Figure 2.

Receiver operating characteristic curves for all predictive tasks in a 24-h time frame

Performance is assessed for both contrastive loss (CL) and cross-entropy loss (CEL) for both RNN and RETAIN modeling strategies.

(A) Mortality with full dataset (23% positive labels).

(B) Intubation with full dataset (11% positive labels).

(C) ICU transfer with full dataset (17% positive labels).

(D) Mortality with restricted dataset (7% positive labels).

(E) Intubation with restricted dataset (5% positive labels).

(F) ICU transfer with restricted dataset (7% positive labels).