Tools, Programs and Algorithms

Articles published in 2026 in this theme: 60 (scroll down to load remaining articles)

2026

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Direct Reconstruction of High-Fidelity Electrocardiogram Signals From Vector-Based PDF Files With Integrated Deep Learning for Multiparameter Estimation: Retrospective Methodological Study

Shian-Sen Shie, Po-Yen Huang, Ming-Shien Wen, Chao-Yung Wang

JMIR Form Res 2026 (Jul 24); 10:e80597

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Clinically Interpretable Deep Learning for Differentiating Vitiligo and Postinflammatory Hypopigmentation: Diagnostic Accuracy Study

Amal Adel Alzu'bi, Shadi Al Khateeb, Bassam M Elzaghmouri, Diala M Alshiyab, Sanaa Abu Alasal, Leming Zhou

JMIR Med Inform 2026 (Jul 24); 14:e81942

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Initial-Visit Specialty Triage in Rare Diseases Using Large Language Models: Retrospective Benchmarking Study

Jie Song, Zhichuan Xu, Meng Xiao, Cheng Bi, Yuxin Zhang, Xin Zheng, Xiaoran Li, Qiongfang Cao, Ziyu Lu, Hao Yang, Bairong Shen

J Med Internet Res 2026 (Jul 23); 28:e101711

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A Network Visualization Query System for Multidrug Compatibility Based on a WeChat Mini Program: Preliminary Usability and Efficiency Evaluation

Jianhui Yang, Xiaoqing Huang, Shurong Wu, Yuanyuan Zhang, Xiaofang Zhuang, Yilun Dong, Biru Li, Zhida Hong

JMIR Form Res 2026 (Jul 21); 10:e86583

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Novel Musculoskeletal Hypotheses in the Armed Services Trauma and Rehabilitation Outcome (ADVANCE) Cohort: Development and Application of Sparse Group Factor Analysis Methodology

Fraje C E Watson, Fabio S Ferreira, Balasundaram Kadirvelu, Alex N Bennett, Aldo A Faisal, Neil Graham, Harriet Kemp, Paul Cullinan, Christopher Boos, Nicola T Fear, Anthony M J Bull

J Med Internet Res 2026 (Jul 21); 28:e91958

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A Secure User Interface for Preclinical Evaluation of AI in Patient Portal Message Management: Tutorial

Kelly Gleason, Thomas Kidu, Vignesh Babu, Brian Hasselfeld, Jennifer Wolff

JMIR Med Inform 2026 (Jul 20); 14:e83216

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Performance Gaps and Optimization Strategies in Chinese Medical Large Language Models Based on MedBench: Evaluation Study

Luyi Jiang, Jiayuan Chen, Lu Lu, Xinwei Peng, Lihao Liu, Junjun He, Jie Xu

JMIR AI 2026 (Jul 15); 5:e86864

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Integrating Clinical Classifications Software Refined, Process Indicators, and Geographic Information System Mapping to Inform Population Health Management: Development of an Interactive Dashboard

Joshua Kuan Tan, Hao Yi Tan, Gerald Gui Ren Sng, Sing Yi Chia, Su-Yen Goh, Julian Thumboo, Yong Mong Bee

JMIR Med Inform 2026 (Jul 15); 14:e80431

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Enhancing Transparency, Auditability, and Reproducibility of Deduplication in Systematic Reviews: Tutorial for the Rayyan Method and Systematic Auto Resolver

Mimi M Kim, Amin M Shanaa, Robert Ayan, Mohammad Aboelnour, Hossam Hammady

Interact J Med Res 2026 (Jul 14); 15:e94317

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Symptom-Only Localization of Brainstem Ischemia Using Large Language Models Versus Neurologists in Diffusion-Weighted Imaging–Positive Cases: Retrospective Single-Center Study

Nedim Beste, Thomas Dratsch, Jonathan Kottlors, Pia Floßdorf, Agni-Maria Konitsioti, Lukas J Volz, Uta Hanning, Daniel Pinto dos Santos, Lukas Goertz, David Zopfs, Christoph Kabbasch, Marc Schlamann, Kai Roman Laukamp, Michael Schönfeld

