{
  "config": {
    "topNs": [
      2,
      3,
      4,
      5
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "GSL"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "maxHoldings": 5,
    "minHoldings": 2,
    "fallbackTicker": "VOO",
    "riskOffEnabled": true,
    "adaptationSpeed": "balanced",
    "benchmarkTicker": "VOO"
  },
  "ticker": "GSL",
  "fitScope": "universe_conditioned",
  "algorithm": "aptet",
  "bestCombo": {
    "topN": 5,
    "ticker": "GSL",
    "hitRates": {
      "1": 0.56,
      "5": 0.5882352941176471,
      "10": 1
    },
    "hitRate1D": 0.56,
    "comboQuality": 0.4952106786379966,
    "eligibleDays": 352,
    "fitnessScore": 0.3457852682971815,
    "lookbackDays": 14,
    "returnLift1D": 0.0015891404779604726,
    "hitRateLift1D": -0.030163934426229444,
    "activationRate": 0.07670454545454546,
    "activationCount": 27,
    "baselineHitRates": {
      "1": 0.5901639344262295,
      "5": 0.6415094339622641,
      "10": 0.813953488372093
    },
    "sampleConfidence": 0.9209876543209877,
    "shadowSharpeLike": 1.344430042856821,
    "avgForwardReturns": {
      "1": 0.004994781041813128,
      "5": 0.01801616951302564,
      "10": 0.036321064283426505
    },
    "shadowMaxDrawdown": -0.031186112098791963,
    "shadowTotalReturn": 0.12632138533120885,
    "avgForwardReturn1D": 0.004994781041813128,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2026-04-29",
      "2026-04-30",
      "2026-05-01",
      "2026-05-04",
      "2026-05-05",
      "2026-05-06",
      "2026-05-07",
      "2026-05-08",
      "2026-05-11",
      "2026-05-12"
    ],
    "horizonObservationCounts": {
      "1": 25,
      "5": 17,
      "10": 7
    },
    "baselineAvgForwardReturns": {
      "1": 0.0034056405638526552,
      "5": 0.016457743453543804,
      "10": 0.030562633804402963
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.4952106786379966,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.13120603259989397,
    "bestRawFitnessScore": 0.3457852682971815,
    "upperQuartileComboQuality": 0.31097122162796365
  },
  "algorithmFit": {
    "label": "poor",
    "score": 0.1587225170317879,
    "rawScore": 0.22103362496908263,
    "confidence": 0.4361843547920769,
    "bestProfile": {
      "topN": 5,
      "lookbackDays": 14
    },
    "profileBreadth": 0,
    "recommendedRegion": {
      "topNs": [
        5
      ],
      "lookbackDays": [
        14
      ]
    },
    "parameterStability": 0.08263402363217308,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.56,
        "5": 0.5882352941176471,
        "10": 1
      },
      "hitRate1D": 0.56,
      "comboQuality": 0.4952106786379966,
      "eligibleDays": 352,
      "fitnessScore": 0.3457852682971815,
      "lookbackDays": 14,
      "returnLift1D": 0.0015891404779604726,
      "hitRateLift1D": -0.030163934426229444,
      "activationRate": 0.07670454545454546,
      "activationCount": 27,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.9209876543209877,
      "shadowSharpeLike": 1.344430042856821,
      "avgForwardReturns": {
        "1": 0.004994781041813128,
        "5": 0.01801616951302564,
        "10": 0.036321064283426505
      },
      "shadowMaxDrawdown": -0.031186112098791963,
      "shadowTotalReturn": 0.12632138533120885,
      "avgForwardReturn1D": 0.004994781041813128,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-29",
        "2026-04-30",
        "2026-05-01",
        "2026-05-04",
        "2026-05-05",
        "2026-05-06",
        "2026-05-07",
        "2026-05-08",
        "2026-05-11",
        "2026-05-12"
      ],
      "horizonObservationCounts": {
        "1": 25,
        "5": 17,
        "10": 7
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.625,
        "5": 0.5,
        "10": 0
      },
      "hitRate1D": 0.625,
      "comboQuality": 0.40236209183353816,
      "eligibleDays": 352,
      "fitnessScore": 0.2629608155353834,
      "lookbackDays": 14,
      "returnLift1D": 0.0030148961075752486,
      "hitRateLift1D": 0.0348360655737705,
      "activationRate": 0.02556818181818182,
      "activationCount": 9,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.7078401051763542,
      "shadowSharpeLike": 1.0218656523387886,
      "avgForwardReturns": {
        "1": 0.006420536671427904,
        "5": 0.01949372260518356,
        "10": 0
      },
