Machine Learning

Articles published in 2026 in this theme: 133 (scroll down to load remaining articles)

2026

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Artificial Intelligence, Connected Care, and Enabling Digital Health Technologies in Rare Diseases With a Focus on Lysosomal Storage Disorders: Scoping Review

Alberta MC Spreafico, Luca Neri, Kim Angel, Cinzia Maria Bellettato, Maurizio Scarpa

J Med Internet Res 2026 (Apr 02); 28:e73612

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Predictive Value of Machine Learning for Poststroke Mortality Risk: Systematic Review and Meta-Analysis

Yujie Chen, Zhujing Ou, Yiting Deng, Anling Luo, Xuzi Li, Yujia Yang, Qin Yang, Xintong Wu, Muke Zhou

J Med Internet Res 2026 (Apr 02); 28:e83821

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Accuracy of Radiomics-Based Machine Learning for Predicting Risk of Recurrence in Non–Small Cell Lung Cancer: Systematic Review and Meta-Analysis

Junpei Wu, Ye Zhang, Jiaye Wang, Chengshui Chen, Shiyu Hu, Wenyu Chen

J Med Internet Res 2026 (Apr 02); 28:e84223

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Integrating Care Context With Skeleton and Depth Information for Older Adult Activity Recognition in a Care Facility Using Care-Assessment-Aware Spatiotemporal Transformer: Method and Validation Study

Nazmun Nahid, Iqbal Hassan, Md Atiqur Rahman Ahad, Sozo Inoue

JMIR Aging 2026 (Apr 02); 9:e80102

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Performance of Large Language Models vs Conventional Machine Learning for Predicting Clinical Outcomes With Limited Data: Comparative Study

Erwan Bigan, Stéphane Dufour

JMIR AI 2026 (Apr 01); 5:e83853

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Development and Validation of Machine Learning Models for Predicting Early Cognitive Decline Using Home Sensor–Derived Behavioral Data: Sensors in-Home for Elder Wellbeing (SINEW) Cohort Study

James Patrick Moon, Khalid Abdul Jabbar, Tony Chin Ian Tay, Laura Tay, Rathi Mahendran, Tze Pin Ng, Shian Ming Tan, Wilbur Zhi Hao Koh, Weng Yan Ying, Ah-Hwee Tan, Tih-Shih Lee, Iris Rawtaer

JMIR Res Protoc 2026 (Apr 01); 15:e79490

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An Introduction to AI for Clinicians: Tutorial

Stephen B Lee, Alexis B Carter, Muhammad Hamis Haider, Seok-Bum Ko

Interact J Med Res 2026 (Mar 30); 15:e85266

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A Bilayer Feature Fusion Framework for Pan-Cancer Survival Prediction Based on Multihead Attention and Adaptive Differential Privacy: Model Development and Validation Study

Yun Chen, Zhifang Deng, Lili Wang, Huanhuan Wang, Xiang Wu

JMIR Med Inform 2026 (Mar 30); 14:e83743

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Video-Based Gait Assessment Using Machine Learning to Classify Age and Sex in Low-Resource Settings: Cross-Sectional Study

Chanchanok Aramrat, Poppy Alice Carson Mallinson, Papangkorn Inkaew, Pusit Seepheung, Nutchar Wiwatkunupakarn, Nida Buawangpong, Nick Birk, Judith Lieber, Santhi Bhogadi, Hemant Mahajan, Santosh Kumar Banjara, Bharati Kulkarni, Sanjay Kinra, Chaisiri Angkurawaranon

JMIR Form Res 2026 (Mar 30); 10:e76755

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Mobile Imaging–Based Machine Learning for Dental Caries, Sealants, and Fluorosis: Protocol for a Cross-Sectional Model Development and Validation Study

Sang Mok Park, Semin Kwon, Shaun G Hong, Yuhyun Ji, Sreeram P Nagappa, Jung Woo Leem, Mei Lin, Eugenio D Beltrán-Aguilar, Susan O Griffin, Young L Kim

JMIR Res Protoc 2026 (Mar 30); 15:e91239

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A Sentence Classification–Based Medical Status Extraction Pipeline for Electronic Health Records: Institutional Case Study

Chuanming Dong, Boris Delange, Alex Poiron, Mohamed El Azzouzi, Clément François, Guillaume Bouzillé, Marc Cuggia, Sandie Cabon

