July 10, 2024 article Open access An evaluation of sample size requirements for developing risk prediction models with binary outcomes BMC Medical Research Methodology DOI: 10.1186/s12874-024-02268-5 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 1 stored of 31 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 Recent criteria and simple rules agreed often on required sample size for developed clinical prediction models 2026 Journal of Clinical Epidemiology article Mathematics Statistical Methods in Epidemiology Open access 0 citations 1 result 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 Calculating the sample size required for developing a clinical prediction model 2020 BMJ article Mathematics Statistical Methods in Epidemiology Open access 2,902 citations Regression shrinkage methods for clinical prediction models do not guarantee improved performance: Simulation study 2020 Statistical Methods in Medical Research article Mathematics Statistical Methods and Inference Open access 124 citations Predictive performance of machine and statistical learning methods: Impact of data-generating processes on external validity in the “large N, small p” setting 2021 Statistical Methods in Medical Research article Health Professions Artificial Intelligence in Healthcare Open access 78 citations A note on estimating the Cox‐Snell R 2 from a reported C statistic ( AUROC ) to inform sample size calculations for developing a prediction model with a binary outcome 2020 Statistics in Medicine article Mathematics Statistical Methods in Epidemiology Open access 69 citations Estimation of required sample size for external validation of risk models for binary outcomes 2021 Statistical Methods in Medical Research article Mathematics Statistical Methods in Epidemiology Open access 60 citations 5 results