Table 3.
Validation results for sensitivity, precision, and F1-score in percentage for GBM, using the 7:3 random split
| BCS | Sensitivity, % | Precision, % | F1-Score, % | |||
|---|---|---|---|---|---|---|
| Exact | 0.5-unit DEV | Exact | 0.5-unit DEV | Exact | 0.5-unit DEV | |
| 1.5 | 2 (0-12) | 90 (80-100) | 25 (0-100) | 68 (0-100) | 4 (0-21) | 66 (0-98) |
| 2.0 | 65 (60-71) | 96 (94-98) | 58 (54-65) | 95 (92-98) | 61 (58-67) | 95 (94-97) |
| 2.5 | 54 (47-60) | 97 (95-99) | 47 (44-55) | 92 (88-94) | 50 (46-56) | 94 (93-96) |
| 3.0 | 36 (30-43) | 91 (88-96) | 38 (33-43) | 89 (86-94) | 37 (33-43) | 90 (88-93) |
| 3.5 | 32 (25-38) | 78 (71-83) | 37 (29-43) | 88 (75-94) | 34 (30-38) | 83 (78-87) |
| 4.0 | 13 (3-24) | 72 (57-89) | 26 (8-41) | 71 (44-91) | 17 (4-28) | 71 (55-84) |
| 4.5 | 10 (0-38) | 43 (20-73) | 32 (0-67) | 63 (33-100) | 13 (0-40) | 48 (32-84) |
| WAvg | 46 (43-50) | 91 (90-93) | 45 (40-50) | 89 (88-92) | 45 (41-48) | 90 (88-92) |
The parenthesis represents the range among replicates. GBM = Gradient Boosting Machine, BCS = Body Condition Score, Exact = exact score, DEV = deviation, WAvg = weighted average by frequency.