Ontologies, Classifications, and Coding

Articles published in 2026 in this theme: 25 (scroll down to load remaining articles)

2026

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Automatic Speech Recognition and Large Language Models for Multilingual Pathology Report Generation: Proof-of-Concept Study

Kuan-Hsun Lin, Chia-Ping Chang, Chen-Tsung Kuo, Chien-Yeh Hsu, Shih-Hsin Hung, Chung-Yueh Lien, Siang Hao Lee, Yi-Chen Yeh, Yuan-Chia Chu

JMIR Form Res 2026 (May 13); 10:e90814

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Scalable Identification of Clinically Relevant Chronic Obstructive Pulmonary Disease Documents in Large-Scale Electronic Health Record Datasets With a Lightweight Natural Language Processing Model: Retrospective Cohort Study

Mohammed Al-Garadi, Sharon E Davis, Michael E Matheny, Dax Westerman, Adrienne K Conger, Bradley W Richmond, Thomas A Lasko, Iben M Ricket, Laura M Paulin, Jeremiah R Brown, Ruth M Reeves

JMIR Med Inform 2026 (May 12); 14:e84326

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Methodological Approaches to and Reported Performance of Applications of Automated Machine Learning in Diabetes Risk Prediction: Rapid Review

Alexandre Castonguay, Sandrine Hegg-Deloye, Arthur Chatton, Amélie Goyette

JMIR AI 2026 (May 12); 5:e87819

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Clinical Context Variables Collectively Rival Model Choice in Embedding-Based Retrieval: Multi-Corpus Benchmark Study

Yngve Mikkelsen

JMIR Med Inform 2026 (May 07); 14:e94241

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Open-Source Large Language Models and AI Health Equity: A Health Service Triangle Model Perspective

Shaolong Wu, Wenxin Zou, Jiong Tu, Chunxiao Wang, Cheng Jin, Jing Liao, Kwok Cho Tang, Ning Liu, Chun Hao

J Med Internet Res 2026 (Apr 29); 28:e86769

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Fine-Tuning and Benchmarking Transformer Models for Multiclass Classification of Clinical Research Papers: Retrospective Modeling Study

Fangwen Zhou, Cynthia Lokker, Rick Parrish, R Brian Haynes, Alfonso Iorio, Ashirbani Saha, Muhammad Afzal

JMIR AI 2026 (Apr 29); 5:e77311

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Modeling Diabetes Risk and Progression With Public Health Data: Ontology-Guided, Simulation-Capable Digital Twin Study

Qingrui Li, Kapileshwor Ray Amat, Eric L Johnson, Juan Li

JMIR Med Inform 2026 (Apr 21); 14:e87374

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Context-Aware Sentence Classification of Radiology Reports Using Synthetic Data: Development and Validation Study

Tomohiro Kikuchi, Yosuke Yamagishi, Kohei Yamamoto, Toshiaki Akashi, Harushi Mori, Hisaki Makimoto, Takahide Kohro

J Med Internet Res 2026 (Apr 10); 28:e86365

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Comparison of Artificial Intelligence Tools With Human Coding for Sentiment, Topic, and Thematic Analysis Tasks of Public Health Datasets During the COVID-19 Pandemic in Australia: Case Study

Danielle Hutchinson, Lauren Lee, Haley Stone, Aye Moa, Holly Seale, C Raina MacIntyre

Online J Public Health Inform 2026 (Apr 07); 18:e80824

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Automated ICD-10–Anchored Classification of Primary Care Text Data: Development and Evaluation of a Custom Multilabel Classifier

Christina Haag, Thomas Grischott, Jakob M Burgstaller, Stefan Markun, Oliver Senn, Viktor von Wyl

JMIR Med Inform 2026 (Apr 06); 14:e86533

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Digital Phenotyping of Pain Modulation and Associations Among Personality, Attachment, and Behavioral Signatures: Cross-Sectional Study

Chie Kishimoto, Hani M Bu-Omer, Aya Nakae

JMIR Form Res 2026 (Mar 13); 10:e91540

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Authors’ Reply: Toward Retrieval-Grounded Evaluation for Conversational Large Language Model–Based Risk Assessment

Mohammad Amin Roshani, Xiangyu Zhou, Yao Qiang, Srinivasan Suresh, Steve Hicks, Usha Sethuraman, Dongxiao Zhu

JMIR AI 2026 (Mar 12); 5:e91981

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Toward Retrieval-Grounded Evaluation for Conversational Large Language Model–Based Risk Assessment

Yihan Hu

JMIR AI 2026 (Mar 12); 5:e90759

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Developing a Thai User Interface Terminology for Systematized Nomenclature of Medicine Clinical Terms Implementation in Primary Care: Cross-Sectional Content Coverage Analysis

Nat Tangchitnob, Wanchana Ponthongmak, Boonchai Kijsanayotin, Oraluck Pattanaprateep, Sithakom Phusanti, Pongsakorn Atiksawedparit, Kamonporn Suwanthaweemeesuk, Jirayus Siangfu, Gareth J McKay, John Attia, Ammarin Thakkinstian

JMIR Med Inform 2026 (Mar 09); 14:e80039

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Development and Evaluation of SNOMED CT Automated Mapping Tool: Advancing Terminology Standardization and Semantic Interoperability

Youngsun Park, Hannah Kang, Jiwon Kim, Soo-Yong Shin, Dosang Cho, Sang Youl Rhee, Hong Seok Park, Kyung-Jae Lee, Sungchul Bae

JMIR Med Inform 2026 (Mar 09); 14:e82670

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Harmonizing Logical Observation Identifiers Names and Codes (LOINC) Codes and Units in Real-World Oncology Data: Method Development and Evaluation

Parvati Naliyatthaliyazchayil, Travis Stenerson

JMIR Med Inform 2026 (Mar 09); 14:e81254

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Leveraging Naturalistic Driving Digital Biomarkers for Early Mild Cognitive Impairment Detection: Deep Learning Strategies

Firas Al-Hindawi, Teresa Wu, Yutong Wen, Peter Serhan, Erica Forzani, Francis Tsow, Yonas E Geda

JMIR Med Inform 2026 (Mar 06); 14:e83622

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Digitally Assisted Clinical Decision-Making in Traditional Chinese Medicine: Comparative Study of 5 Large Language Models

Weiwei Liu, Shuchang Miao, Qun Ma, Yuxin Li, Yinxiang Deng, Xiaoqiu Wang, Xinwei Zhang, Nuosha Ma, Hanchi Miao, Yang Si, Qingxia Shi, Lin Zhu, Hongtao Shang, Yue Wang

JMIR Form Res 2026 (Mar 02); 10:e80167

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Temporal Annotation of German Clinical Language in Real and Synthetic Clinical Documents: Corpus Development and Baseline Tagger Validation Study

Luise Modersohn, Udo Hahn

J Med Internet Res 2026 (Feb 25); 28:e71458

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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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