model_artifacts/metrics.json

{
  "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"
    ]
  }
}