Methods and Instruments in Medical Informatics

Noise-Resilient Bioacoustics Feature Extraction Methods and Their Implications on Audio Classification Performance: Systematic Review

Geofrey Owino, Bernard Shibwabo

JMIR Biomed Eng 2025 (Dec 16); 10:e80089

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Predicting Metabolic Dysfunction–Associated Fatty Liver Disease Phenotypes Among Adults: 2-Stage Contrastive Learning Method

Sizhe Jasmine Chen, Da Xu, Derek K Hu, Paul Jen-Hwa Hu, Ting-Shuo Huang

JMIR Med Inform 2025 (Dec 12); 13:e75747

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Lumbar Acceleration Gait Estimation: “Step-by-Step” Algorithm Updates and Improvements

Lukas Adamowicz, Wenyi Lin, F Isik Karahanoglu, Xuemei Cai, Mar Santamaria, Charmaine Demanuele, Junrui Di

J Med Internet Res 2025 (Dec 12); 27:e72831

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Comparison and Validation of Actigraphy Algorithms Using a Large Community Dataset: Algorithm Validation Study

Darshan Panesar, Aashish Vichare, Jason Goncalves, Robyn Stremler

JMIR Form Res 2025 (Dec 11); 9:e70778

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Evaluating a Clinical Decision Support Tool for Cancer Risk Assessment in Primary Care: Simulation Study of Unintended Weight Loss

Javiera Martinez-Gutierrez, Sophie Chima, Lucas De Mendonca, Alex Lee, Barbara Hunter, Jo-Anne Manski-Nankervis, Deborah Daly, George Fishman, Kit Huckvale, Fong Seng Lim, Benny Wang, Craig Nelson, Brian Nicholson, Jon Emery

JMIR Form Res 2025 (Dec 10); 9:e79208

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Development and Implementation of an Internal Quality Control and External Quality Assessment Information System for a Regional Medical Laboratory Center: Pilot Design and Implementation Study

Dayang Chen, Hongmei Mo, Yingying Zhang, Junlong Qin, Lijun Zhang, Changxian Jiang, Fuming Li, Xiuming Zhang, Tong Ou

JMIR Form Res 2025 (Dec 09); 9:e77043

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A Novel Primary Care Planning Informatics Tool Informed by Data-Driven Multimorbidity Grouping: User-Centered Design and Feasibility Testing

Linnaea Schuttner, Karin Daniels, Srinidhi Venkatesh, Franya Hutchins, Karley Atchison, Rebecca Piegari, Timothy Bober, Xinhua Zhao, Ann-Marie Rosland

JMIR Form Res 2025 (Dec 04); 9:e75081

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Predictive Value of Digital Neuropsychological and Gait Assessments on Shunt Outcome in Patients With Idiopathic Normal Pressure Hydrocephalus: Prospective Cohort Study

Hanlin Cai, Keru Huang, Zilong Hao, Na Hu, Hui Gao, Feng Yang, Shiyu Feng, Linyuan Qin, Ruihan Wang, Xiyue Yang, Shan Wang, Qian Liao, Yi Liu, Dong Zhou, Liangxue Zhou, Jiaojiang He, Qin Chen

J Med Internet Res 2025 (Nov 25); 27:e78399

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Large Language Models in Critical Care Medicine: Scoping Review

Tongyue Shi, Jun Ma, Zihan Yu, Haowei Xu, Rongxin Yang, Minqi Xiong, Meirong Xiao, Yilin Li, Huiying Zhao, Guilan Kong

JMIR Med Inform 2025 (Nov 24); 13:e76326

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Methods for Addressing Missingness in Electronic Health Record Data for Clinical Prediction Models: Comparative Evaluation

Jean Digitale, Deborah Franzon, Mark J Pletcher, Charles E McCulloch, Efstathios D Gennatas

JMIR Med Inform 2025 (Nov 14); 13:e79307

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The Adult Inpatient eHealth Literacy Scale (AIPeHLS): Development and Validation Study

