{
  "session_id": "progressive_test_20250718_174034",
  "test_type": "Progressive Model Testing",
  "objective": "Measure performance at different game stages to avoid overfitting",
  "test_phases": {
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      "name": "Pré-Jogo (Sem informações de partida)",
      "features": [
        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname"
      ],
      "description": "Apenas informações básicas antes do jogo começar"
    },
    "draft": {
      "name": "Draft (Com pick/ban)",
      "features": [
        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname",
        "champion"
      ],
      "description": "Informações de draft adicionadas"
    },
    "early_5min": {
      "name": "5 Minutos",
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        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname",
        "champion",
        "goldat10",
        "xpat10",
        "csat10",
        "killsat10",
        "assistsat10",
        "deathsat10"
      ],
      "description": "Dados dos primeiros 5 minutos (usando at10 como proxy)"
    },
    "early_10min": {
      "name": "10 Minutos",
      "features": [
        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname",
        "champion",
        "goldat10",
        "xpat10",
        "csat10",
        "killsat10",
        "assistsat10",
        "deathsat10",
        "golddiffat10",
        "xpdiffat10",
        "csdiffat10"
      ],
      "description": "Dados completos aos 10 minutos"
    },
    "mid_15min": {
      "name": "15 Minutos",
      "features": [
        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname",
        "champion",
        "goldat10",
        "xpat10",
        "csat10",
        "killsat10",
        "assistsat10",
        "deathsat10",
        "golddiffat10",
        "xpdiffat10",
        "csdiffat10",
        "goldat15",
        "xpat15",
        "csat15",
        "killsat15",
        "assistsat15",
        "deathsat15",
        "golddiffat15",
        "xpdiffat15",
        "csdiffat15"
      ],
      "description": "Dados até 15 minutos"
    },
    "mid_20min": {
      "name": "20 Minutos",
      "features": [
        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname",
        "champion",
        "goldat10",
        "xpat10",
        "csat10",
        "killsat10",
        "assistsat10",
        "deathsat10",
        "golddiffat10",
        "xpdiffat10",
        "csdiffat10",
        "goldat15",
        "xpat15",
        "csat15",
        "killsat15",
        "assistsat15",
        "deathsat15",
        "golddiffat15",
        "xpdiffat15",
        "csdiffat15",
        "goldat20",
        "xpat20",
        "csat20",
        "killsat20",
        "assistsat20",
        "deathsat20",
        "golddiffat20",
        "xpdiffat20",
        "csdiffat20"
      ],
      "description": "Dados até 20 minutos"
    },
    "late_25min": {
      "name": "25 Minutos",
      "features": [
        "league",
        "year",
        "patch",
        "side",
        "position",
        "teamname",
        "champion",
        "goldat10",
        "xpat10",
        "csat10",
        "killsat10",
        "assistsat10",
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        "csdiffat10",
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        "csat15",
        "killsat15",
        "assistsat15",
        "deathsat15",
        "golddiffat15",
        "xpdiffat15",
        "csdiffat15",
        "goldat20",
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        "csat20",
        "killsat20",
        "assistsat20",
        "deathsat20",
        "golddiffat20",
        "xpdiffat20",
        "csdiffat20",
        "goldat25",
        "xpat25",
        "csat25",
        "killsat25",
        "assistsat25",
        "deathsat25",
        "golddiffat25",
        "xpdiffat25",
        "csdiffat25"
      ],
      "description": "Dados até 25 minutos"
    }
  },
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      "feature_counts": [
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        7,
        13,
        16,
        25,
        34,
        43
      ]
    },
    "insights": {
      "best_phase": "Pré-Jogo (Sem informações de partida)",
      "worst_phase": "20 Minutos",
      "accuracy_improvement": 0.04611664604454213,
      "overfitting_risk": "LOW - Progressão natural esperada",
      "optimal_timing": "Pré-Jogo (Sem informações de partida) - Ganho marginal baixo após este ponto"
    },
    "recommendations": [
      "Melhor performance: Pré-Jogo (Sem informações de partida) (0.628)",
      "Modelo robusto: Performance estável independente de dados de jogo"
    ]
  },
  "qwen3_integration": {
    "pre_game": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.6276929512654257,
      "phase_name": "Pré-Jogo (Sem informações de partida)"
    },
    "draft": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.5991465863453815,
      "phase_name": "Draft (Com pick/ban)"
    },
    "early_5min": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.5886044176706827,
      "phase_name": "5 Minutos"
    },
    "early_10min": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.5906124497991968,
      "phase_name": "10 Minutos"
    },
    "mid_15min": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.5943775100401606,
      "phase_name": "15 Minutos"
    },
    "mid_20min": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.5815763052208835,
      "phase_name": "20 Minutos"
    },
    "late_25min": {
      "qwen3_status": "integrated",
      "embedding_size": 1,
      "phase_performance": 0.5825803212851406,
      "phase_name": "25 Minutos"
    }
  },
  "testing_timestamp": "2025-07-18T17:40:51.984621",
  "key_findings": {
    "best_phase": "Pré-Jogo (Sem informações de partida)",
    "overfitting_risk": "LOW - Progressão natural esperada",
    "optimal_timing": "Pré-Jogo (Sem informações de partida) - Ganho marginal baixo após este ponto",
    "recommendations": [
      "Melhor performance: Pré-Jogo (Sem informações de partida) (0.628)",
      "Modelo robusto: Performance estável independente de dados de jogo"
    ]
  }
}