Decision Support for Health Professionals

Predictive Value of Machine Learning in Knee Osteoarthritis Progression: Systematic Review and Meta-Analysis

Yanwen Liu, Guangzhi Xiao, Youqun Zhang, Xinyi Wang, Junfeng Jia, Aiguo Xie, Zhaohui Zheng, Kui Zhang

J Med Internet Res 2025 (Dec 30); 27:e80430

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Evaluating Multiple Input Strategies of Large Language Models for Gallbladder Polyps on Ultrasound: Comparative Study

Lin Jiang, Jiaqian Yao, Zebang Yang, Fuqiu Tang, Xin Zheng, Xiaoer Zhang, Xiaoyan Xie, Ming Xu, Tongyi Huang

JMIR Med Inform 2025 (Dec 23); 13:e71178

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Evaluating the Body Roundness Index as a Novel Digital Biomarker for Psoriasis Risk Prediction: Cross-Sectional Study

Pengfei Wen, Xiaoyan Wang, Xiaoxue Zhuo, Siliang Xue

JMIR Med Inform 2025 (Dec 23); 13:e75727

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A Machine Learning Model Based on Clinical Factors to Predict the Efficacy of First-Line Immunochemotherapy for Patients With Advanced Gastric Cancer: Retrospective Study

Xu Cheng, Ping Li, Enqing Meng, Xinyi Wu, Hao Wu

JMIR Med Inform 2025 (Dec 22); 13:e82533

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The Impact of Patient-Generated Health Data From Mobile Health Technologies on Health Care Management and Clinical Decision-Making: Narrative Scoping Review

Ava Keeling, John Downey, Matthew Halkes, Yinghui Wei

J Med Internet Res 2025 (Dec 19); 27:e77359

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Evaluating the Accuracy of Medical Information Generated by ChatGPT and Gemini and Its Alignment With International Clinical Guidelines From the Surviving Sepsis Campaign: Comparative Study

Dina Kutbi, Ehab Abou-Bakr, Hassan Mousa Haidar

JMIR Form Res 2025 (Dec 17); 9:e84251

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Multimodal Data–Driven Explainable Prognostic Model for Major Adverse Cardiovascular Events Prediction in Patients With Unstable Angina and Heart Failure With Preserved Ejection Fraction: Multicenter, Cross-Regional Cohort Study

Yijun Wang, Yaoling Wang, Yujie Luan, Menglei Hao, Wenyuan Yin, Bing Wu, Tongjian Zhu, Jiajun Zhu, Bowen Zhou, Long Tang, Jun Wang, Jinhui Wu

J Med Internet Res 2025 (Dec 15); 27:e78402

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Using Patient-Held Devices to Measure Variations in Resting Heart Rate and Step Count Prior to Presentation With an Acute Illness: International, Multicenter Flash Mob Feasibility Study

Jason G A den Duijn, Ahmed A M Hajjaj, John Kellett, Erika Frischknecht Christensen, Harm R Haak, Mikkel Brabrand, Christian H Nickel, Prabath W B Nanayakkara, Christian P Subbe, Jelmer Alsma, Safer@Home, Research Consoritum Acute Medicine (ORCA)

JMIR Cardio 2025 (Dec 15); 9:e76218

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Cost-Benefit Analysis of Preventing Acute Care Use in Oncology Patients Following Systemic Therapy Using Medicare Claims Data: Retrospective Cohort Study

Sara Alessandra Keller, Maximilian Schuessler, Behzad Naderalvojoud, Tina Seto, Lu Tian, Mohana Roy, Tina Hernandez-Boussard

JMIR Med Inform 2025 (Dec 11); 13:e77891

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An Intelligent Trial Eligibility Screening Tool Using Natural Language Processing With a Block-Based Visual Programming Interface: Development and Usability Study

Ya-Han Hu, Yi-Ying Cheng, Chung-Ching Lan, Yu-Hsiang Su, Sheng-Feng Sung

JMIR Med Inform 2025 (Dec 11); 13:e80072

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Radiomics-Based AI Model to Assist Clinicians in Intracranial Hemorrhage Diagnosis: External Validation Study