      "shadowMaxDrawdown": -0.01929570670525793,
      "shadowTotalReturn": 0.04973259903737892,
      "avgForwardReturn1D": 0.006420536671427904,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-07-10",
        "2026-07-14",
        "2026-07-15",
        "2026-07-16",
        "2026-07-17",
        "2026-07-20",
        "2026-07-21",
        "2026-07-22",
        "2026-07-23"
      ],
      "horizonObservationCounts": {
        "1": 8,
        "5": 4,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.6,
        "5": 1,
        "10": 0
      },
      "hitRate1D": 0.6,
      "comboQuality": 0.31097122162796365,
      "eligibleDays": 330,
      "fitnessScore": 0.17497181358528135,
      "lookbackDays": 30,
      "returnLift1D": 0.002457391843088827,
      "hitRateLift1D": 0.00983606557377048,
      "activationRate": 0.01818181818181818,
      "activationCount": 6,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.6179140732945081,
      "shadowSharpeLike": 0.6939090714245485,
      "avgForwardReturns": {
        "1": 0.005863032406941482,
        "5": 0.029096664231799352,
        "10": 0
      },
      "shadowMaxDrawdown": -0.019295706705258153,
      "shadowTotalReturn": 0.028072662601323684,
      "avgForwardReturn1D": 0.005863032406941482,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-07-16",
        "2026-07-17",
        "2026-07-20",
        "2026-07-21",
        "2026-07-22",
        "2026-07-23"
      ],
      "horizonObservationCounts": {
        "1": 5,
        "5": 1,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.6,
        "5": 1,
        "10": 0
      },
      "hitRate1D": 0.6,
      "comboQuality": 0.31097122162796365,
      "eligibleDays": 330,
      "fitnessScore": 0.17497181358528135,
      "lookbackDays": 30,
      "returnLift1D": 0.002457391843088827,
      "hitRateLift1D": 0.00983606557377048,
      "activationRate": 0.01818181818181818,
      "activationCount": 6,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.6179140732945081,
      "shadowSharpeLike": 0.6939090714245485,
      "avgForwardReturns": {
        "1": 0.005863032406941482,
        "5": 0.029096664231799352,
        "10": 0
      },
      "shadowMaxDrawdown": -0.019295706705258153,
      "shadowTotalReturn": 0.028072662601323684,
      "avgForwardReturn1D": 0.005863032406941482,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-07-16",
        "2026-07-17",
        "2026-07-20",
        "2026-07-21",
        "2026-07-22",
        "2026-07-23"
      ],
      "horizonObservationCounts": {
        "1": 5,
        "5": 1,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.6,
        "5": 1,
        "10": 0
      },
      "hitRate1D": 0.6,
      "comboQuality": 0.31097122162796365,
      "eligibleDays": 330,
      "fitnessScore": 0.17497181358528135,
      "lookbackDays": 30,
      "returnLift1D": 0.002457391843088827,
      "hitRateLift1D": 0.00983606557377048,
      "activationRate": 0.01818181818181818,
      "activationCount": 6,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.6179140732945081,
      "shadowSharpeLike": 0.6939090714245485,
      "avgForwardReturns": {
        "1": 0.005863032406941482,
        "5": 0.029096664231799352,
        "10": 0
      },
      "shadowMaxDrawdown": -0.019295706705258153,
      "shadowTotalReturn": 0.028072662601323684,
      "avgForwardReturn1D": 0.005863032406941482,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-07-16",
        "2026-07-17",
        "2026-07-20",
        "2026-07-21",
        "2026-07-22",
        "2026-07-23"
      ],
      "horizonObservationCounts": {
        "1": 5,
        "5": 1,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.6,
        "5": 1,
        "10": 0
      },
      "hitRate1D": 0.6,
      "comboQuality": 0.31097122162796365,
      "eligibleDays": 330,
      "fitnessScore": 0.17497181358528135,
      "lookbackDays": 30,
      "returnLift1D": 0.002457391843088827,
      "hitRateLift1D": 0.00983606557377048,
      "activationRate": 0.01818181818181818,
      "activationCount": 6,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.6179140732945081,
      "shadowSharpeLike": 0.6939090714245485,
      "avgForwardReturns": {
        "1": 0.005863032406941482,
        "5": 0.029096664231799352,
        "10": 0
      },
      "shadowMaxDrawdown": -0.019295706705258153,
      "shadowTotalReturn": 0.028072662601323684,
