{ "purpose": "Multi-seed evaluation across 10 group-aware splits of the 21,896-event sample (500 incidents).", "seeds_evaluated": [ 42, 7, 13, 17, 23, 31, 45, 99, 123, 200 ], "per_seed": [ { "seed": 42, "test_n_classes": 5, "accuracy": 0.9492753623188406, "macro_f1": 0.7780594102481514, "macro_roc_auc_ovr": 0.9904125505537232 }, { "seed": 7, "test_n_classes": 5, "accuracy": 0.9371447676362421, "macro_f1": 0.7470429505084855, "macro_roc_auc_ovr": 0.9883780833142183 }, { "seed": 13, "test_n_classes": 5, "accuracy": 0.9440175631174533, "macro_f1": 0.7786431389219104, "macro_roc_auc_ovr": 0.9893348598508764 }, { "seed": 17, "test_n_classes": 5, "accuracy": 0.9301659988551803, "macro_f1": 0.7496550235562918, "macro_roc_auc_ovr": 0.9862828960991046 }, { "seed": 23, "test_n_classes": 5, "accuracy": 0.9409375, "macro_f1": 0.7808189932344203, "macro_roc_auc_ovr": 0.9899045909034948 }, { "seed": 31, "test_n_classes": 5, "accuracy": 0.930905695611578, "macro_f1": 0.7613555094687323, "macro_roc_auc_ovr": 0.9868934259288492 }, { "seed": 45, "test_n_classes": 5, "accuracy": 0.9233565586186004, "macro_f1": 0.7409385948742784, "macro_roc_auc_ovr": 0.9864613394709789 }, { "seed": 99, "test_n_classes": 5, "accuracy": 0.9290322580645162, "macro_f1": 0.7409062534499034, "macro_roc_auc_ovr": 0.9861301771811058 }, { "seed": 123, "test_n_classes": 5, "accuracy": 0.937037037037037, "macro_f1": 0.7622080835728512, "macro_roc_auc_ovr": 0.9882332249503822 }, { "seed": 200, "test_n_classes": 5, "accuracy": 0.9404943545926152, "macro_f1": 0.7495112167344459, "macro_roc_auc_ovr": 0.988891453888266 } ], "aggregate": { "accuracy_mean": 0.9362367095852064, "accuracy_std": 0.007451938413439355, "accuracy_min": 0.9233565586186004, "accuracy_max": 0.9492753623188406, "macro_f1_mean": 0.758913917456947, "macro_f1_std": 0.014882483861819625, "roc_auc_mean": 0.9880922602141, "roc_auc_std": 0.001489069995610803 }, "published_artifact_seed": 42 }