China: Randomized Controlled Trial

Yan-Yan Zhu, Ze-Hao Ye, Zhen-Xing Chu, Yingjie Liu, Jie Wei, Le Jia, Yong-Jun Jiang, Hong Shang, Qing-Hai Hu

J Med Internet Res 2024 (Oct 29); 26:e58591

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Using Large Language Models to Detect Depression From User-Generated Diary Text Data as a Novel Approach in Digital Mental Health Screening: Instrument Validation Study

Daun Shin, Hyoseung Kim, Seunghwan Lee, Younhee Cho, Whanbo Jung

J Med Internet Res 2024 (Sep 18); 26:e54617

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Real-World Accuracy of Wearable Activity Trackers for Detecting Medical Conditions: Systematic Review and Meta-Analysis

Ben Singh, Sebastien Chastin, Aaron Miatke, Rachel Curtis, Dorothea Dumuid, Jacinta Brinsley, Ty Ferguson, Kimberley Szeto, Catherine Simpson, Emily Eglitis, Iris Willems, Carol Maher

JMIR Mhealth Uhealth 2024 (Aug 30); 12:e56972

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Hjernetegn.dk—The Danish Central Nervous System Tumor Awareness Initiative Digital Decision Support Tool: Design and Implementation Report

Kathrine Synne Weile, René Mathiasen, Jeanette Falck Winther, Henrik Hasle, Louise Tram Henriksen

JMIR Med Inform 2024 (Jul 25); 12:e58886

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Diagnostic Accuracy of a Mobile AI-Based Symptom Checker and a Web-Based Self-Referral Tool in Rheumatology: Multicenter Randomized Controlled Trial

Johannes Knitza, Koray Tascilar, Franziska Fuchs, Jacob Mohn, Sebastian Kuhn, Daniela Bohr, Felix Muehlensiepen, Christina Bergmann, Hannah Labinsky, Harriet Morf, Elizabeth Araujo, Matthias Englbrecht, Wolfgang Vorbrüggen, Cay-Benedict von der Decken, Stefan Kleinert, Andreas Ramming, Jörg H W Distler, Peter Bartz-Bazzanella, Nicolas Vuillerme, Georg Schett, Martin Welcker, Axel Hueber

J Med Internet Res 2024 (Jul 23); 26:e55542

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Continuous Monitoring of Heart Rate Variability and Respiration for the Remote Diagnosis of Chronic Obstructive Pulmonary Disease: Prospective Observational Study

Xiaolan Chen, Han Zhang, Zhiwen Li, Shuang Liu, Yuqi Zhou

JMIR Mhealth Uhealth 2024 (Jul 18); 12:e56226

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ChatGPT With GPT-4 Outperforms Emergency Department Physicians in Diagnostic Accuracy: Retrospective Analysis

John Michael Hoppe, Matthias K Auer, Anna Strüven, Steffen Massberg, Christopher Stremmel

J Med Internet Res 2024 (Jul 08); 26:e56110

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Efficacy of an Artificial Intelligence App (Aysa) in Dermatological Diagnosis: Cross-Sectional Analysis

Shiva Shankar Marri, Warood Albadri, Mohammed Salman Hyder, Ajit B Janagond, Arun C Inamadar

JMIR Dermatol 2024 (Jul 02); 7:e48811

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