Tools, Programs and Algorithms

Articles published in this theme: 440 (scroll down to load remaining articles)

2026

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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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Interoperable Integration of a National Rare Disease Registry Into a Rare Eye Disease Data Warehouse: Implementation Study

Camille Beluffi Marin, Marilyne Oswald, Laura Ratenet, Matthieu Stoll, Kirsley Chennen, Hélène Dollfus

JMIR Med Inform 2026 (May 26); 14:e79378

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Prediction of 30-Day All-Cause Hospital Readmissions Using Limited Structured Electronic Health Record Data: Retrospective Comparative Study

Ritam Ghosh, Dariush Khezrimotlagh, Sara Imanpour, Ilya Shvartsman

JMIR Form Res 2026 (May 22); 10:e83918

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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

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

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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