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.",
"confidenceAdjustmentMeaning": "The current conservative_penalty adjustment retains the existing formula: rawScore * confidence + rawScore * (1 - confidence) * 0.50."
},
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},
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}Force Fitness
{
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"5": 161,
"10": 161
},
"baselineAvgForwardReturns": {
"1": 0.0043972924905928325,
"5": 0.020334192917619672,
"10": 0.04233513346975554
}
}
],
"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": 0.9951738235743595,
"fitnessScore": 1.5223498369226398,
"lookbackDays": 14,
"returnLift1D": 0.0013752892822505372,
"activationRate": 0.42133333333333334,
"activationCount": 158,
"sampleConfidence": 1,
"bestPortfolioSize": 2,
"shadowTotalReturn": 1.217643958923742,
"avgForwardReturn1D": 0.006491324432600197
},
{
"comboQuality": 0.9999545808629514,
"fitnessScore": 2.549896952147506,
"lookbackDays": 21,
"returnLift1D": 0.0036347810627132124,
"activationRate": 0.421195652173913,
"activationCount": 155,
"sampleConfidence": 1,
"bestPortfolioSize": 2,
"shadowTotalReturn": 2.0750280649980715,
"avgForwardReturn1D": 0.00881340582262949
},
{
"comboQuality": 0.9747326661111753,
"fitnessScore": 1.1535831834704053,
"lookbackDays": 30,
"returnLift1D": 0.0014277745890991511,
"activationRate": 0.4178272980501393,
"activationCount": 150,
"sampleConfidence": 1,
"bestPortfolioSize": 2,
"shadowTotalReturn": 0.8995470925922047,
"avgForwardReturn1D": 0.005787839007110957
},
{
"comboQuality": 0.7027761005513972,
"fitnessScore": 0.5393215774355093,
"lookbackDays": 45,
"returnLift1D": -0.0015246693497447355,
"activationRate": 0.6191860465116279,
"activationCount": 213,
"sampleConfidence": 1,
"bestPortfolioSize": 4,
"shadowTotalReturn": 0.3626926071996672,
"avgForwardReturn1D": 0.002872623140848097
},
{
"comboQuality": 0.9404435291236243,
"fitnessScore": 0.9570738631466661,
"lookbackDays": 63,
"returnLift1D": -0.0010207831237043041,
"activationRate": 0.7116564417177914,
"activationCount": 232,
"sampleConfidence": 0.9988505747126437,
"bestPortfolioSize": 4,
"shadowTotalReturn": 0.7205812638723916,
"avgForwardReturn1D": 0.0036365265530573176
}
],
"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": "1fc1eb1b3f918b6291452d3d59b6cca8a8132f9557712cf52421695a264ed63c",
"size": 13,
"members": [
"SIFY",
"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