March 25, 2026 article Open access Preliminary appraisal of machine learning based prediction models Journal of Clinical Epidemiology DOI: 10.1016/j.jclinepi.2026.112256 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 References 5 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access TRIPOD+AI statement: updated guidance for reporting clinical prediction models that use regression or machine learning methods 2024 BMJ article Decision Sciences Meta-analysis and systematic reviews Open access cited by 3 patents 3,889 citations The harm of class imbalance corrections for risk prediction models: illustration and simulation using logistic regression 2022 Journal of the American Medical Informatics Association article Computer Science Imbalanced Data Classification Techniques Open access 360 citations Understanding random resampling techniques for class imbalance correction and their consequences on calibration and discrimination of clinical risk prediction models 2024 Journal of Biomedical Informatics article Computer Science Imbalanced Data Classification Techniques Open access 42 citations The Risks of Risk Assessment: Causal Blind Spots When Using Prediction Models for Treatment Decisions 2025 Annals of Internal Medicine article Mathematics Advanced Causal Inference Techniques Open access 23 citations When accurate prediction models yield harmful self-fulfilling prophecies 2025 Patterns article Computer Science Machine Learning in Healthcare Open access 16 citations 5 results