Comparing LASSO and random forest models for predicting neurological dysfunction among fluoroquinolone users.

LASSO outperformed random forest in predicting CNS and PNS dysfunction among fluoroquinolone users, and should be considered for modeling when the cohort is modest in size, when the number of model predictors is modest, and when predictors are primarily binary. This article is protected by copyright. All rights reserved.