Decision Support for Health Professionals

Automated Pathologic TN Classification Prediction and Rationale Generation From Lung Cancer Surgical Pathology Reports Using a Large Language Model Fine-Tuned With Chain-of-Thought: Algorithm Development and Validation Study

Sanghwan Kim, Sowon Jang, Borham Kim, Leonard Sunwoo, Seok Kim, Jin-Haeng Chung, Sejin Nam, Hyeongmin Cho, Donghyoung Lee, Keehyuck Lee, Sooyoung Yoo

JMIR Med Inform 2024 (Dec 20); 12:e67056

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Large Language Models in Gastroenterology: Systematic Review

Eun Jeong Gong, Chang Seok Bang, Jae Jun Lee, Jonghyung Park, Eunsil Kim, Subeen Kim, Minjae Kimm, Seoung-Ho Choi

J Med Internet Res 2024 (Dec 20); 26:e66648

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Call for Decision Support for Electrocardiographic Alarm Administration Among Neonatal Intensive Care Unit Staff: Multicenter, Cross-Sectional Survey

Xiaoli Tang, Xiaochen Yang, Jiajun Yuan, Jie Yang, Qian Jin, Hanting Zhang, Liebin Zhao, Weiwei Guo

J Med Internet Res 2024 (Dec 20); 26:e60944

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Real-Time Triage, Position, and Documentation (TriPoD) During Medical Response to Major Incidents: Protocol for an Action Research Study

Monica Rådestad, Torkel Kanfjäll, Veronica Lindström

JMIR Res Protoc 2024 (Dec 19); 13:e57819

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A Machine Learning–Based Prediction Model for Acute Kidney Injury in Patients With Community-Acquired Pneumonia: Multicenter Validation Study

Mengqing Ma, Caimei Chen, Dawei Chen, Hao Zhang, Xia Du, Qing Sun, Li Fan, Huiping Kong, Xueting Chen, Changchun Cao, Xin Wan

J Med Internet Res 2024 (Dec 19); 26:e51255

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Effect of a Feedback Visit and a Clinical Decision Support System Based on Antibiotic Prescription Audit in Primary Care: Multiarm Cluster-Randomized Controlled Trial

Pauline Jeanmougin, Stéphanie Larramendy, Jean-Pascal Fournier, Aurélie Gaultier, Cédric Rat

J Med Internet Res 2024 (Dec 18); 26:e60535

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Expectations and Requirements of Surgical Staff for an AI-Supported Clinical Decision Support System for Older Patients: Qualitative Study

Adriane Uihlein, Lisa Beissel, Anna Hanane Ajlani, Marcin Orzechowski, Christoph Leinert, Thomas Derya Kocar, Carlos Pankratz, Konrad Schuetze, Florian Gebhard, Florian Steger, Marina Liselotte Fotteler, Michael Denkinger

JMIR Aging 2024 (Dec 17); 7:e57899

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Enhancing Standardized and Structured Recording by Elderly Care Physicians for Reusing Electronic Health Record Data: Interview Study

Charlotte A W Albers, Yvonne Wieland-Jorna, Martine C de Bruijne, Martin Smalbrugge, Karlijn J Joling, Marike E de Boer

JMIR Med Inform 2024 (Dec 13); 12:e63710

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Longitudinal Model Shifts of Machine Learning–Based Clinical Risk Prediction Models: Evaluation Study of Multiple Use Cases Across Different Hospitals

Patricia Cabanillas Silva, Hong Sun, Mohamed Rezk, Diana M Roccaro-Waldmeyer, Janis Fliegenschmidt, Nikolai Hulde, Vera von Dossow, Laurent Meesseman, Kristof Depraetere, Joerg Stieg, Ralph Szymanowsky, Fried-Michael Dahlweid

J Med Internet Res 2024 (Dec 13); 26:e51409

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Accuracy of Machine Learning in Detecting Pediatric Epileptic Seizures: Systematic Review and Meta-Analysis

Zhuan Zou, Bin Chen, Dongqiong Xiao, Fajuan Tang, Xihong Li

J Med Internet Res 2024 (Dec 11); 26:e55986

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EyeGPT for Patient Inquiries and Medical Education: Development and Validation of an Ophthalmology Large Language Model

Xiaolan Chen, Ziwei Zhao, Weiyi Zhang, Pusheng Xu, Yue Wu, Mingpu Xu, Le Gao, Yinwen Li, Xianwen Shang, Danli Shi, Mingguang He

J Med Internet Res 2024 (Dec 11); 26:e60063

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Development, Implementation, and Evaluation Methods for Dashboards in Health Care: Scoping Review

Danielle Helminski, Jeremy B Sussman, Paul N Pfeiffer, Alex N Kokaly, Allison Ranusch, Anjana Deep Renji, Laura J Damschroder, Zach Landis-Lewis, Jacob E Kurlander

JMIR Med Inform 2024 (Dec 10); 12:e59828

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Work Systems Analysis of Emergency Nurse Patient Flow Management Using the Systems Engineering Initiative for Patient Safety Model: Applying Findings From a Grounded Theory Study

Ellen Benjamin, Karen K Giuliano

JMIR Hum Factors 2024 (Dec 10); 11:e60176

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The Triage and Diagnostic Accuracy of Frontier Large Language Models: Updated Comparison to Physician Performance

Michael Joseph Sorich, Arduino Aleksander Mangoni, Stephen Bacchi, Bradley Douglas Menz, Ashley Mark Hopkins

J Med Internet Res 2024 (Dec 06); 26:e67409

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Performance of GPT-3.5 and GPT-4 on the Korean Pharmacist Licensing Examination: Comparison Study

Hye Kyung Jin, EunYoung Kim

JMIR Med Educ 2024 (Dec 04); 10:e57451

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Association of Blood Glucose Data With Physiological and Nutritional Data From Dietary Surveys and Wearable Devices: Database Analysis

Takashi Miyakoshi, Yoichi M Ito

JMIR Diabetes 2024 (Dec 03); 9:e62831

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A Smart Glass Telemedicine Application for Prehospital Communication: User-Centered Design Study

Zhan Zhang, Enze Bai, Yincao Xu, Aram Stepanian, Jared M Kutzin, Kathleen Adelgais, Mustafa Ozkaynak

J Med Internet Res 2024 (Nov 29); 26:e53157

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Design and Implementation of a Dashboard for Drug Interactions Mediated by Cytochromes Using a Health Care Data Warehouse in a University Hospital Center: Development Study

Laura Gosselin, Alexandre Maes, Kevin Eyer, Badisse Dahamna, Flavien Disson, Stefan Darmoni, Julien Wils, Julien Grosjean

JMIR Med Inform 2024 (Nov 28); 12:e57705

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Benefits of Clinical Decision Support Systems for the Management of Noncommunicable Chronic Diseases: Targeted Literature Review

Klaudia Grechuta, Pedram Shokouh, Ahmad Alhussein, Dirk Müller-Wieland, Juliane Meyerhoff, Jeremy Gilbert, Sneha Purushotham, Catherine Rolland

Interact J Med Res 2024 (Nov 27); 13:e58036

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Using Machine Learning to Predict the Duration of Atrial Fibrillation: Model Development and Validation

Satoshi Shimoo, Keitaro Senoo, Taku Okawa, Kohei Kawai, Masahiro Makino, Jun Munakata, Nobunari Tomura, Hibiki Iwakoshi, Tetsuro Nishimura, Hirokazu Shiraishi, Keiji Inoue, Satoaki Matoba

JMIR Med Inform 2024 (Nov 22); 12:e63795

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