Machine Learning

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Articles published in 2026 in this theme: 473 (scroll down to load remaining articles)

2026

Tablet displays AI healthcare concepts: human anatomy, data graphs, and neural networks.

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Horizon-Aware Forecasting of Hypertension Prevalence and Mean Total Cholesterol in Chinese Men: Retrospective Leakage-Controlled Benchmark Study Comparing Statistical, Machine-Learning, and Neural Models

Weiguo Lai, Fazli Subhan, Nana Zhou, Jawad Khan

JMIR Med Inform 2026 (Nov 11); 14:e99686

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Person using smartphone with holographic displays of brain scan, heart rate, and sleep tracker.

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Forecasting Next-Day Alcohol Craving in Individuals With Problematic Alcohol Use With Multimodal Data and a Tiny Recurrent Neural Network: Prospective Longitudinal Study

Dongwon Lee, Ji-Yoon Lee, Hyeonmin Lee, Mina Kwon, Suyeon Song, Jeonghyun Yoon, Young-Chul Jung, Woo-Young Ahn, Jung-Seok Choi

J Med Internet Res 2026 (Nov 11); 28:e101973

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Nurse directs team in busy hospital hallway with patient on gurney

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Explainable Machine Learning for Predicting Hospital Admission at Emergency Department Triage: Retrospective Cohort Study

Kalash Dave, Antony Robert, W Alton Russell, David L Buckeridge

JMIR Med Inform 2026 (Nov 10); 14:e98273

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Doctor monitors ECG during cardiac stress test with patient on treadmill

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A Disease Trajectory Representation Framework With Risk-Aware Pseudotime Analysis for Electronic Health Records: Application to Heart Failure Risk Stratification

Jhen-Li Huang, Cing-Han Yang, Tun-Wen Pai

JMIR Med Inform 2026 (Nov 10); 14:e95929

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Nurse stamping document for elderly patient in wheelchair at medical office

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Thirty-Day Readmission Risk Stratification at Hospital Discharge: Single-Center Temporal Validation and Nursing Implementation Readiness Study

Hui-Wen Po, Tzu-Yu Huang, Ying-Chien Chu, Hui-Chen Tsai, Chung-Yu Chen, Chien-Hsin Yang

JMIR Nursing 2026 (Nov 09); 9:e101335

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Man checks blood pressure with digital monitor next to notebook with "Diabetes" written

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Machine Learning Models for Glycemic Prediction in Type 1 and Type 2 Diabetes: Systematic Review and Meta-Analysis

Haoran Yang, Diliyaer Abudukeremu, Yuhan Shi, Li Fang, Lei Li, Yunqi Jia, Wenzheng Gu, Rongfang He

J Med Internet Res 2026 (Nov 09); 28:e100653

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Senior woman performing a squat during physical therapy session, monitored on laptop.

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Machine Learning–Based Biomechanical and Clinical Assessment of the Five Times Chair Rise Test in Older Adults: Sensor-Based Functional Aging Study

Anna Schumacher, Ole Meyer, Vincent Quinten, Andreas Hein, Rebecca Diekmann

JMIR Aging 2026 (Nov 09); 9:e94597

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Pediatrician uses stethoscope to examine young boy's chest during medical check-up.

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Large Vision-Language Models for Pediatric Motor Tic Detection: Case-Control Diagnostic Study

Yujun Wu, Yue Niu, Zhao Xu, Jing Liu, Xianru Jiao, Xia Cui, Dan Sun, Zhixian Yang

JMIR AI 2026 (Nov 06); 5:e98782

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Elderly woman in hospital bed using a tablet computer

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Patient-Friendly Simplifications of Outpatient Reports Using Large Language Models via Few-Shot Prompting: Blinded Comparative Evaluation

Timo Elias Reimann, Vanessa Haug, Filippo Maria Verri, Christoph Leinert, Tim Fleiner, Michael Denkinger, Thomas Derya Kocar

J Med Internet Res 2026 (Nov 06); 28:e101882

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Patient and nurse discuss medical data on laptop in modern hospital room

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American Society of Anesthesiologists Physical Status Classification: Hybrid Machine Learning–Large Language Model Ensemble Retrospective Validation Study

Christabelle Pabalan, Alvin Stewart, Gabrielle Fisher, Andrew Fisher

J Med Internet Res 2026 (Nov 05); 28:e90724

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Nurse showing tablet to smiling senior woman in a cozy living room

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Real-Time Monitoring and Predictive Analytics for Preventing and Reducing Restrictive Practices in Health and Social Care: Protocol for a Scoping Review

Angela Rong Yang Zhang, June Alexander, Lijun Zhao, Jennifer Tieman, Priyanka Vandersman, Donald Dong Zhang, Russell S A Brinkworth, Niranjan Bidargaddi, Shengjian Jammy Chen

JMIR Res Protoc 2026 (Nov 05); 15:e98754

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Doctor on computer screen in telehealth consultation, discussing chief complaint.

