Tools, Programs and Algorithms

Scaling Wireless Continuous Vital Sign Monitoring Across an 8-Hospital Health System: Digital Health Implementation Report

Ngoc-Anh Nguyen, Grace Lee, Brendan Holderread, Terrie Holman, Sarah Pletcher, Roberta Schwartz

JMIR Med Inform 2026 (Jan 26); 14:e78216

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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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Privacy-Preserving Collaborative Diabetes Prediction in Heterogeneous Health Care Systems: Algorithm Development and Validation of a Secure Federated Ensemble Framework

Md Rakibul Hasan, Juan Li

JMIR Diabetes 2026 (Jan 26); 11:e79166

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Comprehensive Pediatric Health Risk Stratification Using an AI-Driven Framework in Children Aged 2 to 8 Years: Design and Validation Study

Zhihe Mao, Jundan Chen

JMIR Med Inform 2026 (Jan 26); 14:e80163

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Development of Venous Thromboembolism Risk Prediction Models Based on Whole Blood Gene Expression Profiling Using 20 Machine Learning Algorithms: Comprehensive Analysis Study

Yedong Huang, Xiaoyun Chen, Guannan Bai, Yajun Zhao, Dapeng Kuang, Lin Zhang, Wei Lu

JMIR Med Inform 2026 (Jan 16); 14:e75565

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Demonstrating a Social Intelligence Analysis Framework for Loneliness: Infodemiology Approach

Hurmat Ali Shah, Mowafa Househ, Loulwah Alsumait, Altaf Alfarhan

Online J Public Health Inform 2026 (Jan 15); 18:e59861

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Developing a Suicide Risk Prediction Algorithm Using Electronic Health Record Data in Mental Health Care: Real-World Case Study

Linda Hummel, Karin C A G Lorenz-Artz, Joyce J P A Bierbooms, Inge M B Bongers

JMIR Med Inform 2026 (Jan 14); 14:e74240

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Prediction of Respiratory Decompensation in Patients Receiving Home Mechanical Ventilation: Machine Learning Model Development and Validation Study

Nerea Berbel Casado, Francesc López Seguí, Natalia Muñoz Moruno, Antoni Rosell, Aïda Muñoz Ferrer, Ignasi Garcia Olive, Marina Galdeano Lozano

JMIR Form Res 2025 (Dec 30); 9:e78941

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Scalable Big Data Platform With End-to-End Traceability for Health Data Monitoring in Older Adults: Development and Performance Evaluation

Ander Cejudo, Yone Tellechea, Amaia Calvo, Aitor Almeida, Cristina Martín, Andoni Beristain

JMIR Med Inform 2025 (Dec 22); 13:e81701

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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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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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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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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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An Expert Knowledge Algorithm and Model Predicting Wound Healing Trends for a Decision Support System for Pressure Injury Management in Home Care Nursing: Development and Validation Study

Aya Kitamura, Aruto Ando, Gojiro Nakagami, Hiromi Sanada

JMIR Nursing 2025 (Dec 09); 8:e65716

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Structural and Functional Impacts of SARS-CoV-2 Spike Protein Mutations: Insights From Predictive Modeling and Analytics

Edem K Netsey, Samuel M Naandam, Joseph Asante Jnr, Kuukua E Abraham, Aayire C Yadem, Gabriel Owusu, Jeffrey G Shaffer, Sudesh K Srivastav, Seydou Doumbia, Ellis Owusu-Dabo, Chris E Morkle, Desmond Yemeh, Stephen Manortey, Ernest Yankson, Mamadou Sangare, Samuel Kakraba

JMIR Bioinform Biotech 2025 (Dec 08); 6:e73637

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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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Artificial Intelligence–Based Computerized Digit Vigilance Test in Community-Dwelling Older Adults: Development and Validation Study

Gong-Hong Lin, Dorothy Bai, Yi-Jing Huang, Shih-Chieh Lee, Mai Thi Thuy Vu, Tsu-Hsien Chiu

JMIR Med Inform 2025 (Nov 26); 13:e73038

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Identifying Biomedical Entities for Datasets in Scientific Articles: 4-Step Cache-Augmented Generation Approach Using GPT-4o and PubTator 3.0

Claudia Giuliani, Gita Benadi, Felix Engel, Jonas Werner, Manuel Watter, Guido Schwarzer, Olaf Groß, Robert Zeiser, Harald Binder, Klaus Kaier

JMIR Form Res 2025 (Nov 20); 9:e73822

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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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