Ontologies, Classifications, and Coding

Articles published in this theme: 364 (scroll down to load remaining articles)

2026

View image

Assessing Eligibility for Anticancer Drug Health Insurance Reimbursement Using Large Language Models: Benchmark Development and Comparative Study

Junhyuk Seo, Taerim Kim, Ju-Hyun Kim

J Med Internet Res 2026 (Jun 15); 28:e95877

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Passive Smart Home Monitoring for Delirium-Relevant Anomaly Detection in People Living With Dementia: Proof-of-Concept Study

Cong Mou, Mian Wu, Shreyank N Gowda, Beili Shao

JMIR Form Res 2026 (Jun 12); 10:e93258

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Understanding Transformer-Based Classifications of Medical Text Using a Large Language Model for the Attribution of Feature Importance: Proof-of-Concept Algorithm Development and Validation Study

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

JMIR Med Inform 2026 (Jun 10); 14:e81644

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Detecting Uncoded Self-Harm in Veterans’ Electronic Health Records Using Positive and Unlabeled Learning: Retrospective Cohort Study

Praveen Kumar, Alexandria D Viszolay, Rajesh Upadhayaya, Fariha Moomtaheen, Donald R Greer, Cristian G Bologa, Kristan A Schneider, Sharon E Davis, Michael E Matheny, David van der Goes, Gerardo Villarreal, Yiliang Zhu, Mauricio Tohen, Scott A Malec, Jeremy J Yang, Elliot M Fielstein, Christophe Gerard Lambert

J Med Internet Res 2026 (Jun 04); 28:e89071

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Early Immunological Biomarkers for Personalized Treatment Selection in Severe COVID-19: Post Hoc Machine Learning Analysis of a Randomized Clinical Trial

Symeon Savvopoulos, Anastasia Papadopoulou, Georgios Karavalakis, Ioanna Sakellari, Grigorios Georgolopoulos, Christos Argyropoulos, Evangelia Yannaki, Haralampos Hatzikirou

JMIR Med Inform 2026 (Jun 04); 14:e78471

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Cardiovascular-Kidney-Metabolic Syndrome: Development of an ICD-10-CM Coding Framework

Minzhe Zhao, Junhao Zhang, Huiyun Wang, Chongjun Xu, Jiahui Li, Chenghua Li, Xuemei He, Xueying Zheng

JMIR Diabetes 2026 (Jun 01); 11:e91827

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

Modeling Negative Symptom Domain Neurobiology: Protocol for an Observational, Transdiagnostic, Translational Study

Dan Cătălin Oprea, Ilinca Untu, Diana-Sabina Vieru, Camelia Dascălu, Helene Speyer, Cristina Dobre, Ohad Green, Romeo Petru Dobrin, Michael Davidson, Jonathan Rabinowitz, Bogdan Ionel Tamba

JMIR Res Protoc 2026 (May 18); 15:e92115

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Yihan Hu

JMIR AI 2026 (Mar 12); 5:e90759

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

View abstract

Download PDF Download XML

Go back to the top of the page Skip and go to footer section