{ "model_type": "CatBoostClassifier", "top_features": [ "Need for Support", "Recieved Support", "Abuse", "Disease before pregnancy", "Occupation before latest pregnancy", "Pregnancy plan", "Relationship with husband", "Major changes or losses during pregnancy", "Relationship with the in-laws", "Birth compliancy", "Relationship between father and newborn", "Education Level", "Family type", "Diseases during pregnancy", "Trust and share feelings", "Relationship with the newborn", "Occupation After Your Latest Childbirth", "Age", "Addiction", "Husband's education level" ], "best_params": { "subsample": 0.8, "learning_rate": 0.025, "l2_leaf_reg": 10, "iterations": 300, "depth": 5, "colsample_bylevel": 0.8 }, "thresholds": { "clinical_safety": 0.3, "optimal_f1": 0.20671326184410363, "youden_index": 0.550614358431436 }, "feature_count": 20 }