JMIR Form Res 2026 (Jul 08); 10:e87163

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Graph Network Feature Space Fusion for Predicting Irregularly Sampled Medical Time-Series Data: Deep Learning Model Development and Validation Study

Tianle Hong, Zedong Ren, Junfei Fang, Shichao Quan, Jingye Pan, Yezhi Lin

JMIR Med Inform 2026 (Jul 03); 14:e81145

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Monitoring Health Status: Development and Preliminary Validation of a Personal Health Index Using the International Classification of Functioning, Disability and Health

Ilkka Rautiainen, Lauri Parviainen, Veera Jakoaho, Sami Äyrämö, Jukka-Pekka Kauppi

JMIR Hum Factors 2026 (Jul 02); 13:e84802

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IdeaDistiller—AI Support for Idea Synthesis in Concept Mapping: Algorithm Development and Validation Study

Chatrine Qwaider, Nora K Speicher, Anna E Genell, Mikael Holtenman, Lisa Vaughn, Frida Smith

JMIR Med Inform 2026 (Jul 02); 14:e86877

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Impact of a Real-Time Virtual Rounding Queue on Neonatal Intensive Care Unit Rounding Practices: Survey Study of Clinicians’ Perceptions

Elizabeth S Jarrett, Alexis Quade, Johannah M Scheurer, Michael B Pitt, John Sartori, Scott Lunos, Tamara Kasal, Rubina F Rizvi

JMIR Pediatr Parent 2026 (Jun 18); 9:e78547

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Automated Machine Learning Frameworks for Radiomics: Comparative Evaluation Study

Jose Lozano-Montoya, Emilio Soria-Olivas, Almudena Fuster-Matanzo, Angel Alberich-Bayarri, Ana Jimenez-Pastor

JMIR Form Res 2026 (Jun 11); 10:e91492

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Improving Radiology Report Error Detection Using a Multipass Large Language Model: Framework Development and Validation

Songsoo Kim, Seungtae Lee, See Young Lee, Joonho Kim, Keechan Kan, Hyunji Lee, Dukyong Yoon

JMIR Med Inform 2026 (Jun 04); 14:e87368

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Implementation of an e-Tool (the Provider Asthma Assessment Form) Integrated Into the Electronic Medical Record in Primary Care: Mixed Methods Survey of Perceived Utility, Practitioner Satisfaction, Barriers and Enablers

Matheson L McFarlane, Alison Morra, Delanya Podgers, David Barber, Kelsey Ruetz, M Diane Lougheed

JMIR Form Res 2026 (Jun 03); 10:e80399

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Novel Online Platform for Trauma Care—Integrating Trauma Phenotypes to Optimize the Trauma and Injury Severity Score Model: Retrospective Cohort Study

Jotaro Tachino, Shigeto Seno, Hisatake Matsumoto, Tetsuhisa Kitamura, Shunichiro Nakao, Hiroshi Ogura, Jun Oda

JMIR Med Inform 2026 (Jun 02); 14:e90011

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Creation of an mHealth Infrastructure to Support the Development and Delivery of mHealth Interventions: Protocol for Demonstration Projects Addressing Smoking Cessation in Cancer Care

Lindsey S Sparrock, Jennifer I Vidrine, Christine E Vinci, Issam M El Naqa, Steven K Sutton, Ramzi G Salloum, Jesse Dallery, Tracy E Crane, Frank J Penedo, Samuel J Brockway, Sarah R Jones, Charles E Hoogland, Richard R Reich, Guillermo Gonzalez-Calderon, Vani N Simmons, Damon J Vidrine

JMIR Res Protoc 2026 (May 29); 15:e92288

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Adaptive Fast-Slow Large Language Model Framework for Multidimensional Classification of Prenatal Ultrasound Reports: Comparative Study

Wei Zhong, Huihui Yan, Yifan Liu, Yan Liu, Kai Yang, Huimin Gao, Zhengyang Yao, Wenjing Hao, Yousheng Yan, Chenghong Yin

J Med Internet Res 2026 (May 28); 28:e91399

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