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  "interpretation": {
    "scoreMeaning": "The effective fit score after applying the conservative confidence penalty. Lower confidence reduces the effective fit score but does not, by itself, imply evidence of poor fit.",
    "fitScopeMeaning": "Aptet fit is currently universe-conditioned: activation history and fit depend on the other members in the tested cross-sectional universe.",
    "rawScoreMeaning": "The unadjusted Aptet-family fit estimate before applying the conservative confidence penalty.",
    "activationMeaning": "Activation count measures how often the Aptet ranking would have selected the stock while risk-on.",
    "confidenceMeaning": "Reflects the amount and breadth of historical evidence supporting the family-fit score.",
    "algorithmFitMeaning": "Measures how consistently this stock works across the Aptet strategy family within this tested universe, not only under its single best parameter combination.",
    "comboQualityMeaning": "Fixed-scale normalized profile quality derived from fitnessScore using sigmoid((fitnessScore - 0.35) / 0.22).",
    "fitnessScoreMeaning": "Per-profile raw score used for diagnostics and ranking. Higher is better, but it is not the stock's overall Aptet-family fit.",
    "forwardReturnMeaning": "Forward returns are measured from the close before activation through each requested horizon.",
    "profileBreadthMeaning": "Measures how much of the tested Aptet parameter grid clears a robust quality threshold after weighting for sample confidence.",
    "parameterStabilityMeaning": "Measures whether nearby Aptet parameter combinations retain a large share of the best profile's normalized quality.",
    "confidenceAdjustmentMeaning": "The current conservative_penalty adjustment retains the existing formula: rawScore * confidence + rawScore * (1 - confidence) * 0.50."
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      "shadowTotalReturn": -0.19009734793329136,
      "avgForwardReturn1D": -0.0010666069262408704,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-16",
        "2025-05-29",
        "2025-05-30",
        "2025-06-09",
        "2025-06-10",
        "2025-06-11",
        "2025-06-12",
        "2025-06-13",
        "2025-07-02",
        "2025-07-03"
      ],
      "horizonObservationCounts": {
        "1": 121,
        "5": 117,
        "10": 112
      },
      "baselineAvgForwardReturns": {
        "1": 0.0001771583686629005,
        "5": 0.0019718233114363755,
        "10": 0.00403488701278832
      }
    }
  ],
  "interpretation": {
    "scoreMeaning": "The effective fit score after applying the conservative confidence penalty.",
    "backendMeaning": "This Force evaluator uses the alpha1 backend logic that powers the current Force preview path.",
    "fitScopeMeaning": "Force fit is currently universe-conditioned because the stock competes against the tested Force universe at each ranking step.",
    "rawScoreMeaning": "The unadjusted Force-family fit estimate before the conservative confidence penalty.",
    "algorithmFitMeaning": "Measures how consistently this stock works across the Force strategy family within this tested universe.",
    "confidenceAdjustmentMeaning": "The current conservative_penalty adjustment retains the existing formula used by the shared family-fit core."
  },
  "lookbackSummary": [
    {
      "comboQuality": 0.1976444937077416,
      "fitnessScore": 0.041761992169383054,
      "lookbackDays": 14,
      "returnLift1D": 0.0008321939049896831,
      "activationRate": 0.37333333333333335,
      "activationCount": 140,
      "sampleConfidence": 0.9947619047619048,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": -0.0073586325228740534,
      "avgForwardReturn1D": 0.0007357864146912727
    },
    {
      "comboQuality": 0.17390826735153317,
      "fitnessScore": 0.007200870192201685,
      "lookbackDays": 21,
      "returnLift1D": -0.0000023557859390917755,
      "activationRate": 0.2907608695652174,
      "activationCount": 107,
      "sampleConfidence": 0.9931464174454829,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.06367183956784095,
      "avgForwardReturn1D": 0.0000901501031105374
    },
    {
      "comboQuality": 0.16389854948599836,
      "fitnessScore": -0.00849051090487138,
      "lookbackDays": 30,
      "returnLift1D": -0.00017039157863545519,
      "activationRate": 0.28690807799442897,
      "activationCount": 103,
      "sampleConfidence": 0.9915857605177995,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.07130514097776297,
      "avgForwardReturn1D": 0.00000676679002744531
    },
    {
      "comboQuality": 0.23665917166259168,
      "fitnessScore": 0.09236160474837171,
      "lookbackDays": 45,
      "returnLift1D": -0.0006072707151829362,
      "activationRate": 0.32848837209302323,
      "activationCount": 113,
      "sampleConfidence": 0.992330383480826,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": -0.009364663621765246,
      "avgForwardReturn1D": 0.000580845769033444
    },
    {
      "comboQuality": 0.17110775460399483,
      "fitnessScore": 0.0028847340673172905,
      "lookbackDays": 63,
      "returnLift1D": -0.001539729740771263,
      "activationRate": 0.3374233128834356,
      "activationCount": 110,
      "sampleConfidence": 1,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": -0.06980268926958733,
      "avgForwardReturn1D": -0.000024227212343403366
    }
  ],
  "strategyOptions": {
    "shadow": "Scores the stock like a standalone trade-only-when-active strategy.",
    "blended": "Recommended. Mixes activation quality, activation frequency, return lift, and shadow performance.",
    "coverage": "Rewards stocks that activate often without giving up too much quality.",
    "precision": "Prioritizes hit rate and average return after activation."
  },
  "backendAlgorithm": "alpha1",
  "universeIdentity": {
    "hash": "8833fbc79afead16ebecd34525c2d57e798906a392bb91233865ef3a9629ee38",
    "size": 13,
    "members": [
      "ANF",
      "SMH",
      "XLB",
      "XLC",
      "XLE",
      "XLF",
      "XLI",
      "XLK",
      "XLP",
      "XLRE",
      "XLU",
      "XLV",
      "XLY"
    ],
    "version": 1
  },
  "scoreModeDescription": "Recommended. Mixes activation quality, activation frequency, return lift, and shadow performance."
}