Nigam H. Shah

All models are local: time to replace external validation with recurrent local validation

2023 · arXiv (Cornell University)

External validation is often recommended to ensure the generalizability of ML models. However, it neither guarantees generalizability nor equates to a model's clinical usefulness (the ultimate goal of any clinical decision-support tool). External validation is …