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Table 8.
Performance metrics for the KiDS-VW sample, excluding sources already in the CPz sample.
| Consolidation method | Class | F1 | ACC | P | R | F | AUC | Nsources |
|---|---|---|---|---|---|---|---|---|
| STAR | 96.04 | 98.58 | 98.08 | 94.08 | 0.41 | 0.979 | 5352 | |
| Optimal | GAL | 97.42 | 96.55 | 96.05 | 98.82 | 7.82 | 0.963 | 20 659 |
| QSO | 90.47 | 97.17 | 97.57 | 84.33 | 0.4 | 0.925 | 4196 | |
| STAR | 95.82 | 98.51 | 98.1 | 93.65 | 0.41 | 0.978 | 5326 | |
| Alternative | GAL | 97.42 | 96.55 | 96.05 | 98.82 | 7.82 | 0.963 | 20 659 |
| QSO | 89.96 | 97.04 | 97.75 | 83.32 | 0.36 | 0.920 | 4138 | |
| Highest- | STAR | 96.13 | 98.61 | 98.08 | 94.25 | 0.41 | 0.979 | 5361 |
| probability | GAL | 97.37 | 96.49 | 95.98 | 98.81 | 7.97 | 0.963 | 20 673 |
| QSO | 90.69 | 97.23 | 97.56 | 84.72 | 0.4 | 0.927 | 4216 | |
Notes. The “optimal”, “alternative”, and “highest-probability” consolidation methods give 307, 391 and 264 post-consolidation outliers respectively.
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