Tools, Programs and Algorithms

Articles published in 2026 in this theme: 38 (scroll down to load remaining articles)

2026

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A Multiassessment and Multiprofessional Agents Approach for Medical Chatbot Risk Estimation: Development and Evaluation Study

Lenard Paulo Velasco Tamayo, Tomohiro Nishiyama, Shaowen Peng, Shoko Wakamiya, Eiji Aramaki

JMIR Med Inform 2026 (May 15); 14:e80416

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An Entity-Based Visual Analytics System Enhancing Medical Expertise Acquisition: Development and Verification Study

Xiao Pang, Chang Liu, Yan Huang, MingYou Liu, Jiyuan Liu

JMIR Med Inform 2026 (May 15); 14:e83785

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A Natural Language Processing Framework for Structuring and Visualizing Clinical Trial Eligibility Criteria at Scale: Protocol for a Quantitative Study

Justin Xie, Jeet Parikh, Jessica Liu, Sameer Pandya, Guannan Gong

JMIR Res Protoc 2026 (May 14); 15:e86425

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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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Validity and Reliability of the Track-UL Algorithm Compared With Kinovea Software for Measuring Upper-Limb Functional Range of Motion in People After Stroke: Cross-Sectional Observational Study

Hatem Lazem, David Harris, Abi Hall, Thomas C Richards, Phaedra Leveridge, Maedeh Mansoubi, Xiaohan Xu, Paul Newell, Sarah E Lamb, Helen Dawes

JMIR Rehabil Assist Technol 2026 (May 11); 13:e87128

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Cough Audio Recognition for Early Detection of Respiratory Diseases: Algorithm Development and Validation Study

Wensheng Sun, Jiahao Zou, Na Yin, Wenying Fang, Jimin Sun, Ziping Miao, Shigui Yang

JMIR Med Inform 2026 (May 07); 14:e77295

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Deep Learning Model Using Transfer Learning for Detecting Left Ventricular Systolic Dysfunction: Retrospective Algorithm Development and Validation Study

Sungjae Lee, Jung-Woo Son, Sung-Ai Kim, Min-Soo Ahn, Sang Jun Lee, Sang-Jin Han, Taehyun Joo, Yeongyeon Na, Sunghoon Joo, Hyun Jin Ahn, Mineok Chang, Yeha Lee, Young Jun Park

JMIR Med Inform 2026 (Apr 24); 14:e83127

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Use of an AI-Based Tool (Human Experiences and Reflections Data Connector) to Improve Discovery and Reuse of Archived Qualitative Data: Protocol for an Algorithm Development and Validation Study

Tammy Leonard, Jim P Stimpson, Miguel Ángel Cano, Wenqi Shi, Ada Abaragu, Song Zhang

JMIR Res Protoc 2026 (Apr 21); 15:e82725

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Simulated Workflow Feasibility Evaluation of a Web-Based Periorbital Measurement Platform: Development and Usability Study

George R Nahass, Jacob van der Ende, Sasha Hubschman, Benjamin Beltran, Bhavana Kolli, Caitlin Berek, James D Edmonds, RV Paul Chan, Pete Setabutr, James W Larrick, Darvin Yi, Ann Q Tran

JMIR Hum Factors 2026 (Apr 17); 13:e82859

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Classification of Cochrane Plain Language Summaries by Conclusiveness Using Transformer-Based Models and ChatGPT: Retrospective Observational Study

Antonija Mijatović, Luka Ursić, Nensi Bralić, Ružica Bandić, Barbara Ćaćić, Ivan Buljan, Ana Marušić

JMIR Med Inform 2026 (Apr 14); 14:e72657

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Beyond Missingness: Systematizing Methods for Comprehensive Data Fitness Assessment in Clinical Research

Hanieh Razzaghi, Kaleigh Wieand, Kimberley L Dickinson, Michael G Kahn, Jason Roy, Clair Blacketer, Dimitri A Christakis, Christopher B Forrest, Jane Greenberg, Harold P Lehmann, Keith A Marsolo, Jennifer Sciolla, Mark G Weiner, Nicole G Weiskopf, L Charles Bailey

J Med Internet Res 2026 (Apr 14); 28:e76398

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The AudioGene Translational Dashboard for Diagnosing Autosomal Dominant Nonsyndromic Hearing Loss: Phenotypic Data Visualization and Analysis Study

Benjamin DeSollar, Nathan Schaefer, Daniel Walls, Amanda M Odell, Kevin T A Booth, Hela Azaiez, Michael Schnieders, Richard J H Smith, Terry Braun, Thomas Casavant

JMIR Bioinform Biotech 2026 (Apr 14); 7:e85212

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Enhancing Model Generalizability in Medical Artificial Intelligence: Systematic Comparison of Categorical Encoding and Sampling Techniques for Imbalanced Data

Chien-wei Chuang, Chung-Kuan Wu, Chao-Hsin Wu, Ben-Chang Shia, Mingchih Chen

JMIR Med Inform 2026 (Apr 13); 14:e75655

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Automatic Recognition and Prognostic Prediction of Colorectal Liver Metastases Using a Multi-Scale Deep Learning Framework: Model Development and Validation Study

Houwen Long, Feng Ying, Shi Wu, Long Li

JMIR Med Inform 2026 (Apr 07); 14:e73311

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AI-Enhanced Automatic Life Story Structuring for Reminiscence Therapy in Older Adults: Technical Feasibility Study

Fang Gui, Mengchen Yang, Liuqi Jin, Jing Qian

JMIR Aging 2026 (Apr 06); 9:e83122

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A Bilayer Feature Fusion Framework for Pan-Cancer Survival Prediction Based on Multihead Attention and Adaptive Differential Privacy: Model Development and Validation Study

Yun Chen, Zhifang Deng, Lili Wang, Huanhuan Wang, Xiang Wu

JMIR Med Inform 2026 (Mar 30); 14:e83743

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Dynamic Personalized Optimization: An AI Functionality Framework for Digital Therapeutics

Dohyoung Rim

JMIR Med Inform 2026 (Mar 18); 14:e75256

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Rectal Cancer Radiotherapy Response Prediction: Retrospective Study of Development of a Deep Learning–Based Radiomics Model

Yiqun Li, Hengchang Liu, Qiang Wei, Zhenqi Wang, Zhen Hu

JMIR Med Inform 2026 (Mar 17); 14:e77313

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Causal Discovery in Observational Medical Research: Scoping Review

Zuting Liu, Tian Luo, Hailin Ma, Jiali Mo, Xia Yang, Zhenglong Huang, Jingkun Li, Jie Kuang

JMIR Med Inform 2026 (Mar 13); 14:e82499

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AI-Based Personalized Therapy With Clinical Intelligence and Radiomics (SPOILS) for Patients With Low Back Pain: Prospective Observational Study

Purushottam Kumar, Suyash Singh, Bunil Kumar Balabantaray

JMIR AI 2026 (Mar 11); 5:e83322

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