August 19, 2023 review Open access Sample size requirements are not being considered in studies developing prediction models for binary outcomes: a systematic review BMC Medical Research Methodology DOI: 10.1186/s12874-023-02008-1 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 5 stored of 97 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 A machine learning approach to predicting clinical trajectories in bipolar disorder 2026 Psychiatry Research article Medicine Bipolar Disorder and Treatment 1 citations Larger sample sizes are needed when developing a clinical prediction model using machine learning in oncology: methodological systematic review 2025 Journal of Clinical Epidemiology review Mathematics Statistical Methods in Epidemiology Open access 33 citations Risk prediction tools for pressure injury occurrence: an umbrella review of systematic reviews reporting model development and validation methods 2025 Diagnostic and Prognostic Research review Health Professions Pressure Ulcer Prevention and Management Open access 5 citations Risk prediction tools for pressure injury occurrence: An umbrella review of systematic reviews reporting model development and validation methods 2024 medRxiv preprint Health Professions Pressure Ulcer Prevention and Management Open access 1 citations 5 results References 8 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 Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal 2020 BMJ review Medicine COVID-19 Clinical Research Studies Open access cited by 14 patents 3,076 citations Calculating the sample size required for developing a clinical prediction model 2020 BMJ article Mathematics Statistical Methods in Epidemiology Open access 2,902 citations Clinical prediction models in psychiatry: a systematic review of two decades of progress and challenges 2022 Molecular Psychiatry review Mathematics Statistical Methods in Epidemiology Open access 213 citations Minimum sample size for developing a multivariable prediction model using multinomial logistic regression 2023 Statistical Methods in Medical Research article Mathematics Statistical Methods in Epidemiology Open access 170 citations Methodological conduct of prognostic prediction models developed using machine learning in oncology: a systematic review 2022 BMC Medical Research Methodology review Mathematics Statistical Methods in Epidemiology Open access 138 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 Reporting of prognostic clinical prediction models based on machine learning methods in oncology needs to be improved 2021 Journal of Clinical Epidemiology article Decision Sciences Meta-analysis and systematic reviews Open access 110 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 8 results