JMIR Med Inform 2026 (Mar 26); 14:e77409

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Multimodal AI for Alzheimer Disease Diagnosis: Systematic Review of Datasets, Models, and Modalities

Ziwen Yu, Anthony Mulholland, Tianyan Huang, Qiang Liu

J Med Internet Res 2026 (Mar 25); 28:e85414

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The Impact of Evaluation Strategy on Sepsis Prediction Model Performance Metrics in Intensive Care Data: Retrospective Cohort Study

Dang-Khoa Do, Patrick Rockenschaub, Sebastian Daniel Boie, Oliver Kumpf, Hans-Dieter Volk, Felix Balzer, Falk von Dincklage, Gregor Lichtner

J Med Internet Res 2026 (Mar 24); 28:e72083

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Explainable Machine Learning for Assessing Digital Health Literacy in Older Adults: Validation and Development of a Two-Stage Model Integrating Performance-Based and Self-Assessed Indicators

Choonghee Park, Jiyeon Park, Seora Kim, Ye Seul Bae, Jae-Heon Kang, Tae-Min Kim, Ji-Won Chun

JMIR Med Inform 2026 (Mar 23); 14:e86171

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Long Short-Term Memory–GPT-4 Integration for Interpretable Biomedical Signal Classification: Proof-of-Concept Study

Kapil Kumar Reddy Poreddy, Ajit Sahu, Sanjoy Mukherjee, Bhavan Kumar Basavaraju

JMIR Form Res 2026 (Mar 20); 10:e87962

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Scalable and Robust Artificial Intelligence for Spine Alignment Assessment: Multicenter Study Enabled by Real-Time Data Transformation

Guilin Chen, Nan Meng, Yipeng Zhuang, Zhe Chen, Zhen Bian, Zhaoyang Gong, Jiawei Shi, Tao Huang, Xihe Kuang, Pengyu Lu, Cong Nie, Qifeng Yu, Zefu Chen, Hui Jiang, Zhongmin Zhang, Chaojun Zheng, Yu Liang, Nan Wu, Jason Pui Yin Cheung, Jianguo Zhang, Teng Zhang

J Med Internet Res 2026 (Mar 20); 28:e78396

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A Digital Intervention for Capturing Real-Time Health Data for Epilepsy Seizure Forecasting: Protocol for the ATMOSPHERE Study

Lauren Thompson, Emily Nielsen, Emily E V Quilter, Amelia Slay, Marceli Wac, Matthew Wragg, Samuel Downes, Phil Tittensor, Leandro Junges, Liz Stuart, Rosie Charles, Peter Kissack, Yasser Qureshi, Amberly Brigden

JMIR Res Protoc 2026 (Mar 20); 15:e85993

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Machine Learning–Based Risk Prediction for Coronary Heart Disease Complicated by Hyperhomocysteinemia: Retrospective Study

Ming-Yuan Du, Meng-Ke Lyu, Hai-long Liu, Yi-zhuo Li, Hai-feng Yan, Xiao-hui Li

JMIR Med Inform 2026 (Mar 19); 14:e80809

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Deep Learning for Age Estimation and Sex Prediction Using Mandibular-Cropped Cephalometric Images: Comparative Model Development and Validation Study

Vitria Wuri Handayani, Mieke Sylvia Margaretha Amiatun Ruth, Riries Rulaningtyas, Arofi Kurniawan, Bayu Azra Yudhantorro, Ahmad Yudianto

JMIR AI 2026 (Mar 18); 5:e84984

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Short-Term Arrhythmia Prediction Using AI Based on Daily Data From Implantable Devices: Multicenter Prospective Observational Study

Ignacio Fernández Lozano, Joaquín Fernández de la Concha, Javier Ramos Maqueda, Nicasio Pérez Castellano, Rafael Salguero Bodes, F Javier García-Fernández, Juan Benezet Mazuecos, Javier Jiménez Candil, Tomás Datino, Sem Briongos Figuero, Javier Paniagua Olmedillas, Miguel Nicolás Font de la Fuente, Juan López-Dóriga Costales, Sarai Paz Fernández, Vicente Copoví Lucas

JMIR Cardio 2026 (Mar 18); 10:e85841

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