Decision Support for Health Professionals

Enhancing Clinical Decision Making by Predicting Readmission Risk in Patients With Heart Failure Using Machine Learning: Predictive Model Development Study

Xiangkui Jiang, Bingquan Wang

JMIR Med Inform 2024 (Dec 31); 12:e58812

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The Role of Clinician-Developed Applications in Promoting Adherence to Evidence-Based Guidelines: Pilot Study

Madhu Prita Prakash, Aravinda Thiagalingam

JMIR Cardio 2024 (Dec 31); 8:e55958

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Spread and Scale of the Integrated Nutrition Pathway for Acute Care Across Canada: Protocol for the Advancing Malnutrition Care Program

Katherine L Ford, Celia Laur, Rupinder Dhaliwal, Roseann Nasser, Leah Gramlich, Johane P Allard, Heather Keller, AMC Core Team

JMIR Res Protoc 2024 (Dec 31); 13:e62764

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Leveraging Machine Learning to Identify Subgroups of Misclassified Patients in the Emergency Department: Multicenter Proof-of-Concept Study

Sage Wyatt, Dagfinn Lunde Markussen, Mounir Haizoune, Anders Strand Vestbø, Yeneabeba Tilahun Sima, Maria Ilene Sandboe, Marcus Landschulze, Hauke Bartsch, Christopher Martin Sauer

J Med Internet Res 2024 (Dec 31); 26:e56382

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Development and Validation of a Nomogram-Based Model to Predict Primary Hypertension Within the Next Year in Children and Adolescents: Retrospective Cohort Study

Chenlong Qin, Li Peng, Yun Liu, Xiaoliang Zhang, Shumei Miao, Zhiyuan Wei, Wei Feng, Hongjian Zhang, Cheng Wan, Yun Yu, Shan Lu, Ruochen Huang, Xin Zhang

J Med Internet Res 2024 (Dec 30); 26:e58686

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Allied Health Professionals’ Perceptions of Artificial Intelligence in the Clinical Setting: Cross-Sectional Survey

Jane Hoffman, Laetitia Hattingh, Lucy Shinners, Rebecca L Angus, Brent Richards, Ian Hughes, Rachel Wenke

JMIR Form Res 2024 (Dec 30); 8:e57204

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The Role of Machine Learning in the Detection of Cardiac Fibrosis in Electrocardiograms: Scoping Review

Julia Handra, Hannah James, Ashery Mbilinyi, Ashley Moller-Hansen, Callum O'Riley, Jason Andrade, Marc Deyell, Cameron Hague, Nathaniel Hawkins, Kendall Ho, Ricky Hu, Jonathon Leipsic, Roger Tam

JMIR Cardio 2024 (Dec 30); 8:e60697

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Artificial Intelligence–Aided Diagnosis System for the Detection and Classification of Private-Part Skin Diseases: Decision Analytical Modeling Study

Wei Wang, Xiang Chen, Licong Xu, Kai Huang, Shuang Zhao, Yong Wang

J Med Internet Res 2024 (Dec 27); 26:e52914

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Evaluation of a Telemonitoring System Using Electronic National Early Warning Scores for Patients Receiving Medical Home Care: Pilot Implementation Study

Cheng-Fu Lin, Pei‐Jung Chang, Hui-Min Chang, Ching-Tsung Chen, Pi-Shan Hsu, Chieh-Liang Wu, Shih-Yi Lin

JMIR Med Inform 2024 (Dec 26); 12:e63425

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Machine Learning Driven by Magnetic Resonance Imaging for the Classification of Alzheimer Disease Progression: Systematic Review and Meta-Analysis

Gopi Battineni, Nalini Chintalapudi, Francesco Amenta

JMIR Aging 2024 (Dec 23); 7:e59370

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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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