Machine Learning

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Articles published in this theme: 2509 (scroll down to load remaining articles)

2026

Nurse reviewing patient data on laptop in a medical office.

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Acceptance of Machine Learning for Medication Selection in Epilepsy to Inform Clinical Trial Design: Co-Design Survey Study

Sandra Reeder, Fiona Waugh, Shobi Sivathamboo, Emma C Foster, Daniel Thom, Zhibin Chen, Patrick Kwan, Natasha A Lannin, Madeleine J Smith

JMIR AI 2026 (Sep 25); 5:e85047

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Radiologist reviews MRI brain scan on computer screen in medical imaging room

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AI Decision Support for Emergency Triage of Large Vessel Occlusion Using Noncontrast Computed Tomography: Systematic Review and Bayesian Diagnostic Test Accuracy Network Meta-Analysis

Huiqing Zhou, Li Liu, Bolun Fu, Bin Cao, Jiafu Ma, Kun Yang, Yuzhen Bao, Fengyong Yang, Xin Lian

J Med Internet Res 2026 (Sep 24); 28:e105068

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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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Elderly person in wheelchair holding knee, experiencing knee pain.

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Prediction of 2-Year Incident Clinical Knee Osteoarthritis From Extensor Mechanism Mechanical Properties in Asymptomatic Community-Dwelling Older Adults: Prospective Cohort Study

Ui-jae Hwang, Zongpan Li, Peng Xia, Tianxiang Fan, Arnold Wong, Oh-yun Kwon, Siu-ngor Fu

JMIR Aging 2026 (Sep 24); 9:e84494

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Healthcare professional typing on a laptop in a medical setting.

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Evaluating Large Language Model–Based Automated Scoring in a Voice-Based Virtual Standardized Patient Platform for Medical Students: Cross-Sectional Agreement Study

Xiaoxing Gao, Xiaoming Huang, Rongrong Hu, Li Zhang, Huiting Liu, Bingqing Zhang, Chong Wei, Wei Qiu, Mengyu Zhang, Xuefeng Sun

JMIR Med Educ 2026 (Sep 24); 12:e95578

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Doctor's office computer displaying patient scheduling software with patient list and appointments.

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Implicit Bias in Large Language Model Diagnosis of Eating Disorders: Experimental Vignette Study

Deija McCalla, Bochen Li, Saul Jaeger, Justin Jacques, Leo Gonzalez Jr, Charles Silber, Cass Dykeman

JMIR AI 2026 (Sep 23); 5:e93498

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Pharmacist reviews anticoagulant dosing data on a computer dashboard in a pharmacy.

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A Hybrid Rule-Based and Machine Learning–Based Clinical Decision Support System to Support Prescription Review: Development and External Validation Study

Jonghyun Jeong, Kyu-Nam Heo, A Jeong Kim, Jin Hee Baek, Yun Hee Jo, Sunghwan Kim, Mingi Jo, Young-Mi Ah, Ji Min Han, Sae Won Choi, Junho Song, Sangil Min, Ju-Yeun Lee

J Med Internet Res 2026 (Sep 23); 28:e101202

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Doctor pointing to tablet with patient questionnaire during medical consultation

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Longitudinal Digital Phenotyping of Traditional Chinese Medicine Constitution From Routine Health Examination Records: Retrospective Clinical Informatics Study

Yuzhi Huo, Gao Deng, Li Kang, Haizhi Qin, Li Xiao, Ying Deng, Xin Chen, Dan Ding, Fei Wang, Mei Zhang, Min Chen

JMIR Med Inform 2026 (Sep 23); 14:e100063

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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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Medical team uses virtual clinic AI for patient care and medical records.