Xinyu Feng, Vivian Hui, Jing Jiang, Mengyuan Liu, Yinglan Li, Lingyun Tian

J Med Internet Res 2025 (Oct 14); 27:e75657

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Estimating Variance of Log Standardized Incidence Ratios Assessing Health Care Providers’ Performance: Comparative Analysis Using Bayesian, Bootstrap, and Delta Method Approaches

Solomon Woldeyohannes, Yomei Jones, Paul Lawton

JMIRx Med 2025 (Oct 09); 6:e77415

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Organizing Telemonitoring—Decision-Making Between Centralized and Distributed Models in the Netherlands, Using the Non-Adoption, Abandonment, Scale-Up, Spread, and Sustainability (NASSS) Framework: Case Study

Nienke Antine Elferink, Manon Jacqueline Roest, Anne Marie Weggelaar, Marleen de Mul

JMIR Med Inform 2025 (Oct 08); 13:e69349

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Computer-Interpretable Quality Indicators for Intensive Care Medicine: Development and Validation Study

Falk von Dincklage, Viktor Karl Bublitz, Oliver Kumpf, Carlo Jurth, Reimer Riessen, Maria Deja, Christiane Maria Schewe, Dirk Schädler, Christian Fuchs, Sebastian Gibb, Christian Scheer, Jens-Christian Schewe, Hartmuth Nowak, Felix Balzer, Michael Adamzik, DIVI Information Technology Section, DIVI Quality and Economy Section, Gernot Marx, Gregor Lichtner

J Med Internet Res 2025 (Sep 26); 27:e77077

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Improving the Reporting Quality of Studies on Information Extraction From Clinical Texts: Protocol for the Development of a Consensus-Based Reporting Guideline

Daniel Reichenpfader, Henning Müller, Kerstin Denecke

JMIR Res Protoc 2025 (Sep 24); 14:e76776

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Large Language Models in Neurological Practice: Real-World Study

Natale Vincenzo Maiorana, Sara Marceglia, Mauro Treddenti, Mattia Tosi, Matteo Guidetti, Maria Francesca Creta, Tommaso Bocci, Serena Oliveri, Filippo Martinelli Boneschi, Alberto Priori

J Med Internet Res 2025 (Sep 22); 27:e73212

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Extracting Symptoms of Complex Conditions From Online Discourse (Subreddit to Symptomatology): Lexicon-Based Approach

Bushra Hossain, Sarah M Preum, Md Fazle Rabbi, Rifat Ara, Mohammed Eunus Ali

JMIR Med Inform 2025 (Sep 12); 13:e70940

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Leveraging GPT-4o for Automated Extraction and Categorization of CAD-RADS Features From Free-Text Coronary CT Angiography Reports: Diagnostic Study

Youmei Chen, Mengshi Dong, Jie Sun, Zhanao Meng, Yiqing Yang, Abudushalamu Muhetaier, Chao Li, Jie Qin

JMIR Med Inform 2025 (Sep 10); 13:e70967

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Identifying Transportation Needs in Ophthalmology Clinic Notes Using Natural Language Processing: Retrospective, Cross-Sectional Study

Lauren M Wasser, Hai-Wei Liang, Chenyu Li, Julie Cassidy, Pooja Tallapaneni, Hunter Osterhoudt, Yanshan Wang, Andrew M Williams

JMIR Med Inform 2025 (Sep 06); 13:e69216

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User-Centered Design of Trauma Systems Solutions for Retriage of Patients With Injury: Mixed Methods Study

John Dwight Slocum, David Jelke, Qixuan Mai, Julie K Johnson, My L T Nguyen, Lixuan Cong, Adithya Chandrasekaran, Jane L Holl, Yuriy Moklyak, Justin Mis, Molly Gabaldo, James G Adams, William M Brigode, Mary Beth Voights, Rebecca Andersen, Tamuriat Gilbert, Nicole Siparsky, Arthur Proust, Anne M Stey, Andrew B L Berry

J Med Internet Res 2025 (Aug 27); 27:e70846

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