      "avgForwardReturn1D": 0.005863032406941482,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-07-16",
        "2026-07-17",
        "2026-07-20",
        "2026-07-21",
        "2026-07-22",
        "2026-07-23"
      ],
      "horizonObservationCounts": {
        "1": 5,
        "5": 1,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.4666666666666667,
        "5": 0.42857142857142855,
        "10": 0
      },
      "hitRate1D": 0.4666666666666667,
      "comboQuality": 0.21065286407407166,
      "eligibleDays": 352,
      "fitnessScore": 0.05938118604662555,
      "lookbackDays": 14,
      "returnLift1D": -0.0005870919093430732,
      "hitRateLift1D": -0.12349726775956282,
      "activationRate": 0.048295454545454544,
      "activationCount": 17,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.8433494549550304,
      "shadowSharpeLike": 0.7178850666046809,
      "avgForwardReturns": {
        "1": 0.002818548654509582,
        "5": 0.009439662812655356,
        "10": 0
      },
      "shadowMaxDrawdown": -0.025623784681052753,
      "shadowTotalReturn": 0.03895452132772692,
      "avgForwardReturn1D": 0.002818548654509582,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-06",
        "2026-05-07",
        "2026-05-08",
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-15",
        "2026-07-10",
        "2026-07-14"
      ],
      "horizonObservationCounts": {
        "1": 15,
        "5": 7,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.4444444444444444,
        "5": 0.5,
        "10": 1
      },
      "hitRate1D": 0.4444444444444444,
      "comboQuality": 0.17418593315239722,
      "eligibleDays": 352,
      "fitnessScore": 0.007625805752255374,
      "lookbackDays": 14,
      "returnLift1D": -0.0012743532595599345,
      "hitRateLift1D": -0.14571948998178508,
      "activationRate": 0.056818181818181816,
      "activationCount": 20,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.8966666666666667,
      "shadowSharpeLike": 0.5073350898209816,
      "avgForwardReturns": {
        "1": 0.0021312873042927207,
        "5": 0.009919969661630435,
        "10": 0.007194244604316502
      },
      "shadowMaxDrawdown": -0.04070574950573935,
      "shadowTotalReturn": 0.03327519254343447,
      "avgForwardReturn1D": 0.0021312873042927207,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-04",
        "2026-05-06",
        "2026-05-07",
        "2026-05-08",
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-15",
        "2026-06-25"
      ],
      "horizonObservationCounts": {
        "1": 18,
        "5": 10,
        "10": 1
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.15082345409146578,
      "eligibleDays": 339,
      "fitnessScore": -0.03019456987904686,
      "lookbackDays": 21,
      "returnLift1D": -0.0036539489083356,
      "hitRateLift1D": -0.0901639344262295,
      "activationRate": 0.014749262536873156,
      "activationCount": 5,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.605,
      "shadowSharpeLike": -0.18418929338526246,
      "avgForwardReturns": {
        "1": -0.0002483083444829448,
        "5": -0.004387417517777381,
        "10": 0
      },
      "shadowMaxDrawdown": -0.023482925749785166,
      "shadowTotalReturn": -0.005252995214704015,
      "avgForwardReturn1D": -0.0002483083444829448,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-07-14",
        "2026-07-15",
        "2026-07-17",
        "2026-07-21",
        "2026-07-23"
      ],
      "horizonObservationCounts": {
        "1": 4,
        "5": 2,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.4166666666666667,
        "5": 0.25,
        "10": 0
      },
      "hitRate1D": 0.4166666666666667,
      "comboQuality": 0.14197514928311866,
      "eligibleDays": 339,
      "fitnessScore": -0.04577582558148486,
      "lookbackDays": 21,
      "returnLift1D": -0.001540128208498525,
      "hitRateLift1D": -0.1734972677595628,
      "activationRate": 0.04129793510324484,
      "activationCount": 14,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.7863534907842178,
      "shadowSharpeLike": 0.41031269051922065,
      "avgForwardReturns": {
        "1": 0.0018655123553541302,
        "5": 0.002195148330559088,
        "10": 0
      },
      "shadowMaxDrawdown": -0.0315844890800514,
      "shadowTotalReturn": 0.01966732226774459,
