Machine Learning

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Articles published in this theme: 2530 (scroll down to load remaining articles)

2026

Doctor attaches EEG cap to patient while brain scan displays on screen

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AI for Poststroke Epilepsy: Scoping Review of Imaging-Based Prediction Models and Implications for African Settings

Bashemera Brenda Birungi, Rahman Sanya, Suzan Nakasendwa, Joyce Nakatumba Nabende

JMIR AI 2026 (Oct 16); 5:e96828

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Doctor typing on laptop, wearing white coat and stethoscope.

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Authors’ Reply: Same Name, Moving Target: Model Version Drift in Syntheses of Large Language Models for Mental Health

Benjamin Johnson, Janni Leung, Gary Chung Kai Chan

JMIR AI 2026 (Oct 15); 5:e112028

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Medical imaging display showing brain, lungs, eye, and cells with glowing network

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Quality Assessment and Model Training Impact of Synthetic Images in Medical Diagnostic Imaging: Systematic Review

Júlia Folguera-Profitós, Marina Ramiro-Pareta, Gerard Carot-Sans, Alba Jiménez-Rueda, Júlia Aznar-Roig, Didier Domínguez-Herrera, Maria Mercedes Nogueras, Esmaeil Nadimi, Ferran Torres, Jordi Piera-Jiménez

JMIR AI 2026 (Oct 15); 5:e81472

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Same Name, Moving Target: Model Version Drift in Syntheses of Large Language Models for Mental Health

Bing Zhang Sr

JMIR AI 2026 (Oct 15); 5:e111307

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Doctor in scrubs touches futuristic medical display with brain and heart scans

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A Machine Learning Framework for Predicting Functional Status and Estimating Health Care Costs in Pulmonary Arterial Hypertension: Retrospective Cohort Study

Mira Kramer, Tilmann Kramer

JMIR Med Inform 2026 (Oct 15); 14:e97372

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Red heart on open book with stethoscope, symbolizing heart health education.

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Interpretable Machine Learning–Derived Nomogram Model to Predict Population Health Literacy: Cross-Sectional Development and Validation Study

Xuehai Zhang, Haojie Jin, Zhiming Xie, Yan Li, Zishuo Huang, Yue Xu, Dingming Yao, Xiujing Hu, Yuyang Zhu, Xuebo Zhu, Chishuang Wang, Chenkai Zhang, Chun Chen

JMIR Med Inform 2026 (Oct 13); 14:e77654

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Doctor discusses CGM data with patient managing diabetes

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Individualized Therapy Optimization for Type 2 Diabetes: Retrospective Study of Model Development, Internal Validation, and Physician Evaluation

Arina Lozhkina, Camillo Dario Piazza, Zeina Gabr, David Herzig, Lia Bally, Andre Jaun, Maurice Rupp

JMIR Form Res 2026 (Oct 09); 10:e92877

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Sad teenager sitting alone on steps, head down, conveying feelings of depression and isolation.

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Development and Internal Validation of an Interpretable Machine Learning Model for Identifying Past-Year Nonsuicidal Self-Injury Among Adolescents With Depression: Retrospective Study

Gaoyang Liu, Chenxi Yang, Wendan Chen, Ningning Ding, Wenwen Tian, Xinwu Ye, Mengdan Luo, Xinnan Mao, Guohua Zhang, Ke Zheng

JMIR Pediatr Parent 2026 (Oct 08); 9:e95340

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Elderly man with white beard assembling a jigsaw puzzle, with a woman's hands on his shoulders.

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Remote Identification of APOE-ε4 Carrier Status in Cognitively Normal Adults via Speech Acoustics: Cross-Sectional Observational Study

Maryam Tavakoli, Mehrdad Dadgostar, Jordan R Green, David H Salat, Steven E Arnold, Kathryn P Connaghan, Brian Richburg, Nelson V Barnett, Mariam Tkeshelashvili, Marziye Eshghi

JMIR Form Res 2026 (Oct 08); 10:e89830

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Doctor discusses shoulder pain with a male patient during a medical consultation.

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Extraction of Pain Severity and Functional Interference From Clinical Narratives Using Domain-Informed Large Language Models: Protocol for a Development and Validation Study

Xiaoyi Zhang, Christopher R Wilson, Hannah Eyre, David E Reed II, Travis Y Hee Wai, Alexander Kloehn, Ethan W Rosser, Gang Luo, Steven B Zeliadt

JMIR Res Protoc 2026 (Oct 07); 15:e96346

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Doctor in blue scrubs using a medical tablet in a hospital hallway

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Preoperative Prediction of Lymph Node Metastasis in Colorectal Cancer Using Routinely Collected Clinical Data: Multicenter Retrospective Machine Learning Model Development and External Validation Study

Gehui Xu, Xiaohe Sun, Jiaxin Jiang, Jin Sun, Liu Li, Haibo Cheng, Yuekun Zhu, Haiyi Liu

JMIR Cancer 2026 (Oct 07); 12:e101162

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Doctor explaining predicted survival curve and risk drivers to patient on tablet.

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Explainable Machine Learning–Based Prediction of Progression-Free Survival in Prostate Cancer: Retrospective Cohort Study

Hein Minn Tun, Lin Naing, Owais Ahmed Malik, Muhammad Syafiq Abdullah, Thu Ta, Hanif Abdul Rahman

JMIR Cancer 2026 (Oct 05); 12:e91510

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Woman uses AI Health Assistant on tablet for mental health support and antidepressant information.

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A Patient Simulation Framework for Risk Assessment of Conversational Health Care AI: Development and Evaluation Study

Md Tanvir Rouf Shawon, Mohammad Sabik Irbaz, Hadeel R A Elyazori, Keerti Reddy Resapu, Yili Lin, Vladimir Franzuela Cardenas, K Pierre Eklou, Farrokh Alemi, Kevin Lybarger

JMIR AI 2026 (Oct 05); 5:e100772

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Woman massaging neck in office with colleagues working on laptops

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