Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation

Bret Nestor, Matthew B. A. McDermott, Geeticka Chauhan +4

Machine learning for healthcare often trains models on de-identified datasets with randomly-shifted calendar dates, ignoring the fact that data were generated under hospital operat…