Decision Support for Health Professionals

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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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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Electronic Clinical Decision Support System for Stroke Risk Screening in Patients With Atrial Fibrillation in Mental Health Care: Mixed Methods Study

Dina Farran, Hou Wang Cheang, Juliana Onwumere, Mark Ashworth, Fiona Gaughran

JMIR Cardio 2025 (Aug 06); 9:e66428

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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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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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Evaluating the Performance of State-of-the-Art Artificial Intelligence Chatbots Based on the WHO Global Guidelines for the Prevention of Surgical Site Infection: Cross-Sectional Study

Tianyi Wang, Ruiyuan Chen, Baodong Wang, Congying Zou, Ning Fan, Shuo Yuan, Aobo Wang, Yu Xi, Lei Zang

J Med Internet Res 2025 (Jul 31); 27:e75567

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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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Technological Solutions to Improve Inpatient Handover in the Era of Artificial Intelligence: Scoping Review

Louis Agha-Mir-Salim, Isabelle Rose Alberto, Nicole Rose Alberto, Leo Anthony Celi, Pia Gabrielle Alfonso, Rachel Hicklen, Katelyn Legaspi, Rajiv Hans Menghrajani, Faye Yu Ng, Patricia Therese Pile, Christopher M Sauer

J Med Internet Res 2025 (Jul 31); 27:e70358

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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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Assessing Clinical Impressions of Early Warning Score Integration With the Rapid Response Team: Protocol for a Prospective Cohort Study

Alexandre Tran, Rashi Ramchandani, Jamie Brehaut, Natasha Hudek, Jessica Haines, Irene Watpool, Rebecca Porteous, Dora Kusevic, Kirby Bucciero, Kwadwo Kyeremanteng, Michael Hartwick, Kednapa Thavorn, Jonathan Hooper, Dalibor Kubelik, Christophe Herry, Nathan Scales, Brett Hryciw, Jad Abou-Khalil, Jeffrey Perry, Christopher Bredeson, Andrew Seely

JMIR Res Protoc 2025 (Jul 31); 14:e65360

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Leveraging Dual Usability Methods to Evaluate Clinical Decision Support Among Patients With Traumatic Brain Injury: Mixed Methods Study

Rubina F Rizvi, Sameen Faisal, Mark Sussman, Patricia Mendlick, Sam Brown, Elizabeth Lindemann, Sean Switzer, Genevieve B Melton, Christopher J Tignanelli

JMIR Hum Factors 2025 (Jul 30); 12:e60268

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Evaluating the Reasoning Capabilities of Large Language Models for Medical Coding and Hospital Readmission Risk Stratification: Zero-Shot Prompting Approach

Parvati Naliyatthaliyazchayil, Raajitha Muthyala, Judy Wawira Gichoya, Saptarshi Purkayastha

J Med Internet Res 2025 (Jul 30); 27:e74142

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Optimizing Thyroid Nodule Management With Artificial Intelligence: Multicenter Retrospective Study on Reducing Unnecessary Fine Needle Aspirations

Jia-Hui Ni, Yun-Yun Liu, Chao Chen, Yi-Lei Shi, Xing Zhao, Xiao-Long Li, Bei-Bei Ye, Jing-Liang Hu, Li-Chao Mou, Li-Ping Sun, Hui-Jun Fu, Xiao-Xiang Zhu, Yi-Feng Zhang, Lehang Guo, Hui-Xiong Xu

JMIR Med Inform 2025 (Jul 30); 13:e71740

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Clinician Perspectives of a Magnetic Resonance Imaging–Based 3D Volumetric Analysis Tool for Neurofibromatosis Type 2–Related Schwannomatosis: Qualitative Pilot Study

Shelby T Desroches, Alice Huang, Rithvik Ghankot, Steven M Tommasini, Daniel H Wiznia, Frank D Buono

JMIR Hum Factors 2025 (Jul 30); 12:e71728

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Leveraging AI to Optimize Maintenance of Health Evidence and Offer a One-Stop Shop for Quality-Appraised Evidence Syntheses on the Effectiveness of Public Health Interventions: Quality Improvement Project

Kristin Rogers, Alanna Miller, Ashley Girgis, Emily C Clark, Sarah E Neil-Sztramko, Maureen Dobbins

J Med Internet Res 2025 (Jul 29); 27:e69700

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Trust in Artificial Intelligence–Based Clinical Decision Support Systems Among Health Care Workers: Systematic Review

Hein Minn Tun, Hanif Abdul Rahman, Lin Naing, Owais Ahmed Malik

J Med Internet Res 2025 (Jul 29); 27:e69678

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Applications of Artificial Intelligence in Psychiatry and Psychology Education: Scoping Review

Julien Prégent, Van-Han-Alex Chung, Inès El Adib, Marie Désilets, Alexandre Hudon

JMIR Med Educ 2025 (Jul 28); 11:e75238

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Autoencoder-Based Representation Learning for Similar Patients Retrieval From Electronic Health Records: Comparative Study

Deyi Li, Aditi Shukla, Sravani Chandaka, Bradley Taylor, Jie Xu, Mei Liu

JMIR Med Inform 2025 (Jul 24); 13:e68830

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Acceptability and Utility of a Web-Based Patient-Completed Clinical Decision Aid for the Differential Diagnosis of Transient Loss of Consciousness: Qualitative Interview Study

Alistair Wardrope, Lindsay Blank, Melloney Ferrar, Steve Goodacre, Daniel Habershon, Markus Reuber

JMIR Form Res 2025 (Jul 24); 9:e67608

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