Algorithm | Classifier | Precision | Recall | F1 | Accuracy |
---|---|---|---|---|---|
Logistic regression | Animal experiment | 0.89 | 0.80 | 0.84 | 0.90 |
Cell experiment | 0.66 | 0.80 | 0.72 | 0.80 | |
Epidemiological study | 0.90 | 0.90 | 0.90 | 0.93 | |
Average | 0.82 | 0.83 | 0.82 | 0.88 | |
Linear support vector machine | Animal experiment | 0.72 | 0.80 | 0.76 | 0.83 |
Cell experiment | 0.61 | 0.80 | 0.77 | 0.76 | |
Epidemiological study | 0.89 | 0.80 | 0.84 | 0.90 | |
Average | 0.74 | 0.80 | 0.79 | 0.83 | |
Decision tree classifier | Animal experiment | 0.37 | 1.00 | 0.54 | 0.43 |
Cell experiment | 0.45 | 0.90 | 0.60 | 0.60 | |
Epidemiological study | 0.47 | 0.90 | 0.62 | 0.63 | |
Average | 0.43 | 0.93 | 0.59 | 0.55 |