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Knowledge Acquisition, Case Discussion, and Engagement in Health Professional Students Using Interactive Virtual Patient Cases Versus Written Case Studies: Randomized Controlled Trial

Jeffrey J Borckardt, Debra Henninger-Borckardt, Kelly Barth, Dusti Annan-Coultas, Lisa Langdale, Kimberly Kascak, Christopher Pelic, Michael A. de Arellano, Kathleen Brady

JMIR Nursing 2026 (Sep 23); 9:e98700

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Child's hands pressing colorful pop-it fidget toy

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Two-Stage Gamified Digital Assessment for Autism Spectrum Disorder Screening and the Limits of Differentiating Social Communication Disorder in Children and Adolescents: Cross-Sectional Diagnostic Accuracy Study Using Explainable Machine Learning

Minyoung Jung, Ju Ran, Ennyoung Lee, Youngkyung Sunwoo, SooYeon Kim, Ji-Hoon Kim, Sungja Cho

JMIR Serious Games 2026 (Sep 23); 14:e102714

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Medical office desk with laptop, leg X-rays, and legal documents

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Development and Validation of Machine Learning Models for Postjudgment Estimation of High Compensation Ratios After Lower Limb Fracture Surgery: Retrospective Study

Lixuan Song, Siwen Zhao, Yuanzheng Deng, Ruqin Yang, Hongyang Wang, Shumin Zhang, Wenjun Li, Wen Wen, Hongtao Lei, Taipin Guo, Zijian Lv

JMIR Med Inform 2026 (Sep 22); 14:e93801

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Man with continuous glucose monitor logs data on phone and notebook

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Development and Validation of a Machine Learning–Based Model for Predicting All-Cause Mortality Risk in Patients With Type 2 Diabetes Mellitus Combined With Hypertension: National Cohort Study

Wenlong Ding, Lei Fang, Cunming Fang

JMIR Med Inform 2026 (Sep 22); 14:e85557

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Doctor examines patient's foot in a medical setting

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A Hierarchical Machine Learning–Based Framework for Clinical Decision Support in Foot Orthosis Prescription: Algorithm Development and Validation Study

Ji-Yong Jung, Wooyeol Yang, Jung-Ja Kim

JMIR Med Inform 2026 (Sep 22); 14:e92831

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Doctor analyzes brain MRI scans and AI neural network visualization on computer screen

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Accuracy of Deep Learning in Detecting Cerebral Microbleeds: Systematic Review and Meta-Analysis

Yue Feng, Lei Zheng, Baiwen Zhang, Wei Zou

J Med Internet Res 2026 (Sep 21); 28:e95041

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Doctor presents tablet showing ovarian cancer multi-omics survival stratification.

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Deep Generative and Graph-Based Representation Learning for Multiomics Survival Stratification in Ovarian Cancer: Secondary Analysis

Carlos Marino, Claudia Diaz Paz

JMIR Bioinform Biotech 2026 (Sep 21); 7:e89069

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Child's hand holding an adult's hand with an IV drip in a hospital bed

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Development and Validation of an Interpretable Machine Learning Model to Predict Mortality in Patients With Sepsis-Induced Coagulopathy: Multicenter Cohort Study

Jiaxuan Sun, Jingyuan Wang, Yuxin Dong, Jieyu Liu, Yiyun Ding, Shilin Fan, Dongyue Chen, Songtao Shou

JMIR Med Inform 2026 (Sep 21); 14:e90285

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Woman with CGM on arm checks glucose reading of 112 on phone before meal

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Interpretable Multihorizon Glucose Forecasting for Assessing Nutritional Information Impact in Type 1 Diabetes Management: Model Development and Validation Study

Carlos Gallardo-García, M Elena Hernando, David Subías, Mercedes Rigla, Gema García-Sáez

JMIR AI 2026 (Sep 21); 5:e105049

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Close-up of an elderly woman's face with gray hair, looking thoughtfully to the side.

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Multimodal Dementia Prediction With Large Language Models: Cross-Attention Over Text, Audio, and Image

Felix Agbavor, Hualou Liang

JMIR Aging 2026 (Sep 21); 9:e93279

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Healthcare worker in PPE reviews patient data on a tablet in ICU

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AI-Based Sepsis Prediction in Hospitalized Adults: Systematic Review, Subgroup Meta-Analysis, and Contextual Analysis of Clinical Burden

Gyeong Min Lee, Joo-Yun Won, Ji-Hyun Kim, Eun Young Cho, Kwang Joon Kim, Yu Seung Lee, Hyun Jun Lee, Jae Hyun Kim

J Med Internet Res 2026 (Sep 17); 28:e95665

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