Tools, Programs and Algorithms

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Articles published in 2026 in this theme: 86 (scroll down to load remaining articles)

2026

Doctor holding tablet with medical questionnaire for patient intake

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Electronic Health Record–Based Phenotyping for Obsessive-Compulsive Disorder: Algorithm Development and Multicenter Validation Study

Bo Wang, Tyne W Miller-Fleming, Dongmei Yu, Donald Hucks, Emily Gantz, Rebecca Johnston, Angela Maxwell-Horn, Nancy Cox, James Sutcliffe, Carol A Mathews, Evonne McArthur, Patrick L McGuire, Dia Kabir, Ashley Dankese, Evan J Giangrande, Rebecca G Fortgang, Shirley B Wang, Rakesh Karmacharya, Joshua L Roffman, Jeremiah M Scharf, Jordan W Smoller, Takahiro Soda, James J Crowley, Lea K Davis

JMIR Ment Health 2026 (Oct 02); 13:e89213

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Doctor in white coat using laptop in modern clinic office

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Leveraging Generative Large Language Models for Temporal Relation Extraction From French Clinical Narratives: Prompt-Chaining Approach

Nesrine Bannour, Guillaume Assié, Olivia Boyer, Nicolas Garcelon, Xavier Tannier, Marc Vincent, Anne Sophie Jannot

J Med Internet Res 2026 (Sep 30); 28:e95198

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Doctors reviewing brain scans on computer screens

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A Multi-Model, Pixel-Native Framework for Automated Computed Tomography Series Labeling and Characterization: Proof-of-Concept Study

Yutong Wen, Anton Sheahan Quinsten, Cynthia Sabrina Schmidt, Christian Bojahr, Judith Kohnke, Kamyar Arzideh, Sina Warmer, Sebastian Blex, Ann-Christin Jacoby, Max Eberts, Hanna Lehmann, Olivia Barbara Pollok, Mathias Holtkamp, Luca Salhöfer, Lale Umutlu, Michael Forsting, Johannes Haubold, Felix Nensa, Katarzyna Borys, René Hosch

JMIR Med Inform 2026 (Sep 29); 14:e93018

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Healthcare worker scans medication ampoule in automated pharmacy storage system.

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A Quantifiable 3D Closed-Loop Framework for Controlled Substance Safety in a HIMSS Electronic Medical Record Adoption Model (EMRAM) Stage 7 Hospital: Pre-Post Quality Improvement Study

Nasha Sun, Jihua Su, Qiyi Yu, Yong Xu, Mali Zhuo

JMIR Med Inform 2026 (Sep 25); 14:e98247

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Nurse checks oxygen saturation on young girl in hospital bed

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Technical Approaches to Predicting Acute Deterioration in Pediatric Inpatients: Protocol for a Scoping Review

Sophia Lau, Sophie Manami Orgler, Samiran Ray, Alexander Philip Yehuda Brown

JMIR Res Protoc 2026 (Sep 24); 15:e100097

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A female medical professional in navy scrubs discusses a treatment plan with a patient in a clinic.

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Multioutput Machine Learning Model for Predicting Postoperative Outcomes After Liposuction: Algorithm Development and Validation Study in a Multicenter Cohort

Chaewoo Lee, Seoyoung Park, Jiyoung Hwang, Selin Woo, Youn Chan Park, Jae Won Seo, Sun Ho Lee, Jae Hyun Ahn, Dong Keon Yon, Sang Youl Rhee

JMIR Med Inform 2026 (Sep 23); 14:e82145

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Hand drawing a methodology flowchart in a notebook, showing steps and decisions

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Application of aiAtlas Version 1.2 to Simulate Variant Gene Function Restoration and Rescue Thresholds in Rare Diseases: Validation Case Study

Wayne Danter

JMIR Bioinform Biotech 2026 (Sep 22); 7:e88672

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Young female doctor in scrubs with stethoscope reviews patient chart on laptop.

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Implementation of the Personalized Automated Reading Delivery System as a Component of Precision Medical Education: Prospective Crossover Study

William Gatenby, Sumeet R Gopwani, Glenn E Woodworth, McKenzie Hollon, Stacey Kaltman

JMIR Form Res 2026 (Sep 21); 10:e81717

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Dense star cluster with bright blue and yellow stars

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Adaptive Optics Image Analysis Using Generative AI (GPT-4) Scripting: Exploratory Study

Jeroen AAH Pas, Ludo C van der Zanden, Yoeri van Leeuwen, Yara TE Lechanteur, Carel B Hoyng, Thomas Theelen

JMIR Form Res 2026 (Sep 14); 10:e94906

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Laptop displaying a data import and preview interface with charts and tables

