Machine Learning

Development of Venous Thromboembolism Risk Prediction Models Based on Whole Blood Gene Expression Profiling Using 20 Machine Learning Algorithms: Comprehensive Analysis Study

Yedong Huang, Xiaoyun Chen, Guannan Bai, Yajun Zhao, Dapeng Kuang, Lin Zhang, Wei Lu

JMIR Med Inform 2026 (Jan 16); 14:e75565

Download Citation: END BibTex RIS

Treatment Recommendations for Clinical Deterioration on the Wards: Development and Validation of Machine Learning Models

Eric Pulick, Kyle A Carey, Tonela Qyli, Madeline K Oguss, Jamila K Picart, Leena Penumalee, Lily K Nezirova, Sean T Tully, Emily R Gilbert, Nirav S Shah, Urmila Ravichandran, Majid Afshar, Dana P Edelson, Yonatan Mintz, Matthew M Churpek

JMIR AI 2026 (Jan 16); 5:e81642

Download Citation: END BibTex RIS

Using Latent Dirichlet Allocation Topic Modeling to Uncover Latent Research Topics and Trends in Renal Cell Carcinoma: Bibliometric Review

Javier De La Hoz-M, Karime Montes-Escobar, Carlos Alfredo Salas-Macias, Martha Fors, Santiago J Ballaz

JMIR Cancer 2026 (Jan 16); 12:e78797

Download Citation: END BibTex RIS

The Diagnostic Value of Image-Based Machine Learning for Osteoporosis: Systematic Review and Meta-Analysis

Rui Zhao, Haolin Yang, Yangbo Li, Xiaoyun Li, Zhijie Yang, Yanping Lin, Jiachun Huang, Lei Wan, Hongxing Huang

J Med Internet Res 2026 (Jan 16); 28:e75965

Download Citation: END BibTex RIS

Mild Cognitive Impairment Detection System Based on Unstructured Spontaneous Speech: Longitudinal Dual-Modal Framework

Yu-Shan Liao, Thiri Wai, Ting-Yun Liao, Ho-Ling Chang, Yu-Ling Chang, Li-Chen Fu

JMIR Med Inform 2026 (Jan 15); 14:e80883

Download Citation: END BibTex RIS

Developing a Suicide Risk Prediction Algorithm Using Electronic Health Record Data in Mental Health Care: Real-World Case Study

Linda Hummel, Karin C A G Lorenz-Artz, Joyce J P A Bierbooms, Inge M B Bongers

JMIR Med Inform 2026 (Jan 14); 14:e74240

Download Citation: END BibTex RIS

Nomograms Based on X-Ray Radiomics for Predicting Pain Progression in Knee Osteoarthritis Using Data From the Foundation for the National Institutes of Health: Development and Validation Study

Yingwei Sun, Jing Liu, Chunbo Deng, Chengbao Peng, Shinong Pan, Xueyong Liu

JMIR Med Inform 2026 (Jan 14); 14:e78338

Download Citation: END BibTex RIS

Effectiveness of Machine Learning in Detecting Vessels Encapsulating Tumor Clusters in Hepatocellular Carcinoma: Systematic Review and Meta-Analysis

Huili Shui, Wenyu Wu, Zhenming Xie, Bing Yang, Jia Deng, Dongxin Tang

J Med Internet Res 2026 (Jan 14); 28:e82839

Download Citation: END BibTex RIS

Machine Learning Ensemble Investigates Age in the Transcriptomic Response to Spaceflight in Murine Mammary Tissue: Observational Study

James A Casaletto, Tyler Zhao, Jay Yeung, Abigail Lee, Amaan Ansari, Amber Fry, Arnav Mishra, Ayush Raj, Kathryn Sun, Sofia Lendahl, Willy Guan, Melissa S Cline, Sylvain V Costes

JMIRx Bio 2026 (Jan 14); 4:e73041

Download Citation: END BibTex RIS

Accuracy of Deep Learning in Diagnosing Chronic Obstructive Pulmonary Disease: Systematic Review and Meta-Analysis

Hui Yang, Yijiu Wu, Tong Wu, Jingyan Ji, Sitao Lei, Weibin Xu

J Med Internet Res 2026 (Jan 14); 28:e83459

Download Citation: END BibTex RIS

Unpacking Genomic Biomarkers for Programmed Cell Death Receptor-1 Immunotherapy Success in Non–Small Cell Lung Cancer Using Deep Neural Networks: Quantitative Study

