prediction model methods

[aghaynes]

Calculating the sample size required for developing a clinical prediction model

Binary

• [ ] A note on estimating the Cox-Snell R2 from a reported C statistic (AUROC) to inform sample size calculations for developing a prediction model with a binary outcome
• [ ] Sample size for binary logistic prediction models: Beyond events per variable criteria
• [ ] No rationale for 1 variable per 10 events criterion for binary logistic regression analysis
• [ ] Minimum sample size for developing a multivariable prediction model: PART II - binary and time-to-event outcomes (pmsampsize for stata and R)
• [ ] Minimum sample size for external validation of a clinical prediction model with a binary outcome

Multinomial

• [ ] Sample size considerations and predictive performance of multinomial logistic prediction models

Continuous

• [ ] Minimum sample size for developing a multivariable prediction model: Part I – Continuous outcomes
• [ ] Minimum sample size for external validation of a clinical prediction model with a continuous outcome

Adaptive sample size determination for the development of clinical prediction models

https://onlinelibrary.wiley.com/doi/10.1002/sim.9025?af=R