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ROC curves for asthma exacerbation prediction, comparing (a) L1-regularized logistic regression models, with and without the inclusion of large-vocabulary EHR categories (diagnoses and interventions), and (b) the best-performing logistic regression model (L1 regularization and a temporal window-based representation), random forests (temporal window-based and last occurrence-based representations), and LSTM (sequence-based representation).