Salita Angkurawaranon, Natipat Jitmahawong, Kittisak Unsrisong, Phattanun Thabarsa, Chakri Madla, Withawat Vuthiwong, Thanwa Sudsang, Chaisiri Angkurawaranon, Patrinee Traisathit, Papangkorn Inkeaw

JMIR Form Res 2025 (Dec 11); 9:e81038

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Development and Validation of a Web-Based Machine Learning Model for Predicting Early Neurological Deterioration Following Stroke Thrombolysis: Multicenter Study

Juan Li, Huanxian Chang, Shouyun Du, Chunyang Zhang, Han Zhang, Luming Li, Lingsheng Kong, Guodong Li, Tingting Liang, Ronghong Yang, Bingchao Xu, Xinyu Zhou, Guanghui Zhang, Yongan Sun, Xiaobing He, Bei Xu, Zaipo Li, Yanan He, Mingli He

J Med Internet Res 2025 (Dec 10); 27:e77858

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Evaluating a Clinical Decision Support Tool for Cancer Risk Assessment in Primary Care: Simulation Study of Unintended Weight Loss

Javiera Martinez-Gutierrez, Sophie Chima, Lucas De Mendonca, Alex Lee, Barbara Hunter, Jo-Anne Manski-Nankervis, Deborah Daly, George Fishman, Kit Huckvale, Fong Seng Lim, Benny Wang, Craig Nelson, Brian Nicholson, Jon Emery

JMIR Form Res 2025 (Dec 10); 9:e79208

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An Expert Knowledge Algorithm and Model Predicting Wound Healing Trends for a Decision Support System for Pressure Injury Management in Home Care Nursing: Development and Validation Study

Aya Kitamura, Aruto Ando, Gojiro Nakagami, Hiromi Sanada

JMIR Nursing 2025 (Dec 09); 8:e65716

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Understanding Physician Attitudes Toward AI in Clinical Decision-Making: Cross-Sectional Study

Fahad Alhazmi

JMIR Form Res 2025 (Dec 08); 9:e79730

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Critical Appraisal Tools for Evaluating Artificial Intelligence in Clinical Studies: Scoping Review

Juan B Cabello, Vicente Ruiz Garcia, Miguel Torralba, Miguel Maldonado Fernandez, Marimar Ubeda, Eukene Ansuategui, Luis Ramos-Ruperto, Jose I Emparanza, Iratxe Urreta, Maria Teresa Iglesias, Jose I Pijoan, Amanda Burls

J Med Internet Res 2025 (Dec 08); 27:e77110

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Coagulation Risk Prediction in Patients With Liver Failure: Integrated Meta-Analysis and Machine Learning Model Study

Hao Wang, Tao He, Liang Ren, Tingjun Zhang

JMIR Med Inform 2025 (Dec 08); 13:e76348

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Predicting Spinal Cord Injury Prognosis Using Machine Learning: Systematic Review and Meta-Analysis

Linxing Zhong, Qiying Huang, Hao Zhang, Liang Xue, Yehuang Chen, Jianwu Wu, Liangfeng Wei

JMIR AI 2025 (Dec 05); 4:e66233

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A Novel Primary Care Planning Informatics Tool Informed by Data-Driven Multimorbidity Grouping: User-Centered Design and Feasibility Testing

Linnaea Schuttner, Karin Daniels, Srinidhi Venkatesh, Franya Hutchins, Karley Atchison, Rebecca Piegari, Timothy Bober, Xinhua Zhao, Ann-Marie Rosland

JMIR Form Res 2025 (Dec 04); 9:e75081

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Online Clinical Calculator for Predicting 28-Day Mortality in Older Adult Patients With Sepsis-Associated Encephalopathy: Retrospective Study Using MIMIC-IV

Guangyong Jin, Menglu Zhou, Jiayi Chen, Mengyuan Diao, Wei Hu

JMIR Med Inform 2025 (Dec 04); 13:e76417

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