{ "model_name": "IncomeSlayer-9000", "task": "binary_classification", "dataset": "Adult Income (OpenML task 7592)", "n_samples": 48842, "n_features_engineered": 28, "cv_protocol": "10-fold stratified CV", "results": { "auc_roc": 0.93147, "accuracy": 0.87599, "auc_mean_fold": 0.9313, "auc_std_fold": 0.00293 }, "openml_sota": { "auc": 0.9284, "accuracy": 0.874, "method": "AdaBoost 2017" }, "delta_vs_sota": { "delta_auc": 0.00307, "delta_accuracy": 0.00199 }, "ensemble_weights": { "lgb": 0.1, "xgb": 0.3, "catboost": 0.6 }, "threshold": 0.512 }