      "avgForwardReturn1D": 0.0018655123553541302,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-08",
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-15",
        "2026-07-14",
        "2026-07-15",
        "2026-07-16",
        "2026-07-17"
      ],
      "horizonObservationCounts": {
        "1": 12,
        "5": 4,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.4,
        "5": 0.42857142857142855,
        "10": 1
      },
      "hitRate1D": 0.4,
      "comboQuality": 0.12043691591666927,
      "eligibleDays": 339,
      "fitnessScore": -0.08742582231367951,
      "lookbackDays": 21,
      "returnLift1D": -0.0022008288442999287,
      "hitRateLift1D": -0.19016393442622948,
      "activationRate": 0.05014749262536873,
      "activationCount": 17,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.8472710235824814,
      "shadowSharpeLike": 0.2977831153795641,
      "avgForwardReturns": {
        "1": 0.0012048117195527267,
        "5": 0.006718950811464627,
        "10": 0.03276606553213113
      },
      "shadowMaxDrawdown": -0.03894489359765396,
      "shadowTotalReturn": 0.014228399205387987,
      "avgForwardReturn1D": 0.0012048117195527267,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-06",
        "2026-05-07",
        "2026-05-08",
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-15",
        "2026-07-07",
        "2026-07-14"
      ],
      "horizonObservationCounts": {
        "1": 15,
        "5": 7,
        "10": 1
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.375,
        "5": 0.5,
        "10": 1
      },
      "hitRate1D": 0.375,
      "comboQuality": 0.10093830576599268,
      "eligibleDays": 339,
      "fitnessScore": -0.1311052754882556,
      "lookbackDays": 21,
      "returnLift1D": -0.0024668722013904843,
      "hitRateLift1D": -0.2151639344262295,
      "activationRate": 0.05309734513274336,
      "activationCount": 18,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.8680721102240789,
      "shadowSharpeLike": 0.21697787637687038,
      "avgForwardReturns": {
        "1": 0.0009387683624621709,
        "5": 0.011442408511404892,
        "10": 0.05383216806616731
      },
      "shadowMaxDrawdown": -0.04283726870126381,
      "shadowTotalReturn": 0.010120666626743935,
      "avgForwardReturn1D": 0.0009387683624621709,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-06",
        "2026-05-07",
        "2026-05-08",
        "2026-05-11",
        "2026-05-12",
        "2026-05-13",
        "2026-05-14",
        "2026-05-15",
        "2026-07-07",
        "2026-07-09"
      ],
      "horizonObservationCounts": {
        "1": 16,
        "5": 8,
        "10": 2
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 315,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 45,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 315,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 45,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 315,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 45,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 315,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 45,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 297,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 63,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 297,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 63,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 297,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 63,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08286157495694403,
      "eligibleDays": 297,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 63,
      "returnLift1D": -0.0034056405638526552,
      "hitRateLift1D": -0.5901639344262295,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5901639344262295,
        "5": 0.6415094339622641,
        "10": 0.813953488372093
      },
      "sampleConfidence": 0.25,
      "shadowSharpeLike": 0,
      "avgForwardReturns": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": 0,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0,
      "riskOffActivations": 0,
      "activationDatesSample": [],
      "horizonObservationCounts": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0034056405638526552,
        "5": 0.016457743453543804,
        "10": 0.030562633804402963
      }
    }
  ],
  "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."
