Table 3. Performance metrics of machine learning models for identifying the honeymoon phase in type 1 diabetes .
|
Model |
Accuracy |
Sensitivity |
Specificity |
Precision |
Recall |
F1 score |
|
LSTM |
88% |
85% |
90% |
86% |
85% |
85% |
|
Transformer |
91% |
89% |
92% |
90% |
89% |
89% |
|
Random forest |
87% |
84% |
89% |
85% |
84% |
84% |
|
Gradient boosting |
89% |
86% |
91% |
88% |
86% |
87% |
LSTM: long short-term memory