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Evaluating an AI-Powered Patient Simulator for Communication Skills Training: One-Year Randomized Controlled Trial

Xining Wang, Sandhya Duggal, Alun Hughes, Sayed Murad, Andrew O’Malley

J Med Internet Res 2026 (Nov 05); 28:e91886

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Nurse analyzing medical data visualization on computer in clinic

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Comparative Evaluation of AI Chatbots for Medical Research: Cross-Sectional Observational Study

Francesco De Caro, Federico Della Rocca, Alessandra Mea, Matteo Tomeo, Simona Caruccio, Myriam Baldi, Giuseppe D'Arienzo, Raffaele De Caro, Emanuela Santoro, Giuseppina Cersosimo, Giovanni Boccia, Mario Capunzo, Giuseppina Moccia

JMIR Form Res 2026 (Nov 03); 10:e103592

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Lifeguard monitors pool cameras detecting drowning with AI alert

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Advances in Machine Learning Paradigms for Reliable Swimming Pool Drowning Detection: Systematic Review of Methods and Implementations

Mercy Chepkorir, Idah Orowe, Elisha Abade, Timothy Kamanu

JMIR Rehabil Assist Technol 2026 (Nov 03); 13:e100939

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Therapist and client in office discussing mental health on laptop

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AI-Generated Exposure Hierarchies for Body Dysmorphic Disorder: Proof-of-Concept Study

Geneva K Jonathan, Adam C Jaroszewski, Heyli T Arcese, Natasha H Bailen, Ivar Snorrason, Anne Chosak, Jennifer Ragan, Susan Sprich, Emily E Bernstein, Sabine Wilhelm, Jessica Rasmussen

JMIR Form Res 2026 (Nov 03); 10:e98393

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Two healthcare professionals review chart with a small robot in a hospital setting.

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Machine Learning–Based Detection of Prophylactic Indication Mentions for Stress-Related Mucosal Disease in Chinese Clinical Progress Notes: Text Classification Study

Wei Jiang, Shuo Wang, Haonan Liang, Luyao Xu, Jie Hu

JMIR Med Inform 2026 (Nov 02); 14:e103192

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Woman reviewing smartwatch data timeline on computer screen

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Smart Devices–Based Longitudinal Assessment of Patterns of Insomnia (SLEEPI): Protocol for Large-Scale, Digital, Longitudinal, and Decentralized Clinical Trials

Marie-Ange Stefanos, Martin de Gourcuff, Guillaume de Laboulaye, David Campo, Pierre Alexis Geoffroy, Anna Sigridur Islind

JMIR Res Protoc 2026 (Nov 02); 15:e92341

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Laptop displaying sound wave visualization and neural network flow chart, connected to a microphone

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Machine Learning Classification of Bipolar Disorder Across Mood States Using Natural Language Processing and Speech Analysis: Observational Study

Yusei Yamaguchi, Yoshinobu Kano, Genichi Sugihara, Ryo Takemura, Hironobu Nakamura, Masaaki Shimizu, Mari Iizuka, Momoko Kitazawa, Ayako Sento, Hidehiko Takahashi, Taishiro Kishimoto

J Med Internet Res 2026 (Nov 01); 28:e98094

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Doctor performing ear examination with otoscope, displaying eardrum on screen.

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Deep Learning–Assisted Diagnosis of Middle Ear Diseases in Otoendoscopy Across Clinician Experience Levels: Retrospective Reader Study

Se Eun Yi, Jihye Chae, Keunwoo Park, Yeon Joo Choi, Jihoon Kweon, Joong Ho Ahn

JMIR Med Inform 2026 (Oct 30); 14:e96134

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Young man talking to a friendly AI robot about stress and family time

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A Multistage Fine-Tuning and Empathy Alignment Approach for an Emotional Support Dialogue System: Development and Evaluation Study

Xianbin Wang, Ruolin Wang, Wencheng Yang, Weijun Wang, Wei Pan, Min Jia, Shijie Gao, Xin Zhao

J Med Internet Res 2026 (Oct 29); 28:e95603

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