  },
  "lookbackSummary": [
    {
      "bestTopN": 5,
      "comboQuality": 0.4952106786379966,
      "fitnessScore": 0.3457852682971815,
      "lookbackDays": 14,
      "returnLift1D": 0.0015891404779604726,
      "activationRate": 0.07670454545454546,
      "activationCount": 27,
      "sampleConfidence": 0.9209876543209877,
      "shadowTotalReturn": 0.12632138533120885,
      "avgForwardReturn1D": 0.004994781041813128
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.15082345409146578,
      "fitnessScore": -0.03019456987904686,
      "lookbackDays": 21,
      "returnLift1D": -0.0036539489083356,
      "activationRate": 0.014749262536873156,
      "activationCount": 5,
      "sampleConfidence": 0.605,
      "shadowTotalReturn": -0.005252995214704015,
      "avgForwardReturn1D": -0.0002483083444829448
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.31097122162796365,
      "fitnessScore": 0.17497181358528135,
      "lookbackDays": 30,
      "returnLift1D": 0.002457391843088827,
      "activationRate": 0.01818181818181818,
      "activationCount": 6,
      "sampleConfidence": 0.6179140732945081,
      "shadowTotalReturn": 0.028072662601323684,
      "avgForwardReturn1D": 0.005863032406941482
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08286157495694403,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 45,
      "returnLift1D": -0.0034056405638526552,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08286157495694403,
      "fitnessScore": -0.17889913366294613,
      "lookbackDays": 63,
      "returnLift1D": -0.0034056405638526552,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    }
  ],
  "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."
  },
  "universeIdentity": {
    "hash": "1825d1bd5fdbcda0e983ab42b24051abb9514ea43c2d10cefe8fdc2c9bfafe44",
    "size": 13,
    "members": [
      "GSL",
      "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."
}

{
  "config": {
    "weights": [
      0.4,
      0.3,
      0.2,
      0.1
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "GSL"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "portfolioSizes": [
      2,
      3,
      4,
      5
    ],
    "safetyNetEquity": "VOO"
  },
  "ticker": "GSL",
  "fitScope": "universe_conditioned",
  "algorithm": "force",
  "bestCombo": {
    "topN": 4,
    "ticker": "GSL",
    "hitRates": {
      "1": 0.5683760683760684,
      "5": 0.6406926406926406,
      "10": 0.691304347826087
    },
    "hitRate1D": 0.5683760683760684,
    "rankWeights": [
      0.4000000000000001,
      0.30000000000000004,
      0.20000000000000004,
      0.10000000000000002
    ],
    "comboQuality": 0.9520585516518871,
    "eligibleDays": 326,
    "fitnessScore": 1.007502141230572,
    "lookbackDays": 63,
    "returnLift1D": -0.0007646310036282498,
    "hitRateLift1D": 0.003958890461957965,
    "portfolioSize": 4,
    "activationRate": 0.7177914110429447,
    "activationCount": 234,
    "baselineHitRates": {
      "1": 0.5644171779141104,
      "5": 0.6739130434782609,
      "10": 0.7192429022082019
    },
    "sampleConfidence": 0.998005698005698,
    "shadowSharpeLike": 1.4844264208340536,
    "avgForwardReturns": {
      "1": 0.001905536160171005,
      "5": 0.009049325884970226,
      "10": 0.019438736365835454
    },
    "shadowMaxDrawdown": -0.15417908197639052,
    "shadowTotalReturn": 0.48849910491575743,
    "avgForwardReturn1D": 0.001905536160171005,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2025-04-21",
      "2025-04-22",
      "2025-04-23",
      "2025-04-24",
      "2025-04-25",
      "2025-04-28",
      "2025-04-29",
      "2025-04-30",
      "2025-05-01",
      "2025-05-02"
    ],
    "horizonObservationCounts": {
      "1": 234,
      "5": 231,
      "10": 230
    },
    "baselineAvgForwardReturns": {
      "1": 0.0026701671637992547,
      "5": 0.01415860794658074,
      "10": 0.028232851800662435
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.9520585516518871,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.67159477596132,
    "bestRawFitnessScore": 1.007502141230572,
