Machine Learning

Effects of a Theory- and Evidence-Based, Motivational Interviewing–Oriented Artificial Intelligence Digital Assistant on Vaccine Attitudes: A Randomized Controlled Trial

Yan Li, Mengqi Li, Janelle Yorke, Daniel Bressington, Joyce Chung, Yao-Jie Xie, Lin Yang, Mengting He, Tsz-Ching Sun, Angela Y M Leung

J Med Internet Res 2025 (Aug 08); 27:e72637

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Developing an Equitable Machine Learning–Based Music Intervention for Older Adults At Risk for Alzheimer Disease: Protocol for Algorithm Development and Validation

Chelsea S Brown, Luna Dziewietin, Virginia Partridge, Jennifer Rae Myers

JMIR Res Protoc 2025 (Aug 07); 14:e73711

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Improving Explainability and Integrability of Medical AI to Promote Health Care Professional Acceptance and Use: Mixed Systematic Review

Yushu Liu, Chenxi Liu, Jianing Zheng, Chang Xu, Dan Wang

J Med Internet Res 2025 (Aug 07); 27:e73374

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Assessing Revisit Risk in Emergency Department Patients: Machine Learning Approach

Wang-Chuan Juang, Zheng-Xun Cai, Chia-Mei Chen, Zhi-Hong You

JMIR AI 2025 (Aug 07); 4:e74053

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Machine Learning–Based Analysis of Lifestyle Risk Factors for Atherosclerotic Cardiovascular Disease: Retrospective Case-Control Study

Hye-Jin Kim, Heeji Choi, Hyo-Jung Ahn, Seung-Ho Shin, Chulho Kim, Sang-Hwa Lee, Jong-Hee Sohn, Jae-Jun Lee

JMIR Med Inform 2025 (Aug 07); 13:e74415

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Explainable Machine Learning Framework for Dynamic Monitoring of Disease Prognostic Risk: Retrospective Cohort Study

Tetsuo Ishikawa, Masahiro Shinoda, Megumi Oya, Koichi Ashizaki, Shinichiro Ota, Kenichi Kamachi, Kazuhiro Sakurada, Eiryo Kawakami, Masaharu Shinkai

JMIR Form Res 2025 (Aug 07); 9:e65585

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Public Medical Appeals and Government Online Responses: Big Data Analysis Based on Chinese Digital Governance Platforms

Hebin Li, Zhihan Liu, Ziyan Zhang, Lu Ping, Wenxin Gu, Yuan Yao

J Med Internet Res 2025 (Aug 06); 27:e70087

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Probability-Based Early Warning for Seasonal Influenza in China: Model Development Study

Jinzhao Cui, Ting Zhang, Yifeng Shen, Xiaoli Wang, Liuyang Yang, Xuefeng Huang, Qiang Huang, Yu Yang, Weizhong Yang, Zhongjie Li

JMIR Med Inform 2025 (Aug 06); 13:e73631

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Classifying Patient Complaints Using Artificial Intelligence–Powered Large Language Models: Cross-Sectional Study

Sky Wei Chee Koh, Eunice Rui Ning Wong, John Chong Min Tan, Stephanie C C van der Lubbe, Jun Cong Goh, Ethan Sheng Yong Ching, Ian Wen Yih Chia, Si Hui Low, Ping Young Ang, Queenie Quek, Mehul Motani, Jose M Valderas

J Med Internet Res 2025 (Aug 06); 27:e74231

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A Machine Learning–Based Prognostication Model Enhances Prediction of Early Hepatic Encephalopathy in Patients With Noncancer-Related Cirrhosis: Multicenter Longitudinal Cohort Study in Taiwan

Hsin-Yu Chen, Yiu-Hua Cheng, Wei-Chung Yeh, Yi-Chuan Chen, Yi-Wen Tsai

JMIR Med Inform 2025 (Aug 06); 13:e71229

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Predictive Modeling of Osteonecrosis of the Femoral Head Progression Using MobileNetV3_Large and Long Short-Term Memory Network: Novel Approach

Gang Kong, Qi Zhang, Dan Liu, Jingbo Pan, Kegui Liu

JMIR Med Inform 2025 (Aug 06); 13:e66727

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Development and Validation of a Brain Aging Biomarker in Middle-Aged and Older Adults: Deep Learning Approach

Zihan Li, Jun Li, Jiahui Li, Mengying Wang, Andi Xu, Yushu Huang, Qi Yu, Lingzhi Zhang, Yingjun Li, Zilin Li, Xifeng Wu, Jiajun Bu, Wenyuan Li

JMIR Aging 2025 (Aug 01); 8:e73004

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Artificial Intelligence in Health Promotion and Disease Reduction: Rapid Review

Farzaneh Yousefi, Florian Naye, Steven Ouellet, Achille-Roghemrazangba Yameogo, Maxime Sasseville, Frédéric Bergeron, Marianne Ozkan, Martin Cousineau, Samira Amil, Caroline Rhéaume, Marie-Pierre Gagnon

J Med Internet Res 2025 (Aug 01); 27:e70381

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Enhancing Clinical Data Infrastructure for AI Research: Comparative Evaluation of Data Management Architectures

Richard Gebler, Ines Reinecke, Martin Sedlmayr, Miriam Goldammer

J Med Internet Res 2025 (Aug 01); 27:e74976

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Effectiveness of Radiomics-Based Machine Learning Models in Differentiating Pancreatitis and Pancreatic Ductal Adenocarcinoma: Systematic Review and Meta-Analysis

Lechang Zhang, Dewei Li, Tong Su, Tong Xiao, Shulei Zhao

J Med Internet Res 2025 (Jul 31); 27:e72420

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Framework for Race-Specific Prostate Cancer Detection Using Machine Learning Through Gene Expression Data: Feature Selection Optimization Approach

David Agustriawan, Adithama Mulia, Marlinda Vasty Overbeek, Vincent Kurniawan, Jheno Syechlo, Moeljono Widjaja, Muhammad Imran Ahmad

JMIR Bioinform Biotech 2025 (Jul 31); 6:e72423

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Optimizing Feature Selection and Machine Learning Algorithms for Early Detection of Prediabetes Risk: Comparative Study

Mahmoud B Almadhoun, MA Burhanuddin

JMIR Bioinform Biotech 2025 (Jul 31); 6:e70621

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Use of a Medical Communication Framework to Assess the Quality of Generative Artificial Intelligence Replies to Primary Care Patient Portal Messages: Content Analysis

Natalie S Lee, Nathan Richards, Jodi Grandominico, Robert M Cronin, Amanda K Hendricks, Ravi S Tripathi, Daniel E Jonas

JMIR Form Res 2025 (Jul 31); 9:e71966

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Data Collection for Automatic Depression Identification in Spanish Speakers Using Deep Learning Algorithms: Protocol for a Case-Control Study

Luis F Brenes, Luis A Trejo, Jose Antonio Cantoral-Ceballos, Daniela Aguilar-De León, Fresia Paloma Hernández-Moreno

JMIR Res Protoc 2025 (Jul 31); 14:e60439

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Automating Colon Polyp Classification in Digital Pathology by Evaluation of a “Machine Learning as a Service” AI Model: Algorithm Development and Validation Study

David Beyer, Evan Delancey, Logan McLeod

JMIR Form Res 2025 (Jul 31); 9:e67457

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