5. Conclusions
The model used MIMIC-III database to extract variables with temporal
information, which greatly improved the prediction effect of the model.
Compared with the other four machine learning models, the
GBDT
model had a better recognition rate, regardless of whether multiple
variables were used or fewer variables were obtained after screening.