Alert-List Concordance for Evaluating Imputation Strategies in ICU Sepsis Prediction
Preprocessing is an under-measured reliability risk in clinical prediction: a model can keep a similar AUROC and still change who receives an alert. Imputation quality is commonly evaluated using reconstruction error or aggregate discrimination, neither of which directly measures agreement on which…
arXiv cs.LG2 min read