Decision Support for Health Professionals

Articles published in 2026 in this theme: 161 (scroll down to load remaining articles)

2026

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Improving Radiology Report Error Detection Using a Multipass Large Language Model: Framework Development and Validation

Songsoo Kim, Seungtae Lee, See Young Lee, Joonho Kim, Keechan Kan, Hyunji Lee, Dukyong Yoon

JMIR Med Inform 2026 (Jun 04); 14:e87368

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Advancing Gastrointestinal Cancer Risk Prediction With Patient-Centered Machine Learning: Machine Learning Modeling Study

Daina Baublyte, Jeonghee Lee, Madhawa Gunathilake, Jeongseon Kim

JMIR Med Inform 2026 (Jun 04); 14:e78931

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AI-Based Triage Decision Support: Multisite Economic Evaluation in the United States

Scott Levin, Ben Steinhart, Rohit Sangal, Lesley Meng, K Davina Frick, Cabrina McGinn, Jeremiah Hinson, Andrew Taylor

J Med Internet Res 2026 (Jun 03); 28:e95213

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Development and Interpretability Analysis of a Stacking Ensemble Model for Early Prediction of Nutritional Risk in Intensive Care Unit Patients: Retrospective Cohort Study

Xu Zhang, An Fang, Pei Lou, Kuanda Yao, Tianci Huang, Jiahui Hu

JMIR Med Inform 2026 (Jun 03); 14:e77872

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Implementation of an e-Tool (the Provider Asthma Assessment Form) Integrated Into the Electronic Medical Record in Primary Care: Mixed Methods Survey of Perceived Utility, Practitioner Satisfaction, Barriers and Enablers

Matheson L McFarlane, Alison Morra, Delanya Podgers, David Barber, Kelsey Ruetz, M Diane Lougheed

JMIR Form Res 2026 (Jun 03); 10:e80399

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Novel Online Platform for Trauma Care—Integrating Trauma Phenotypes to Optimize the Trauma and Injury Severity Score Model: Retrospective Cohort Study

Jotaro Tachino, Shigeto Seno, Hisatake Matsumoto, Tetsuhisa Kitamura, Shunichiro Nakao, Hiroshi Ogura, Jun Oda

JMIR Med Inform 2026 (Jun 02); 14:e90011

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Radiologist Perceptions of an AI Tool for Intracranial Hemorrhage Detection in Teleradiology: Cross-Sectional Survey Study

Andrew J Del Gaizo, Jackson K Del Gaizo, Troy A Shahoumian

JMIR Hum Factors 2026 (Jun 02); 13:e92145

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Improving Vancomycin Therapeutic Drug Monitoring With a Deep Learning–Based Two-Compartment Predictive Model: Development and Validation Study

Bingyu Mao, Ziqian Xie, Laila Rasmy, Masayuki Nigo, Degui Zhi

JMIR AI 2026 (Jun 01); 5:e81103

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Hospitalists Are Already Using AI—Why Implementation Will Determine Its Impact

Anna Maw, Aakriti Pandita, Marisha Burden

J Med Internet Res 2026 (Jun 01); 28:e97419

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Real-World Data Needs Real-World Doctors: When Automation Advances Faster Than Clinical Workflow

Amy Price, Christine Von Raesfeld

J Particip Med 2026 (May 29); 18:e97972

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Clinicians’ Decisions to Screen for Intimate Partner Violence Use and Experience and Observed Impacts: Qualitative Study

Sarah A Walls, Julie D Yeterian, Skye Orazietti, Candice Presseau, Galina A Portnoy

JMIR Form Res 2026 (May 29); 10:e81651

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Machine Learning–Based Prediction Model for 30-Day Emergency Department Revisits in a Medically Underserved Tertiary Hospital: Formative Retrospective Cohort Study

Kyongmin Sun

JMIR Form Res 2026 (May 29); 10:e87289

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Advancing Alzheimer Disease Prediction With Large Language Model–Based Linguistic Feature Analysis: Development and Validation Study

Ming-Hsia Hsu, San-Yih Hwang, Yi-Hang Tsai, Yun-Chi Chang, Chih-Kuang Liang, Chiung-Yun Chang

JMIR Med Inform 2026 (May 28); 14:e86965

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AI in Lung Nodules on Chest CT: Retrospective, Real-World Assessment of AI in Clinical Practice

Heyel Sodhi-Kalra, Shivangi Jha, Subba Digumarthy

JMIR Form Res 2026 (May 28); 10:e86416

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Adaptive Fast-Slow Large Language Model Framework for Multidimensional Classification of Prenatal Ultrasound Reports: Comparative Study

Wei Zhong, Huihui Yan, Yifan Liu, Yan Liu, Kai Yang, Huimin Gao, Zhengyang Yao, Wenjing Hao, Yousheng Yan, Chenghong Yin

J Med Internet Res 2026 (May 28); 28:e91399

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Rerouting Eye Care: How AI and Telemedicine Are Reshaping Ophthalmology Patient Journeys in the United Kingdom and Germany

Broder Poschkamp, Ariel Yuhan Ong, Justin Engelmann, Michael Grün, Andreas Stahl, Pearse Andrew Keane, David Adrian Merle

J Med Internet Res 2026 (May 27); 28:e93170

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Usability and Usefulness of Machine Learning–Based Clinical Decision Support Software in Primary Care: Survey of Users in a Prospective Observational Study

Willem Ernst Herter, Janine Khuc, Tobias N Bonten, Robert A Verheij, Mattijs E Numans, Niels H Chavannes

JMIR Med Inform 2026 (May 27); 14:e80527

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Reducing Mis-triage in Emergency Departments (RemEDy): Protocol for Improving Triage Accuracy Through Real-time Evaluation and Artificial Intelligence

Serena Sibilio, Bastiaan Van Grootven, Annette Christine Mettler, Philippe Claude Cattin, Ursula Feuz, Michael Simon, Franziska Zúñiga, Christian Hans Nickel

JMIR Res Protoc 2026 (May 27); 15:e92264

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An AI-Enabled Predictive Harm Response Management Algorithmic Tool to Reduce Adverse Events in Health Care Settings (PreHaRM): Protocol for a Three-Phase Model Development and Pilot-Testing Study

Marion Eckert, Greg Sharplin, Wolfgang Mayer, Georg Grossmann, Jan Stanek, Gourav Gupta, Lachlan Darch, Markus Stumptner, Nicholas Marlow

JMIR Res Protoc 2026 (May 27); 15:e75474

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Machine Learning–Based Survival Prediction Models for Young Patients With Gastric Cancer: Model Development and Validation Study

Ha Ye Jin Kang, Wooyeong Jang, Minsam Ko, Kwang Sun Ryu

JMIR Cancer 2026 (May 26); 12:e86418

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