Machine Learning

Expert and Interdisciplinary Analysis of AI-Driven Chatbots for Mental Health Support: Mixed Methods Study

Kayley Moylan, Kevin Doherty

J Med Internet Res 2025 (Apr 25); 27:e67114

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Localization and Classification of Adrenal Masses in Multiphase Computed Tomography: Retrospective Study

Liuyang Yang, Xinzhang Zhang, Zhenhui Li, Jian Wang, Yiwen Zhang, Liyu Shan, Xin Shi, Yapeng Si, Shuailong Wang, Lin Li, Ping Wu, Ning Xu, Lizhu Liu, Junfeng Yang, Jinjun Leng, Maolin Yang, Zhuorui Zhang, Junfeng Wang, Xingxiang Dong, Guangjun Yang, Ruiying Yan, Wei Li, Zhimin Liu, Wenliang Li

J Med Internet Res 2025 (Apr 24); 27:e65937

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Expectations of Intensive Care Physicians Regarding an AI-Based Decision Support System for Weaning From Continuous Renal Replacement Therapy: Predevelopment Survey Study

Benjamin Popoff, Sandie Cabon, Marc Cuggia, Guillaume Bouzillé, Thomas Clavier

JMIR Med Inform 2025 (Apr 23); 13:e63709

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Prediction of Reactivation After Antivascular Endothelial Growth Factor Monotherapy for Retinopathy of Prematurity: Multimodal Machine Learning Model Study

Rong Wu, Yu Zhang, Peijie Huang, Yiying Xie, Jianxun Wang, Shuangyong Wang, Qiuxia Lin, Yichen Bai, Songfu Feng, Nian Cai, Xiaohe Lu

J Med Internet Res 2025 (Apr 23); 27:e60367

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Prediction of Snacking Behavior Involving Snacks Having High Levels of Saturated Fats, Salt, or Sugar Using Only Information on Previous Instances of Snacking: Survey- and App-Based Study

Shaima Dammas, Tillman Weyde, Katy Tapper, Gerasimos Spanakis, Anne Roefs, Emmanuel M Pothos

JMIR Med Inform 2025 (Apr 23); 13:e57530

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Development and Validation of a Dynamic Real-Time Risk Prediction Model for Intensive Care Units Patients Based on Longitudinal Irregular Data: Multicenter Retrospective Study

Zhuo Zheng, Jiawei Luo, Yingchao Zhu, Lei Du, Lan Lan, Xiaobo Zhou, Xiaoyan Yang, Shixin Huang

J Med Internet Res 2025 (Apr 23); 27:e69293

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Authors’ Reply: The Anemia Risk Warning Model Based on a Noninvasive Method: Key Insights and Clarifications

Yahan Zhang, Yi Chun, Liping Tu, Jiatuo Xu

JMIR Med Inform 2025 (Apr 22); 13:e74333

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The Anemia Risk Warning Model Based on a Noninvasive Method: Key Insights and Clarifications

Jiaqi Wei, Nana Zheng, Depei Wu

JMIR Med Inform 2025 (Apr 22); 13:e73297

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Improved Alzheimer Disease Diagnosis With a Machine Learning Approach and Neuroimaging: Case Study Development

Lilia Lazli

JMIRx Med 2025 (Apr 21); 6:e60866

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Daily Automated Prediction of Delirium Risk in Hospitalized Patients: Model Development and Validation

Kendrick Matthew Shaw, Yu-Ping Shao, Manohar Ghanta, Valdery Moura Junior, Eyal Y Kimchi, Timothy T Houle, Oluwaseun Akeju, Michael Brandon Westover

JMIR Med Inform 2025 (Apr 18); 13:e60442

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Effect of Uncertainty-Aware AI Models on Pharmacists’ Reaction Time and Decision-Making in a Web-Based Mock Medication Verification Task: Randomized Controlled Trial

Corey Lester, Brigid Rowell, Yifan Zheng, Zoe Co, Vincent Marshall, Jin Yong Kim, Qiyuan Chen, Raed Kontar, X Jessie Yang

JMIR Med Inform 2025 (Apr 18); 13:e64902

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Development of a Longitudinal Model for Disability Prediction in Older Adults in China: Analysis of CHARLS Data (2015-2020)

Jingjing Chu, Ying Li, Xinyi Wang, Qun Xu, Zherong Xu

JMIR Aging 2025 (Apr 17); 8:e66723

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Machine Learning Approach to Identifying Empathy Using the Vocals of Mental Health Helpline Counselors: Algorithm Development and Validation

Ruvini Sanjeewa, Ravi Iyer, Pragalathan Apputhurai, Nilmini Wickramasinghe, Denny Meyer

JMIR Form Res 2025 (Apr 16); 9:e67835

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Leveraging Datathons to Teach AI in Undergraduate Medical Education: Case Study

Michael Steven Yao, Lawrence Huang, Emily Leventhal, Clara Sun, Steve J Stephen, Lathan Liou

JMIR Med Educ 2025 (Apr 16); 11:e63602

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Acoustic Features for Identifying Suicide Risk in Crisis Hotline Callers: Machine Learning Approach

Zhengyuan Su, Huadong Jiang, Ying Yang, Xiangqing Hou, Yanli Su, Li Yang

J Med Internet Res 2025 (Apr 14); 27:e67772

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Oxidative Stress Markers and Prediction of Severity With a Machine Learning Approach in Hospitalized Patients With COVID-19 and Severe Lung Disease: Observational, Retrospective, Single-Center Feasibility Study

Olivier Raspado, Michel Brack, Olivier Brack, Mélanie Vivancos, Aurélie Esparcieux, Emmanuelle Cart-Tanneur, Abdellah Aouifi

JMIR Form Res 2025 (Apr 11); 9:e66509

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Text-Based Depression Prediction on Social Media Using Machine Learning: Systematic Review and Meta-Analysis

Doreen Phiri, Frank Makowa, Vivi Leona Amelia, Yohane Vincent Abero Phiri, Lindelwa Portia Dlamini, Min-Huey Chung

J Med Internet Res 2025 (Apr 11); 27:e59002

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Artificial Intelligence-Driven Biological Age Prediction Model Using Comprehensive Health Checkup Data: Development and Validation Study

Chang-Uk Jeong, Jacob S Leiby, Dokyoon Kim, Eun Kyung Choe

JMIR Aging 2025 (Apr 11); 8:e64473

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Cost-Effectiveness Analysis of a Machine Learning–Based eHealth System to Predict and Reduce Emergency Department Visits and Unscheduled Hospitalizations of Older People Living at Home: Retrospective Study

Charlotte Havreng-Théry, Arnaud Fouchard, Fabrice Denis, Jacques-Henri Veyron, Joël Belmin

JMIR Form Res 2025 (Apr 11); 9:e63700

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Large Language Models in Biochemistry Education: Comparative Evaluation of Performance

Olena Bolgova, Inna Shypilova, Volodymyr Mavrych

JMIR Med Educ 2025 (Apr 10); 11:e67244

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