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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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        "10": -0.0008031022756123527
      },
      "shadowMaxDrawdown": -0.3981954874053053,
      "shadowTotalReturn": -0.26307355921572984,
      "avgForwardReturn1D": -0.0013840360248445823,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-24",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02",
        "2025-05-05",
        "2025-05-06",
        "2025-05-07"
      ],
      "horizonObservationCounts": {
        "1": 181,
        "5": 177,
        "10": 172
      },
      "baselineAvgForwardReturns": {
        "1": 0.002454451808607793,
        "5": 0.013749113131336704,
        "10": 0.02810075708473132
      }
    }
  ],
  "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": 0.7201733011366204,
      "fitnessScore": 0.5579707080329895,
      "lookbackDays": 14,
      "returnLift1D": -0.00003851172680981261,
      "activationRate": 0.42133333333333334,
      "activationCount": 158,
      "sampleConfidence": 0.9978902953586498,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.3114675173741739,
      "avgForwardReturn1D": 0.0021784825309985665
    },
    {
      "comboQuality": 0.22006999219786993,
      "fitnessScore": 0.07164312120839744,
      "lookbackDays": 21,
      "returnLift1D": -0.002269493250971053,
      "activationRate": 0.4945652173913043,
      "activationCount": 182,
      "sampleConfidence": 0.9952380952380953,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": -0.052965051608019786,
      "avgForwardReturn1D": 0.00008572455471755159
    },
    {
      "comboQuality": 0.06993502558176971,
      "fitnessScore": -0.21929132560255535,
      "lookbackDays": 30,
      "returnLift1D": -0.003547852073340388,
      "activationRate": 0.362116991643454,
      "activationCount": 130,
      "sampleConfidence": 0.9933333333333334,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.16815821978420764,
      "avgForwardReturn1D": -0.0010934002647325948
    },
    {
      "comboQuality": 0.3214064409948986,
      "fitnessScore": 0.1855905092209554,
      "lookbackDays": 45,
      "returnLift1D": -0.002071897081798749,
      "activationRate": 0.5755813953488372,
      "activationCount": 198,
      "sampleConfidence": 0.9962962962962963,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.035408548482827706,
      "avgForwardReturn1D": 0.0005084603490581826
    },
    {
      "comboQuality": 0.5698268106208649,
      "fitnessScore": 0.411851807610206,
      "lookbackDays": 63,
      "returnLift1D": -0.0017425239188689193,
      "activationRate": 0.5858895705521472,
      "activationCount": 191,
      "sampleConfidence": 0.9961605584642235,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": 0.15931836017046286,
      "avgForwardReturn1D": 0.001155127474707898
    }
  ],
  "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": "2ea93cc0d0de895e8ddae2d48aacd71d1f71c219f2d0bacddacb7134e1fe3ec7",
    "size": 13,
    "members": [
      "HCSG",
      "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."
}