External validation of prognostic models: what, why, how, when and where?
Leiden University Medical Center · Amsterdam University Medical Centers · +2 more institutions
Abstract
Prognostic models that aim to improve the prediction of clinical events, individualized treatment and decision-making are increasingly being developed and published. However, relatively few models are externally validated and validation by independent researchers is rare. External validation is necessary to determine a prediction model's reproducibility and generalizability to new and different patients. Various methodological considerations are important when assessing or designing an external validation study. In this article, an overview is provided of these considerations, starting with what external validation is, what types of external validation can be distinguished and why such studies are a crucial…
Citation impact
- FWCI
- 92.56
- Percentile
- 100%
- References
- 47
Authors
5Topics & keywords
- Generalizability theory
- External validity
- Model validation
- Predictive modelling
- Computer science
- Population
- Verification and validation of computer simulation models
- Data science
- Peace, Justice and strong institutions