Aptet Fitness
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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.",
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},
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}Force Fitness
{
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"shadowSharpeLike": -0.0686357725296807,
"avgForwardReturns": {
"1": 0.000006824572471442124,
"5": 0.004298493810601896,
"10": 0.013810197421864345
},
"shadowMaxDrawdown": -0.2831312250819549,
"shadowTotalReturn": -0.04986820138319625,
"avgForwardReturn1D": 0.000006824572471442124,
"riskOffActivations": 0,
"activationDatesSample": [
"2025-02-18",
"2025-02-19",
"2025-02-20",
"2025-02-21",
"2025-02-24",
"2025-02-25",
"2025-02-26",
"2025-02-27",
"2025-02-28",
"2025-03-03"
],
"horizonObservationCounts": {
"1": 163,
"5": 159,
"10": 154
},
"baselineAvgForwardReturns": {
"1": 0.001863287340394222,
"5": 0.009536493528860619,
"10": 0.01904053375857061
}
}
],
"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": 0.7037897174957055,
"fitnessScore": 0.5403901997436544,
"lookbackDays": 14,
"returnLift1D": -0.00007578515912550778,
"activationRate": 0.392,
"activationCount": 147,
"sampleConfidence": 0.9941043083900227,
"bestPortfolioSize": 3,
"shadowTotalReturn": 0.24462538988299376,
"avgForwardReturn1D": 0.0018111628631374064
},
{
"comboQuality": 0.7913376892789666,
"fitnessScore": 0.6432616684746976,
"lookbackDays": 21,
"returnLift1D": 0.00036764872215006017,
"activationRate": 0.34782608695652173,
"activationCount": 128,
"sampleConfidence": 0.9932291666666667,
"bestPortfolioSize": 2,
"shadowTotalReturn": 0.3161884812513174,
"avgForwardReturn1D": 0.0024217023215620734
},
{
"comboQuality": 0.3659090361737784,
"fitnessScore": 0.229042316396095,
"lookbackDays": 30,
"returnLift1D": -0.0004814006177601992,
"activationRate": 0.30362116991643456,
"activationCount": 109,
"sampleConfidence": 0.9932721712538227,
"bestPortfolioSize": 2,
"shadowTotalReturn": 0.11895818785421586,
"avgForwardReturn1D": 0.0013818867226340229
},
{
"comboQuality": 0.7253045850249479,
"fitnessScore": 0.5636043320334801,
"lookbackDays": 45,
"returnLift1D": 0.00018869312214031281,
"activationRate": 0.48546511627906974,
"activationCount": 167,
"sampleConfidence": 0.994810379241517,
"bestPortfolioSize": 3,
"shadowTotalReturn": 0.2554702199103116,
"avgForwardReturn1D": 0.001576702498094651
},
{
"comboQuality": 0.8515048921231595,
"fitnessScore": 0.73421971088087,
"lookbackDays": 63,
"returnLift1D": 0.0002468496855072735,
"activationRate": 0.49079754601226994,
"activationCount": 160,
"sampleConfidence": 0.9945833333333334,
"bestPortfolioSize": 3,
"shadowTotalReturn": 0.3460279846443315,
"avgForwardReturn1D": 0.0020649809553774283
}
],
"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": "2eb36652da9bd3fd9c8059a94fba40f4435d21f2901f518cdf1c52690e8e4465",
"size": 13,
"members": [
"DHLGY",
"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."
}
TM