Rayan Mubarak, Fahim Islam Anik, Jean T Rodriguez, Nazmus Sakib, Mohammad A Rahman

JMIR Bioinform Biotech 2026 (Jan 13); 7:e70553

Download Citation: END BibTex RIS

Neutrophil Percentage–to-Albumin Ratio as a Novel Prognostic Biomarker in Adult Diffuse Gliomas: Retrospective Study Integrating 3 Machine Learning Models and Cox Regression

Congcong Zhu, Jiyang An, Lili Zhou

JMIR Med Inform 2026 (Jan 13); 14:e79945

Download Citation: END BibTex RIS

Explainable AI for Predicting Mortality Risk in Metastatic Cancer: Retrospective Cohort Study Using the Memorial Sloan Kettering-Metastatic Dataset

Polycarp Nalela, Deepthi Rao, Praveen Rao

JMIR Cancer 2026 (Jan 13); 12:e74196

Download Citation: END BibTex RIS

Early Prediction of Cardiac Arrest Based on Time-Series Vital Signs Using Deep Learning: Retrospective Study

Yong Li, Lei Lv, Xia Wang

JMIR Form Res 2026 (Jan 09); 10:e78484

Download Citation: END BibTex RIS

Physical Activity Recommendations Tailored by a Predictive Model for Adults With High Blood Pressure: Observational Study

Yuhui Yang, Manqing Chen, Weiwei Hu, Yifan Fu, Xingyan Li, Zhenli Liao, Hongman Feng, Yaling Zhao, Leilei Pei, Baibing Mi, Fangyao Chen

J Med Internet Res 2026 (Jan 09); 28:e78492

Download Citation: END BibTex RIS

Artificial Intelligence in Diabetic Kidney Disease Research: Bibliometric Analysis From 2006 to 2024

Xingyuan Li, Liming Xiao, Fenghao Yang, Fang Liu

JMIR Diabetes 2026 (Jan 09); 11:e72616

Download Citation: END BibTex RIS

Technologies, Clinical Applications, and Implementation Barriers of Digital Twins in Precision Cardiology: Systematic Review

Fatemeh Sarani Rad, Ehsan Bitaraf, Maryam Jafarpour, Juan Li

JMIR Cardio 2026 (Jan 08); 10:e78499

Download Citation: END BibTex RIS

Developing an AI-Assisted Tool That Identifies Patients With Multimorbidity and Complex Polypharmacy to Improve the Process of Medication Reviews: Qualitative Interview and Focus Group Study

Aseel S Abuzour, Samantha A Wilson, Alan A Woodall, Frances S Mair, Asra Aslam, Andrew Clegg, Eduard Shantsila, Mark Gabbay, Michael Abaho, Danushka Bollegala, Harriet Cant, Alan Griffiths, Layik Hama, Gary Leeming, Emma Lo, Simon Maskell, Maurice O'Connell, Olusegun Popoola, Sam Relton, Roy A Ruddle, Pieta Schofield, Matthew Sperrin, Tjeerd Van Staa, Iain Buchan, Lauren E Walker

J Med Internet Res 2026 (Jan 08); 28:e74304

Download Citation: END BibTex RIS

AI for Detecting and Predicting Postpartum Depression: Scoping Review

Mais Alkhateeb, Ajisha Nayeem, Arfan Ahmed, Mohammed Alsahli, Javaid Sheikh, Alaa Abd-Alrazaq

J Med Internet Res 2026 (Jan 08); 28:e77376

Download Citation: END BibTex RIS

Assessment of Blood Glucose Measurement Using New Noninvasive Technology: Protocol and Methodology

Eka Widrian Suradji, Satvinder Singh Dhaliwal, Zhang Li-Feng, Entong Zhou, Amos Lim, Hui Hern Wong, Yao Du, Fredicia Fredicia, Amanda Dianky, Puspasari Pasaribu, Ernest Gamaliel Masayoshi Takashi, Justin Yong An Tan, Mardi Santoso, Seng Bin Ang

JMIR Res Protoc 2026 (Jan 08); 15:e76558

Download Citation: END BibTex RIS