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.