Clinical Information and Decision Making

Detection of Polyphonic Alarm Sounds From Medical Devices Using Frequency-Enhanced Deep Learning: Simulation Study

Kazumasa Kishimoto, Tadamasa Takemura, Osamu Sugiyama, Ryosuke Kojima, Masahiro Yakami, Goshiro Yamamoto, Tomohiro Kuroda

JMIR Med Inform 2025 (Nov 12); 13:e35987

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Assessing Data Quality in Heterogeneous Health Care Integration: Simulation Study of the AIDAVA Framework

Jens Declerck, Ömer Durukan Kılıç, Ensar Emir Erol, Shervin Mehryar, Dipak Kalra, Isabelle de Zegher, Remzi Celebi

JMIR Med Inform 2025 (Nov 12); 13:e75275

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Model for Predicting Serious Hematological Adverse Events in Individuals With Ovarian Cancer Receiving Poly (Adenosine Diphosphate Ribose) Polymerase Inhibitor Treatment: Prospective Cohort Study

Xiaotong Lian, Yu Lei

JMIR Med Inform 2025 (Nov 12); 13:e72994

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Web-Based Platform for the Chilean Cardiac Surgery Registry: Algorithm Development and Validation Study

Sergio Guinez-Molinos, Enrique Seguel, Jaime Gonzalez, Benjamin Castillo

JMIR Cardio 2025 (Nov 11); 9:e70147

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Predicting Delayed Extubation After General Anesthesia in Postanesthesia Care Unit Patients Using Machine Learning: Model Development Study

Jianwei Luo, Shaoman Lin, Liman Wang, Huanfan Ji, Jingcong Zheng, Tingkang Wang, Lin Chen, Ziqi Lin, Zhongqi Liu, Ning Liufu

JMIR Med Inform 2025 (Nov 11); 13:e72602

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Artificial Intelligence–Based Electrocardiogram Model as a Predictor of Postoperative Atrial Fibrillation Following Cardiac Surgery: Retrospective Cohort Study

Changho Han, Sarah Soh, Je-Wook Park, Hui-Nam Pak, Dukyong Yoon

J Med Internet Res 2025 (Nov 10); 27:e77164

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Use First, Trust Later? Exploring How Health Care Providers View the Gaps Between AI’s Regulation and Its Implementation

Aviad Raz, Yael Inbar, Ziv Paz, Barkan Hofman, Zalman Itzhakov, Orly Weinstein

JMIR Form Res 2025 (Nov 10); 9:e74038

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AI Act Compliance Within the MyHealth@EU Framework: Tutorial

Monika Simjanoska Misheva, Dragan Shahpaski, Jovana Dobreva, Djansel Bukovec, Blagojche Gjorgjioski, Marjan Nikolov, Dalibor Frtunikj, Petre Lameski, Azir Aliu, Kostadin Mishev, Matjaž Gams

J Med Internet Res 2025 (Nov 10); 27:e81184

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Combining International Standards to Develop Clinical Decision Support for Parent Smoking Cessation in Pediatrics

Jeritt G Thayer, Brian P Jenssen, Alexander G Fiks, Dean Karavite, Janani Ramachandran, Shannon Kelleher, Ekaterina Nekrasova, Jeremy E Drehmer, Emara Nabi-Burza, Jonathan P Winickoff, Robert W Grundmeier

J Med Internet Res 2025 (Nov 05); 27:e75198

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Advancing Brain-Computer Interface Closed-Loop Systems for Neurorehabilitation: Systematic Review of AI and Machine Learning Innovations in Biomedical Engineering

Christopher Williams, Fahim Islam Anik, Md Mehedi Hasan, Juan Rodriguez-Cardenas, Anushka Chowdhury, Shirley Tian, Selena He, Nazmus Sakib

JMIR Biomed Eng 2025 (Nov 05); 10:e72218

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Attitudes Toward Common Data Models Among Chinese Biomedical Professionals: Cross-Sectional Survey

Yexian Yu, Yongqi Zheng, Meng Zhang, Junqing Xie, Seng Chan You, Mengling Feng, Siyan Zhan, Feng Sun

