Machine Learning

Public Disclosure of Results From Artificial Intelligence/Machine Learning Research in Health Care: Comprehensive Analysis of ClinicalTrials.gov, PubMed, and Scopus Data (2010-2023)

Shoko Maru, Ryohei Kuwatsuru, Michael D Matthias, Ross J Simpson Jr

J Med Internet Res 2025 (Mar 21); 27:e60148

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Assessing the Diagnostic Accuracy of ChatGPT-4 in Identifying Diverse Skin Lesions Against Squamous and Basal Cell Carcinoma

Nitin Chetla, Matthew Chen, Joseph Chang, Aaron Smith, Tamer Rajai Hage, Romil Patel, Alana Gardner, Bridget Bryer

JMIR Dermatol 2025 (Mar 21); 8:e67299

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Meeting Global Health Needs via Infectious Disease Forecasting: Development of a Reliable Data-Driven Framework

Ravikiran Keshavamurthy, Karl T Pazdernik, Colby Ham, Samuel Dixon, Samantha Erwin, Lauren E Charles

JMIR Public Health Surveill 2025 (Mar 21); 11:e59971

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Machine Learning–Based Explainable Automated Nonlinear Computation Scoring System for Health Score and an Application for Prediction of Perioperative Stroke: Retrospective Study

Mi-Young Oh, Hee-Soo Kim, Young Mi Jung, Hyung-Chul Lee, Seung-Bo Lee, Seung Mi Lee

J Med Internet Res 2025 (Mar 19); 27:e58021

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Mechanism Assessment of Physician Discourse Strategies and Patient Consultation Behaviors on Online Health Platforms: Mixed Methods Study

Menglei Kong, Yu Wang, Meixuan Li, Zhong Yao

J Med Internet Res 2025 (Mar 19); 27:e54516

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Identifying Data-Driven Clinical Subgroups for Cervical Cancer Prevention With Machine Learning: Population-Based, External, and Diagnostic Validation Study

Zhen Lu, Binhua Dong, Hongning Cai, Tian Tian, Junfeng Wang, Leiwen Fu, Bingyi Wang, Weijie Zhang, Shaomei Lin, Xunyuan Tuo, Juntao Wang, Tianjie Yang, Xinxin Huang, Zheng Zheng, Huifeng Xue, Shuxia Xu, Siyang Liu, Pengming Sun, Huachun Zou

JMIR Public Health Surveill 2025 (Mar 19); 11:e67840

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Machine Learning to Assist in Managing Acute Kidney Injury in General Wards: Multicenter Retrospective Study

Nam-Jun Cho, Inyong Jeong, Se-Jin Ahn, Hyo-Wook Gil, Yeongmin Kim, Jin-Hyun Park, Sanghee Kang, Hwamin Lee

J Med Internet Res 2025 (Mar 18); 27:e66568

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Kinetic Pattern Recognition in Home-Based Knee Rehabilitation Using Machine Learning Clustering Methods on the Slider Digital Physiotherapy Device: Prospective Observational Study

Clement Twumasi, Mikail Aktas, Nicholas Santoni

JMIR Form Res 2025 (Mar 18); 9:e69150

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How to Design, Create, and Evaluate an Instruction-Tuning Dataset for Large Language Model Training in Health Care: Tutorial From a Clinical Perspective

Wojciech Nazar, Grzegorz Nazar, Aleksandra Kamińska, Ludmila Danilowicz-Szymanowicz

J Med Internet Res 2025 (Mar 18); 27:e70481

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Prompt Framework for Extracting Scale-Related Knowledge Entities from Chinese Medical Literature: Development and Evaluation Study

Jie Hao, Zhenli Chen, Qinglong Peng, Liang Zhao, Wanqing Zhao, Shan Cong, Junlian Li, Jiao Li, Qing Qian, Haixia Sun

J Med Internet Res 2025 (Mar 18); 27:e67033

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Improving the Robustness and Clinical Applicability of Automatic Respiratory Sound Classification Using Deep Learning–Based Audio Enhancement: Algorithm Development and Validation

Jing-Tong Tzeng, Jeng-Lin Li, Huan-Yu Chen, Chu-Hsiang Huang, Chi-Hsin Chen, Cheng-Yi Fan, Edward Pei-Chuan Huang, Chi-Chun Lee

JMIR AI 2025 (Mar 13); 4:e67239

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A Hybrid Deep Learning–Based Feature Selection Approach for Supporting Early Detection of Long-Term Behavioral Outcomes in Survivors of Cancer: Cross-Sectional Study

Tracy Huang, Chun-Kit Ngan, Yin Ting Cheung, Madelyn Marcotte, Benjamin Cabrera

JMIR Bioinform Biotech 2025 (Mar 13); 6:e65001

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Studying the Potential Effects of Artificial Intelligence on Physician Autonomy: Scoping Review

John Grosser, Juliane Düvel, Lena Hasemann, Emilia Schneider, Wolfgang Greiner

JMIR AI 2025 (Mar 13); 4:e59295

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Integrating Ambient In-Home Sensor Data and Electronic Health Record Data for the Prediction of Outcomes in Amyotrophic Lateral Sclerosis: Protocol for an Exploratory Feasibility Study

William E Janes, Noah Marchal, Xing Song, Mihail Popescu, Abu Saleh Mohammad Mosa, Juliana H Earwood, Vovanti Jones, Marjorie Skubic

JMIR Res Protoc 2025 (Mar 12); 14:e60437

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Data Obfuscation Through Latent Space Projection for Privacy-Preserving AI Governance: Case Studies in Medical Diagnosis and Finance Fraud Detection

Mahesh Vaijainthymala Krishnamoorthy

JMIRx Med 2025 (Mar 12); 6:e70100

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Two-Year Hypertension Incidence Risk Prediction in Populations in the Desert Regions of Northwest China: Prospective Cohort Study

Yinlin Cheng, Kuiying Gu, Weidong Ji, Zhensheng Hu, Yining Yang, Yi Zhou

J Med Internet Res 2025 (Mar 12); 27:e68442

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Accuracy of Large Language Models for Literature Screening in Thoracic Surgery: Diagnostic Study

Zhang-Yi Dai, Fu-Qiang Wang, Cheng Shen, Yan-Li Ji, Zhi-Yang Li, Yun Wang, Qiang Pu

J Med Internet Res 2025 (Mar 11); 27:e67488

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Fetal Birth Weight Prediction in the Third Trimester: Retrospective Cohort Study and Development of an Ensemble Model

Jing Gao, Xu Jie, Yujun Yao, Jingdong Xue, Lei Chen, Ruiyao Chen, Jiayuan Chen, Weiwei Cheng

JMIR Pediatr Parent 2025 (Mar 10); 8:e59377

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Generative AI Models in Time-Varying Biomedical Data: Scoping Review

Rosemary He, Varuni Sarwal, Xinru Qiu, Yongwen Zhuang, Le Zhang, Yue Liu, Jeffrey Chiang

J Med Internet Res 2025 (Mar 10); 27:e59792

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Application of Machine Learning for Patients With Cardiac Arrest: Systematic Review and Meta-Analysis

Shengfeng Wei, Xiangjian Guo, Shilin He, Chunhua Zhang, Zhizhuan Chen, Jianmei Chen, Yanmei Huang, Fan Zhang, Qiangqiang Liu

J Med Internet Res 2025 (Mar 10); 27:e67871

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