Aggregate predictive performance across negative sampling ratios
Negative ratio (%)
AUC
Precision
Recall
F1-Score
10
0.946
0.902
0.580
0.683
50
0.957
0.909
0.575
0.681
100
0.964
0.912
0.570
0.679
Negative ratio (%)
AUC
Precision
Recall
F1-Score
10
0.946
0.902
0.580
0.683
50
0.957
0.909
0.575
0.681
100
0.964
0.912
0.570
0.679
Note(s):
Values represent averages across 48 CPV-year combinations (12 categories × Four years). Differences in AUC are small across sampling conditions, indicating robust performance