JMIR Med Inform 2025 (Nov 05); 13:e77603

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Generative Models and Sentence Transformers for the Recognition and Normalization of Continuous and Discontinuous Phenotype Mentions: Model Development and Evaluation

Areej Alhassan, Viktor Schlegel, Monira Aloud, Riza Batista-Navarro, Goran Nenadic

JMIR Med Inform 2025 (Nov 05); 13:e68558

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Beyond Comparing Machine Learning and Logistic Regression in Clinical Prediction Modelling: Shifting from Model Debate to Data Quality

Yanan Hu, Xin Zhang, Valerie Slavin, Yitayeh Belsti, Sofonyas Abebaw Tiruneh, Emily Callander, Joanne Enticott

J Med Internet Res 2025 (Nov 05); 27:e77721

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Patient Navigation Behavior in a Symptom-Based Self-Triage Mobile App for Direct-to-Consumer Urgent Care: Retrospective Observational Study

Tarso Augusto Duenhas Accorsi, Flavio Tocci Moreira, Anderson Aires Eduardo, Renata Albaladejo Morbeck, Karen Francine Köhler, Karine De Amicis Lima, Carlos Henrique Sartorato Pedrotti

J Med Internet Res 2025 (Nov 04); 27:e63816

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Predicting Postoperative Stress Urinary Incontinence After Prolapse Surgery via Machine Learning and Regression Models: Development and Validation Study

Minna Su, Shuyu Wang, Xiaochun Liu

JMIR Med Inform 2025 (Nov 03); 13:e76021

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Implementation, Experiences, Impact, and Costs of Artificial Intelligence in Chest Diagnostics: Protocol for a Mixed Methods Evaluation

Angus I G Ramsay, Chris Sherlaw-Johnson, Kevin Herbert, Stuti Bagri, Malina Bodea, Nadia Crellin, Holly Elphinstone, Amanda Halliday, Nina Hemmings, Rachel Lawrence, Cyril Lobont, Pei Li Ng, Joanne Lloyd, Efthalia Massou, Raj Mehta, Stephen Morris, Jenny Shand, Holly Walton, Naomi J Fulop

JMIR Res Protoc 2025 (Oct 31); 14:e81421

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Artificial Intelligence–Assisted Image Extraction in Neonatal Echocardiography for Congenital Heart Disease Diagnosis in Sub-Saharan Africa: Protocol for Model Development

Aminkeng Zawuo Leke, Lionel Landry Sop Deffo, Yunkavi Sabastian Wirsiy, Thomas Aldersley, Thomas Day, Andrew P King, Patrick McAllister, Michel N Maboh, John Lawrenson, Cabral Tantchou, Bernhard Kainz, Frank Casey, Raymond Bond, Dewar Finlay, Ngoe Kelson Tchinda, Armstrong Obale, Frunwi Ndeh Mugri, Liesl Zühlke, Helen Dolk

JMIR Res Protoc 2025 (Oct 30); 14:e75270

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Impact of Detailed Versus Generic Instructions on Fine-Tuned Language Models for Patient Discharge Instructions Generation: Comparative Statistical Analysis

Muneerah Alqahtani, Abdullah Al-Barakati, Fahd Alotaibi, Mohammed Al Shibli, Saad Almousa

JMIR Form Res 2025 (Oct 30); 9:e80917

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Leveraging Artificial Intelligence for Clinical Study Matching: Key Threads for Interweaving Data Science and Implementation Science

Andrew James Goodwin, Sara Ann Armstrong, David Ptak, Kenneth Catchpole, Jihad S Obeid, Paul M Heider

JMIR Form Res 2025 (Oct 30); 9:e71831

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Detecting Laterality Errors in Combined Radiographic Studies by Enhancing the Traditional Approach With GPT-4o: Algorithm Development and Multisite Internal Validation

Kung-Hsun Weng, Yi-Chen Chou, Yu-Ting Kuo, Tsyh-Jyi Hsieh, Chung-Feng Liu

JMIR Form Res 2025 (Oct 29); 9:e76384

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