Ontologies, Classifications, and Coding

Large Language Models for Health Care Text Classification: Systematic Review

Hajar Sakai, Sarah S Lam

JMIR AI 2026 (Feb 11); 5:e79202

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Developing a Multimodal Screening Algorithm for Mild Cognitive Impairment and Early Dementia in Home Health Care: Protocol for a Cross-Sectional Case-Control Study Using Speech Analysis, Large Language Models, and Electronic Health Records

Maryam Zolnoori

JMIR Res Protoc 2026 (Feb 02); 15:e82731

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Extended Grammar of Systematized Nomenclature of Medicine – Clinical Terms for Semantic Representation of Clinical Data: Methodological Study

Christophe Gaudet-Blavignac, Julien Ehrsam, Monika Baumann, Adel Bensahla, Mirjam Mattei, Yuanyuan Zheng, Christian Lovis

J Med Internet Res 2026 (Jan 28); 28:e80314

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Multi-Evidence Clinical Reasoning With Retrieval-Augmented Generation for Emergency Triage: Retrospective Evaluation Study

Hang Sheung Wong, Tsz Kwan Wong

JMIR Med Inform 2026 (Jan 26); 14:e82026

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Large Language Models for Psychiatric Diagnosis Based on Multicenter Real-World Clinical Records: Comparative Study

Maoqian Sun, Jia Yu, Zhuhong Long, Yun Yang, Tao Xiao, Jiaquan Liang, Jun Feng, Huaili Deng, Guoping Huang

JMIR Med Inform 2026 (Jan 13); 14:e77699

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Assessment of the Diagnostic Performance and Clinical Impact of AI in Hepatic Steatosis: Systematic Review and Meta-Analysis

Jiamei Song, Dan Liu, Jitong Li, Haoru Cong, Ruixue Deng, Yihan Lu, Jiayi Sun, Jingzhou Zhang

J Med Internet Res 2026 (Jan 13); 28:e78310

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A Proposed Taxonomy to Holistically Classify Employee Mental Health Programs: Qualitative Taxonomy Development Study

Benedict Sevov, Robin Huettemann, Maximillian Zinner, Sven Meister, Leonard Fehring

Interact J Med Res 2025 (Dec 18); 14:e67752

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Application of Machine Learning to Auto-Code Injury Data in the e-CHIRPP System: Development and Evaluation Study

Shamir N Mukhi, Steven R McFaull, Wendy Thompson, Tim Beattie

Online J Public Health Inform 2025 (Dec 17); 17:e69143

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Large Separable Kernel Attention–Driven Multidimensional Feature Cross-Level Fusion Classification Network of Knee Cartilage Injury: Algorithm Development and Validation

Lirong Zhang, Hang Yu, Yating Yang

JMIR Med Inform 2025 (Dec 17); 13:e79748

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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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Obtaining Patient-Reported Outcome Data via a Home Patient Monitoring App: Development, Implementation, and Validation of Novel Interface Terminology

Lucia Sacchi, Giordano Lanzola, Silvana Quaglini, Nicole Veggiotti, Silvia Panzarasa, Valentina Tibollo, Matteo Terzaghi, Itske Fraterman, Savannah Glaser, Manuel Ottaviano, Vadzim Khadakou, Vitali Hisko, Mor Peleg, Sofie Wilgenhof, Henk Mallo, Alexandra Kogan, David Glasspool, Stephanie Medlock, Laura Del Campo, Matteo Gabetta, Mimma Rizzo, Laura Deborah Locati, Paola Gabanelli, Sara Demurtas, Andrea Premoli, Szymon Wilk

JMIR Mhealth Uhealth 2025 (Dec 11); 13:e65504

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Digital Biomarkers of Cytokine Release Syndrome: Scoping Review and Ontology Development of the Role and Relevance of Digital Measures Using a Mixed Methods Approach

Christopher J Medberry, Charlotte Zoe Angel, Ashita S Batavia, Sarah Bradley, Nunzio Camerlingo, Melinda Chen, Mohamed Datoo, Premal Kamdar, Erik Koenig, Lieke Kusters, Celine Marquez, Ujwani Nukala, Michael Pettinati, Ruth Phillips, Daniel P Sanchez, Nazila Shafagati, Jenifer Siegelman, Mark Stewart, Cindy Varga, Benjamin Vandendriessche, Matt Wilkes, Dana L Wolff-Hughes, David Zahavi, Sylvain Zorman, Samantha J McClenahan

J Med Internet Res 2025 (Dec 11); 27:e71956

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Large Language Model Evaluation in Traditional Chinese Medicine for Stroke: Quantitative Benchmarking Study

Hulin Long, Yang Deng, Yaoguang Guo, Zifan Shen, Yuzhu Zhang, Ji Bao, Yang He

JMIR Form Res 2025 (Dec 11); 9:e81545

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Information Extraction of Doctoral Theses Using Two Different Large Language Models vs Health Services Researchers: Development and Usability Study

Jonas Cittadino, Pia Traulsen, Teresa Schmahl, Larisa Wewetzer, Julia Cummerow, Kristina Flägel, Christoph Strumann, Katja Goetz, Jost Steinhäuser

JMIR Form Res 2025 (Dec 10); 9:e77707

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AI-Powered Thermography for Diabetic Foot Risk Stratification: Multicenter Cross-Sectional Study

Meshari F Alwashmi, Mustafa alghali, Waseem Abu-Ashour, Abdullah Mohammed Arabe, Abdullah Al Soheimi, Nasibh Abdulrahman Alharbi, Hani Mohammed Badahdah

JMIR Form Res 2025 (Nov 27); 9:e81289

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Toward a Personalized Basal Tuner for Detecting Basal Rate Inaccuracies in Type 1 Diabetes Mellitus Without Meal Data: Algorithm Development and Retrospective Validation Study

Daniel Gasca Garcia, Hood Thabit, Paul W Nutter, Simon Harper

JMIR Diabetes 2025 (Nov 26); 10:e72769

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Challenges in Developing a Patient-Reported Symptom-Based Risk Stratification System for Suspected Head and Neck Cancer: Protocol for a Qualitative Case Study

Chinasa Odo, Joanne Patterson, Nikki Rousseau, Vinidh Paleri, Rebecca Randell

JMIR Res Protoc 2025 (Nov 25); 14:e74262

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A Bilingual On-Premises AI Agent for Clinical Drafting: Implementation Report of Seamless Electronic Health Records Integration in the Y-KNOT Project

Hanjae Kim, So-Yeon Lee, Seng Chan You, Sookyung Huh, Jai-Eun Kim, Sung-Tae Kim, Dong-Ryul Ko, Ji Hoon Kim, Jae Hoon Lee, Joon Seok Lim, Moo Suk Park, Kang Young Lee

JMIR Med Inform 2025 (Nov 24); 13:e76848

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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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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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