Using 30,862 catheter episodes from a Belgian hospital, the missing indicator approach achieved the highest mean AUROC (up to 0.782) and best scaled Brier scores for dynamic 7-day CLABSI prediction compared with median/mode, LOCF, MICE, mixed models, and random forest imputation.
Bloodstream Infection Event (Central Line- Associated Bloodstream Infection and Non-central Line Associated Bloodstream Infection) [Internet]
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Comparing methods for handling missing data in electronic health records for dynamic risk prediction of central-line associated bloodstream infection
Using 30,862 catheter episodes from a Belgian hospital, the missing indicator approach achieved the highest mean AUROC (up to 0.782) and best scaled Brier scores for dynamic 7-day CLABSI prediction compared with median/mode, LOCF, MICE, mixed models, and random forest imputation.