{ "title": "Dispatch Desk ยท costly-decision risk", "description": "Predicts, when a crisis scene opens, the probability that this player will pick the costly option, from how they played so far. The game uses it to offer extra support.", "version": "2.0.0", "target": "maliyetli_secim", "classes": [ 0, 1 ], "class_labels": [ "not costly", "costly" ], "features": [ { "name": "seviye", "label": "Level (0 Just starting, 1 Know a bit, 2 Experienced)", "example": 1.0 }, { "name": "sahne_no", "label": "Crisis number (1-3)", "example": 2.0 }, { "name": "canli_bekleme_ort_dk", "label": "Average call wait in the previous live phase (sim. minutes)", "example": 3.11 }, { "name": "canli_en_yakin_orani", "label": "Share of assignments to the closest crew (0-1)", "example": 0.6 }, { "name": "canli_bekleyen", "label": "Calls still waiting at the alarm", "example": 1.0 }, { "name": "gorev_yanlis", "label": "Field tasks answered wrongly so far", "example": 1.0 }, { "name": "onceki_maliyetli", "label": "Costly choices in earlier crises (0-2)", "example": 0.0 }, { "name": "onceki_karar_suresi_sn", "label": "Seconds spent on the previous crisis (0 for Crisis 1)", "example": 3.5 } ], "decision_threshold": 0.5, "acceptance": { "metric": "roc_auc", "roc_auc_min": 0.7, "split": "stratified 70/30", "parity_tol": 0.0001 }, "coefficients": { "seviye": -0.1458, "sahne_no": -0.1381, "canli_bekleme_ort_dk": 0.7545, "canli_en_yakin_orani": 0.1981, "canli_bekleyen": 0.2938, "gorev_yanlis": 0.563, "onceki_maliyetli": 0.4521, "onceki_karar_suresi_sn": -0.7103, "intercept": 0.4913 }, "metrics": { "roc_auc": 0.761, "accuracy": 0.7179, "f1": 0.7737, "brier": 0.1926, "roc_auc_real_only": 0.2188, "n_test_real": 16, "n_rows": 648, "n_rows_real": 48, "n_sessions_real": 16, "positive_rate": 0.5802, "onnx_max_abs_diff": 8.49e-08 }, "seed": 13, "sklearn_version": "1.9.1", "python_version": "3.13.17" }