{ "failure_predictor": { "auc_roc": 0.8538, "f1_score": 0.7723, "accuracy": 0.7523, "cv_auc_mean": 0.8225, "cv_auc_std": 0.0091, "n_train": 6633, "n_test": 1659, "features": [ "session_duration_minutes", "break_count", "social_media_minutes_before", "task_complexity", "work_style_score", "time_of_day_hour", "day_of_week", "stress_level", "sleep_hours", "distraction_events", "deadline_days_remaining", "previous_completion_rate", "focus_score", "motivation_level", "study_hours_weekly" ] }, "work_style_classifier": { "accuracy": 0.8847, "macro_f1": 0.8297, "classes": [ "hare", "hybrid", "turtle" ], "n_train": 6000, "n_test": 1500, "features": [ "session_duration_minutes", "break_count", "distraction_events", "stress_level", "motivation_level", "previous_completion_rate", "deadline_days_remaining" ] }, "distraction_scorer": { "rmse": 0.0079, "r2": 0.9968, "n_train": 6000, "n_test": 1500, "features": [ "distraction_events", "social_media_minutes_before", "break_count", "session_duration_minutes", "focus_score" ] } }