Open AccessPrediction Model Performance With Different Imputation Strategies: A Simulation Study Using a North American ICU Registry
Author(s) -
Jonathan Steif,
Rollin Brant,
Rama Syamala Sreepada,
Nicholas West,
Srinivas Murthy,
Matthias Görges
Publication year - 2021
Publication title -
pediatric critical care medicine
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.299
H-Index - 87
eISSN - 1947-3893
pISSN - 1529-7535
DOI - 10.1097/pcc.0000000000002835
Subject(s) - missing data , imputation (statistics) , medicine , statistics , logistic regression , regression , mean squared error , data mining , computer science , mathematics
To evaluate the performance of pragmatic imputation approaches when estimating model coefficients using datasets with varying degrees of data missingness.