Aptet Fitness
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"interpretation": {
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"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.",
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}Force Fitness
{
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"shadowMaxDrawdown": -0.023256780575196645,
"shadowTotalReturn": -0.023256780575196645,
"avgForwardReturn1D": -0.01070237845877764,
"riskOffActivations": 0,
"activationDatesSample": [
"2026-03-26",
"2026-06-10"
],
"horizonObservationCounts": {
"1": 2,
"5": 2,
"10": 2
},
"baselineAvgForwardReturns": {
"1": 0.0007674246918689522,
"5": 0.004009408152524695,
"10": 0.007560102967560639
}
}
],
"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": 0.674048366589356,
"fitnessScore": 0.5098416296988043,
"lookbackDays": 14,
"returnLift1D": 0.007990176958930133,
"activationRate": 0.0026666666666666666,
"activationCount": 1,
"sampleConfidence": 0.5729837387624885,
"bestPortfolioSize": 2,
"shadowTotalReturn": 0.0077534728499737415,
"avgForwardReturn1D": 0.008757601650799085
},
{
"comboQuality": 0.2186186642413612,
"fitnessScore": 0.06977844436354967,
"lookbackDays": 21,
"returnLift1D": -0.0006924955219128873,
"activationRate": 0.09510869565217392,
"activationCount": 35,
"sampleConfidence": 0.9961904761904763,
"bestPortfolioSize": 4,
"shadowTotalReturn": -0.009130866936201576,
"avgForwardReturn1D": 0.00007492916995606486
},
{
"comboQuality": 0.527685735912728,
"fitnessScore": 0.37438839295134074,
"lookbackDays": 30,
"returnLift1D": 0.0011417938967636448,
"activationRate": 0.0947075208913649,
"activationCount": 34,
"sampleConfidence": 1,
"bestPortfolioSize": 4,
"shadowTotalReturn": 0.059257286175727675,
"avgForwardReturn1D": 0.001909218588632597
},
{
"comboQuality": 0.2721414070188084,
"fitnessScore": 0.13356730462711844,
"lookbackDays": 45,
"returnLift1D": 0.000020827203997260554,
"activationRate": 0.11627906976744186,
"activationCount": 40,
"sampleConfidence": 0.9900000000000001,
"bestPortfolioSize": 4,
"shadowTotalReturn": 0.02566774704590813,
"avgForwardReturn1D": 0.0007882518958662127
},
{
"comboQuality": 0.3986533596740392,
"fitnessScore": 0.2595625596510421,
"lookbackDays": 63,
"returnLift1D": -0.00001978706508297249,
"activationRate": 0.11349693251533742,
"activationCount": 37,
"sampleConfidence": 0.9927927927927929,
"bestPortfolioSize": 4,
"shadowTotalReturn": 0.022877721200954104,
"avgForwardReturn1D": 0.0007476376267859797
}
],
"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": "15571863ad1ffcd45473f867c588d22c63c2c7f414cbe9c9d4114cc33dd51a00",
"size": 13,
"members": [
"EGLE",
"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