Machine Learning

A Supervised Explainable Machine Learning Model for Perioperative Neurocognitive Disorder in Liver-Transplantation Patients and External Validation on the Medical Information Mart for Intensive Care IV Database: Retrospective Study

Zhendong Ding, Linan Zhang, Yihan Zhang, Jing Yang, Yuheng Luo, Mian Ge, Weifeng Yao, Ziqing Hei, Chaojin Chen

J Med Internet Res 2025 (Jan 15); 27:e55046

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Analysis of Reddit Discussions on Motivational Factors for Physical Activity: Cross-Sectional Study

Michal Shmueli-Scheuer, Yedidya Silverman, Israel Halperin, Yftach Gepner

J Med Internet Res 2025 (Jan 13); 27:e54489

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Factors Associated With the Accuracy of Large Language Models in Basic Medical Science Examinations: Cross-Sectional Study

Naritsaret Kaewboonlert, Jiraphon Poontananggul, Natthipong Pongsuwan, Gun Bhakdisongkhram

JMIR Med Educ 2025 (Jan 13); 11:e58898

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Clinical Decision Support Using Speech Signal Analysis: Systematic Scoping Review of Neurological Disorders

Upeka De Silva, Samaneh Madanian, Sharon Olsen, John Michael Templeton, Christian Poellabauer, Sandra L Schneider, Ajit Narayanan, Rahmina Rubaiat

J Med Internet Res 2025 (Jan 13); 27:e63004

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Performance of Artificial Intelligence Chatbots on Ultrasound Examinations: Cross-Sectional Comparative Analysis

Yong Zhang, Xiao Lu, Yan Luo, Ying Zhu, Wenwu Ling

JMIR Med Inform 2025 (Jan 09); 13:e63924

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Application of Dragonnet and Conformal Inference for Estimating Individualized Treatment Effects for Personalized Stroke Prevention: Retrospective Cohort Study

Sermkiat Lolak, John Attia, Gareth J McKay, Ammarin Thakkinstian

JMIR Cardio 2025 (Jan 08); 9:e50627

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An Intelligent System for Classifying Patient Complaints Using Machine Learning and Natural Language Processing: Development and Validation Study

Xiadong Li, Qiang Shu, Canhong Kong, Jinhu Wang, Gang Li, Xin Fang, Xiaomin Lou, Gang Yu

J Med Internet Res 2025 (Jan 08); 27:e55721

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The Comparative Sufficiency of ChatGPT, Google Bard, and Bing AI in Answering Diagnosis, Treatment, and Prognosis Questions About Common Dermatological Diagnoses

Courtney A Chau, Hao Feng, Gabriela Cobos, Joyce Park

JMIR Dermatol 2025 (Jan 07); 8:e60827

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Noninvasive Oral Hyperspectral Imaging–Driven Digital Diagnosis of Heart Failure With Preserved Ejection Fraction: Model Development and Validation Study

Xiaomeng Yang, Zeyan Li, Lei Lei, Xiaoyu Shi, Dingming Zhang, Fei Zhou, Wenjing Li, Tianyou Xu, Xinyu Liu, Songyun Wang, Quan Yuan, Jian Yang, Xinyu Wang, Yanfei Zhong, Lilei Yu

J Med Internet Res 2025 (Jan 07); 27:e67256

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Machine Learning Approaches in High Myopia: Systematic Review and Meta-Analysis

Huiyi Zuo, Baoyu Huang, Jian He, Liying Fang, Minli Huang

J Med Internet Res 2025 (Jan 03); 27:e57644

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Major Adverse Kidney Events in Hospitalized Older Patients With Acute Kidney Injury: Machine Learning–Based Model Development and Validation Study

Xiao-Qin Luo, Ning-Ya Zhang, Ying-Hao Deng, Hong-Shen Wang, Yi-Xin Kang, Shao-Bin Duan

J Med Internet Res 2025 (Jan 03); 27:e52786

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Enhancing Interpretable, Transparent, and Unobtrusive Detection of Acute Marijuana Intoxication in Natural Environments: Harnessing Smart Devices and Explainable AI to Empower Just-In-Time Adaptive Interventions: Longitudinal Observational Study

Sang Won Bae, Tammy Chung, Tongze Zhang, Anind K Dey, Rahul Islam

JMIR AI 2025 (Jan 02); 4:e52270

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