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Alert-List Concordance for Evaluating Imputation Strategies in ICU Sepsis Prediction

Siddappa, Priyanka et al.
arXiv (All) · Papers
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machine-learningquantitative-methods
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
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