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. 2023 Nov 7;101:skad376. doi: 10.1093/jas/skad376

Table 8.

Validation results for the GBM model using the herd splitting method

BCS Herd 1 Herd 2 Herd 3
Exact 0.5-unit DEV Exact 0.5-unit DEV Exact 0.5-unit DEV
1.5 3 67 0 90 0 78
2.0 25 86 42 98 29 88
2.5 51 93 63 99 58 92
3.0 62 94 52 97 33 95
3.5 49 93 38 97 29 81
4.0 19 88 25 88 12 69
4.5 0 100 0 40 0 32
WAvg 42.2 89.8 48.0 95.9 35.9 86.6
R 2 0.49 0.67 0.45
RMSE 0.32 0.33 0.35

Accuracy of the BCS categories is presented in percentage. GBM = Gradient Boosting Machine, BCS = Body Condition Score, R2 = R-square, RMSE = Root Mean Square Error, Exact = exact score, DEV = deviation, WAvg = weighted average by frequency.