Clinical Information and Decision Making

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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Machine Learning in the Prediction of Venous Thromboembolism: Systematic Review and Meta-Analysis

Ruyi Ma, Weifeng Yu, Jian Tian, Yunyan Tang, Hua Fang, Xin Ming, Hua Liu

J Med Internet Res 2025 (Dec 23); 27:e77339

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Prognostic Prediction Models for Ulcerative Colitis: Systematic Review and Meta-Analysis

Zhijun Bu, Yuan Sun, Zeyang Shi, Liming Hu, Chuanlan Ju, Yuan Liu, Jing An, Huiyi Sun, Jianping Liu, Zhaolan Liu

J Med Internet Res 2025 (Dec 22); 27:e71944

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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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A Multiagent Summarization and Auto-Evaluation Framework for Medical Text: Development and Evaluation Study

Yuhao Chen, Bo Wen, Farhana Zulkernine

JMIR AI 2025 (Dec 16); 4:e75932

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Effectiveness of ChatGPT, Google Gemini, and Microsoft Copilot in Answering Thai Drug Information Queries: Cross-Sectional Study

Suphannika Pornwattanakavee, Nattawut Leelakanok, Teerarat Todsarot, Gabrielle Angele Tatta Guinto, Ratchanon Takun, Assadawut Sumativit, Marisa Senngam

JMIR AI 2025 (Dec 15); 4:e79751

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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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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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Digital Biomarkers of Cytokine Release Syndrome: Scoping Review and Ontology Development of the Role and Relevance of Digital Measures Using a Mixed Methods Approach

Christopher J Medberry, Charlotte Zoe Angel, Ashita S Batavia, Sarah Bradley, Nunzio Camerlingo, Melinda Chen, Mohamed Datoo, Premal Kamdar, Erik Koenig, Lieke Kusters, Celine Marquez, Ujwani Nukala, Michael Pettinati, Ruth Phillips, Daniel P Sanchez, Nazila Shafagati, Jenifer Siegelman, Mark Stewart, Cindy Varga, Benjamin Vandendriessche, Matt Wilkes, Dana L Wolff-Hughes, David Zahavi, Sylvain Zorman, Samantha J McClenahan

J Med Internet Res 2025 (Dec 11); 27:e71956

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Obtaining Patient-Reported Outcome Data via a Home Patient Monitoring App: Development, Implementation, and Validation of Novel Interface Terminology

Lucia Sacchi, Giordano Lanzola, Silvana Quaglini, Nicole Veggiotti, Silvia Panzarasa, Valentina Tibollo, Matteo Terzaghi, Itske Fraterman, Savannah Glaser, Manuel Ottaviano, Vadzim Khadakou, Vitali Hisko, Mor Peleg, Sofie Wilgenhof, Henk Mallo, Alexandra Kogan, David Glasspool, Stephanie Medlock, Laura Del Campo, Matteo Gabetta, Mimma Rizzo, Laura Deborah Locati, Paola Gabanelli, Sara Demurtas, Andrea Premoli, Szymon Wilk

JMIR Mhealth Uhealth 2025 (Dec 11); 13:e65504

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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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Development of a Hospital-at-Home Digital Twin for Patients With Frailty: Scoping Review

Faiza Yahya, Matthew Cooper, Wahib Saif, Mohamad Kassem, Hamde Nazar

J Med Internet Res 2025 (Dec 10); 27:e81510

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Development and Validation of an Electronic Health Record–Based Algorithm for Identifying Patients With Long-Term Opioid Therapy: Cross-Sectional Study

Shu Huang, Tianze Jiao, Serena Jingchuan Guo, Jill A Star, Jie Xu, Jiang Bian, Debbie L Wilson, Amie J Goodin

J Med Internet Res 2025 (Dec 10); 27:e76999

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Data Visualization Support for Interdisciplinary Team Treatment Planning in Clinical Oncology: Scoping Review

Dominik Boehm, Cosima Strantz, Arsenij Ustjanzew, Iryna Manuilova, Alexander Scheiter, Thomas Pauli, Nicole Hechtel, Niklas Reimer, Jan Christoph, Hauke Busch, Thomas Ganslandt, Philipp Unberath

J Med Internet Res 2025 (Dec 09); 27:e69104

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Trends and Trajectories in the Rise of Large Language Models in Radiology: Scoping Review

Adhari Al Zaabi, Rashid Alshibli, Abdullah AlAmri, Ibrahim AlRuheili, Syaheerah Lebai Lutfi

JMIR Med Inform 2025 (Dec 09); 13:e78041

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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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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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