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Open-Source R Shiny Dashboard (Global Burden of Disease Analysis Suite) for Multimethod Burden of Disease Research: Development and Evaluation Study

Belal Mohamed Hamed, Mohammed Tarek Hasan, Omar Ahmed Abdelwahab, Moaz Elsayed Abouelmagd, Ramez M Odat, Yasar Sattar, Ramy Mohamed Ghazy

JMIR Med Inform 2026 (Sep 11); 14:e98718

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Scientist in gloves typing on laptop next to microscope in lab

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Supporting the Learning of Visual Perception Skills in Cytology Through a Computational Tool: Development and Evaluation Study

Breno Nunes de Sena Keller, Mariana T Rezende, Renata RR Oliveira, Cristina RP Costa, Claudia M Carneiro, Andrea G Campos

JMIR Form Res 2026 (Sep 10); 10:e79508

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Laparoscopic surgery with augmented reality overlay showing liver and bile ducts.

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Automatic Kidney Image Segmentation During Robot-Assisted Partial Nephrectomy Using a Deep Learning Model Based on a Multiannotator Dataset: Model Development and Validation Study

Gaëlle Margue, Kilian Chandelon, Alice Pitout, Abderrahmane Khaddad, Federico Rubat-Baleuri, Julie Desternes, Laura Richert, Nicolas Bourdel, Adrien Bartoli, Jean-Christophe Bernhard, Maxime Pattou

JMIR Med Inform 2026 (Sep 02); 14:e82540

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Woman looking at smartphone in dimly lit room with photos on wall

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From Personalization to Therapeutic Continuity: Framework for Memory in AI-Powered Mental Health Systems

Courtney Jewell, Kelsey McAlister, Tara Deliberto, Tanner Wallis, Grant Winns, Jennifer Huberty

JMIR AI 2026 (Aug 28); 5:e99950

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Pregnant woman with ultrasound, DNA, and fetal development visualization

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Prediction of Pregnancy Complications Related to Placental Dysfunction: Protocol for a Prospective Cohort Study (Placental Health Study)

Luhao Han, Hasini Rathnayake, Olivia Holland, Cristiane de Freitas Paganoti, Conrado Sávio Ragazini, Elsa Suk Fan Chan, Sally Mahler, Carman Wing Sze Lai, Daniel Lorber Rolnik, Anthony Perkins, David Ellwood, Sailesh Kumar, Fabricio Da Silva Costa

JMIR Res Protoc 2026 (Aug 25); 15:e95231

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Tablet displaying "Evaluation" with icons for data analysis and business strategy.

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A Simplified Metric to Streamline Between-Group Fairness Assessment for Predictive Models: Algorithm Development and Evaluation Study

Haoyuan Wang, Chuan Hong, Michael Pencina, Matthew Engelhard

JMIR AI 2026 (Aug 24); 5:e85822

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Man in VR headset uses robotic arm for physical therapy

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Exploratory Patterns of Task Difficulty and Visual Feedback in Virtual Reality–Based Upper-Limb Trajectory Training

Yu Shi, Sophie Dewil, Zachary Marvin, Noam Y Harel, Raviraj Nataraj

JMIR XR Spatial Comput 2026 (Aug 21); 3:e94745

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Hands of an elderly person being held by a caregiver, supporting a cane.

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NeuroSift for Task-Aware Quality Assurance of Multimedia Data in Remote Parkinson Disease Assessment: Machine Learning Model Development and Validation Study

Md Saiful Islam, Sooyong Park, Evelyn Xiaoxiao Ma, Tariq Adnan, Ehsan Hoque

J Med Internet Res 2026 (Aug 18); 28:e91756

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Woman in white top and black pants holding her lower abdomen in pain

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A Machine Learning–Based Model to Predict Overactive Bladder Risk Among US Women: Evidence From the National Health and Nutrition Examination Survey 2011-2018

Guoqiang Huang, Shuangquan Lin

JMIR Med Inform 2026 (Aug 12); 14:e80133

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Doctor reviewing medical research on computer screen in office

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Evaluating Retrieval-Augmented Large Language Models on Anesthesiology Board-Style Questions: Benchmark Study

Nguyen Quang Phuong, Shanq-Jang Ruan, Pei-Fu Chen

JMIR Form Res 2026 (Aug 11); 10:e97902

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Woman at desk visualizing a data network or AI model

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Improving Accessibility and Usability of Clinical Data for the Swiss Personalized Health Network: Development and Usability Study

Christophe Gaudet-Blavignac, Julien Ehrsam, Mirjam Mattei, Paloma Cito, Daniel Damian, Yves Jaggi, Jean-Louis Raisaro, Christian Lovis

JMIR Med Inform 2026 (Aug 11); 14:e86461

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