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Fig 1.

The flowchart of our work.

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Table 1.

Characteristics [mean (SD) or n (%)] of our study populations.

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Fig 2.

Prediction performance by deep neural network (DNN), random forest (RF) and logistic regression (LR).

Figure a, b, c is for the case of mortality within 365 days, 180 days, and 90 days, respectively.

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Table 2.

Prediction metrics [n (%)] of 3 period cases for 3 machine learning models.

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Table 2 Expand

Fig 3.

Feature importance by DNN (a), RF (b) and LR (c). This is the case for mortality within 365 days. We have similar results for 180 days and 90 days (not shown).

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Fig 3 Expand