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f1c591a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 | {
"baseline_f1": 0.6752810914575621,
"baseline_precision": 0.627099567099567,
"baseline_recall": 0.7666666666666667,
"option_1_weighted_ensemble": {
"xgboost_weight": 0.7,
"catboost_weight": 0.3,
"decision_threshold": 0.42,
"projected_f1": 0.715,
"projected_precision": 0.62,
"projected_recall": 0.8,
"description": "Best for forensics - high recall to catch unknowns"
},
"option_2_feature_engineering": {
"description": "Add marker-specific features and degradation signals",
"projected_f1": 0.74,
"effort": "Medium (2-3 hours)"
},
"option_3_collect_data": {
"target_unknown_samples": 200,
"current_unknown_samples": 30,
"projected_f1": 0.77,
"effort": "High (depends on lab)"
}
} |