Table 2.
The performance evaluation on 12 kinds of body fluids based on all datasets, grouped by different evaluation measures
| Body fluids | Accuracy | Recall | Precision | F-measure | MCC | AUC |
|---|---|---|---|---|---|---|
| Blood | 0.871345 | 0.887427 | 0.855263 | 0.873381 | 0.743075 | 0.941104 |
| Saliva | 0.769029 | 0.666667 | 0.844749 | 0.710526 | 0.522890 | 0.855485 |
| Urine | 0.825711 | 0.810127 | 0.840196 | 0.817456 | 0.650832 | 0.899171 |
| Cerebrospinal fluid | 0.819790 | 0.700608 | 0.887924 | 0.738782 | 0.603938 | 0.869243 |
| Seminal fluid | 0.782139 | 0.802020 | 0.763359 | 0.781496 | 0.565294 | 0.853547 |
| Amniotic fluid | 0.806870 | 0.839506 | 0.781965 | 0.790041 | 0.616044 | 0.893354 |
| Tear fluid | 0.800349 | 0.443730 | 0.933014 | 0.546535 | 0.446769 | 0.793570 |
| Bronchoalveolar lavage fluid | 0.832130 | 0.364865 | 0.949210 | 0.465517 | 0.395991 | 0.792717 |
| Milk | 0.766363 | 0.661253 | 0.824742 | 0.669014 | 0.488595 | 0.810696 |
| Nipple aspirate fluid | 0.787149 | 0.592342 | 0.895131 | 0.664981 | 0.520782 | 0.837818 |
| Pleural effusion | 0.824978 | 0.439560 | 0.946759 | 0.546697 | 0.467328 | 0.823116 |
| Sputum | 0.781225 | 0.759140 | 0.794192 | 0.719674 | 0.543051 | 0.849145 |
Note: The highest scores are in bold, and the lowest scores are underlined.