Tools, Programs and Algorithms

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Articles published in this theme: 464 (scroll down to load remaining articles)

2026

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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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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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AI analysis of hip X-ray/MRI for Femoral Head Necrosis, stage 3 ARCO

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Prompt Configurations for Multimodal Large Language Models in Diagnosing and Staging Osteonecrosis of the Femoral Head: Multimodel Retrospective Observational Diagnostic Study

Jiesheng Zhu, Xingxing Huang, Jincheng Shi, Shaoming Chen, Daosen Chen, Zhihan Gao, Yi Lu, Tao Yang, Xue Wang, Yimu Lin, Peiyu Xu, Li Li, Pei Fan

J Med Internet Res 2026 (Aug 10); 28:e92919

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Conversational Large Language Models for Vestibular Diagnosis in Outpatient Clinics: Prospective Multicenter Diagnostic Accuracy Study

Chongkai Lu, Ruiqi Zhang, Huaili Jiang, Yanping Yu, Sulin Zhang, Qin Lin, Peixia Wu, Huawei Li

J Med Internet Res 2026 (Aug 07); 28:e100442

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Medical team in a meeting, discussing data on a large screen.

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Privacy-Preserving Framework for Multi-Institutional Medical Time-Series Analysis via Homomorphic Encryption: Design and Development Study

Yao Lu, Yu Tian, Tianshu Zhou, Jing Xia, Zhensong Zhao, Huiyao Sun, Kangli Liu, Jingsong Li

JMIR Form Res 2026 (Aug 07); 10:e87306

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Digital health network connecting patients and doctors, with a doctor's network interface on a tablet.

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A Dynamic Graph–Based Multiobjective Optimization Method for Physician Recommendation: Development and Evaluation Study

Shuang Geng, Rui Wang, Wenli Zhang, Ben Niu

JMIR Med Inform 2026 (Jul 31); 14:e88854

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Doctor explaining medical results on laptop to concerned senior patient

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A Multiagent Large Language Model Framework for Emergency Treatment Recommendation in Acute Ischemic Stroke: Development and Validation Study

Bicong Yan, Ruipeng Zhang, Li Chen, Xinyu Song, Zhongzheng Cao, Yuehua Li

J Med Internet Res 2026 (Jul 30); 28:e96304

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Man in hospital bed with HR vitals monitor showing 76 bpm and accurate heart rate detection.

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A Novel Convolutional Neural Network–Based Algorithm for Heart Rate Measurement From Ballistocardiography Signals in Diverse Clinical Settings: Observational Study

Kumar Chokalingam, Muthukumarasamy Saravanan, Ashish Kaushal, Srishti Rao, Inam Ur Rahman, Ashwathi Nambiar, Mudit Dandwate, Ravi Mahajan, Kunal Sarkar, Gaurav Parchani

JMIR Cardio 2026 (Jul 30); 10:e71224

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Laptop displaying medical data analysis and patient monitoring system.

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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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AI analyzes vitiligo and post-inflammatory hypopigmentation on skin.

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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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