    "upperQuartileComboQuality": 0.8258111351463153
  },
  "algorithmFit": {
    "label": "good",
    "score": 0.740276338043923,
    "rawScore": 0.76370844237831,
    "confidence": 0.938635995010306,
    "bestProfile": {
      "lookbackDays": 63,
      "portfolioSize": 4
    },
    "profileBreadth": 0.49983771573222363,
    "recommendedRegion": {
      "lookbackDays": [
        14,
        63
      ],
      "portfolioSizes": [
        3,
        4,
        5
      ]
    },
    "parameterStability": 0.7290448272971007,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5683760683760684,
        "5": 0.6406926406926406,
        "10": 0.691304347826087
      },
      "hitRate1D": 0.5683760683760684,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.9520585516518871,
      "eligibleDays": 326,
      "fitnessScore": 1.007502141230572,
      "lookbackDays": 63,
      "returnLift1D": -0.0007646310036282498,
      "hitRateLift1D": 0.003958890461957965,
      "portfolioSize": 4,
      "activationRate": 0.7177914110429447,
      "activationCount": 234,
      "baselineHitRates": {
        "1": 0.5644171779141104,
        "5": 0.6739130434782609,
        "10": 0.7192429022082019
      },
      "sampleConfidence": 0.998005698005698,
      "shadowSharpeLike": 1.4844264208340536,
      "avgForwardReturns": {
        "1": 0.001905536160171005,
        "5": 0.009049325884970226,
        "10": 0.019438736365835454
      },
      "shadowMaxDrawdown": -0.15417908197639052,
      "shadowTotalReturn": 0.48849910491575743,
      "avgForwardReturn1D": 0.001905536160171005,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-21",
        "2025-04-22",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02"
      ],
      "horizonObservationCounts": {
        "1": 234,
        "5": 231,
        "10": 230
      },
      "baselineAvgForwardReturns": {
        "1": 0.0026701671637992547,
        "5": 0.01415860794658074,
        "10": 0.028232851800662435
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5683760683760684,
        "5": 0.6406926406926406,
        "10": 0.691304347826087
      },
      "hitRate1D": 0.5683760683760684,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.9520585516518871,
      "eligibleDays": 326,
      "fitnessScore": 1.007502141230572,
      "lookbackDays": 63,
      "returnLift1D": -0.0007646310036282498,
      "hitRateLift1D": 0.003958890461957965,
      "portfolioSize": 5,
      "activationRate": 0.7177914110429447,
      "activationCount": 234,
      "baselineHitRates": {
        "1": 0.5644171779141104,
        "5": 0.6739130434782609,
        "10": 0.7192429022082019
      },
      "sampleConfidence": 0.998005698005698,
      "shadowSharpeLike": 1.4844264208340536,
      "avgForwardReturns": {
        "1": 0.001905536160171005,
        "5": 0.009049325884970226,
        "10": 0.019438736365835454
      },
      "shadowMaxDrawdown": -0.15417908197639052,
      "shadowTotalReturn": 0.48849910491575743,
      "avgForwardReturn1D": 0.001905536160171005,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-21",
        "2025-04-22",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02"
      ],
      "horizonObservationCounts": {
        "1": 234,
        "5": 231,
        "10": 230
      },
      "baselineAvgForwardReturns": {
        "1": 0.0026701671637992547,
        "5": 0.01415860794658074,
        "10": 0.028232851800662435
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5700483091787439,
        "5": 0.6487804878048781,
        "10": 0.7024390243902439
      },
      "hitRate1D": 0.5700483091787439,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.928211968350196,
      "eligibleDays": 326,
      "fitnessScore": 0.9130993167422568,
      "lookbackDays": 63,
      "returnLift1D": -0.000753623771517784,
      "hitRateLift1D": 0.005631131264633549,
      "portfolioSize": 3,
      "activationRate": 0.6349693251533742,
      "activationCount": 207,
      "baselineHitRates": {
        "1": 0.5644171779141104,
        "5": 0.6739130434782609,
        "10": 0.7192429022082019
      },
      "sampleConfidence": 0.9987117552334944,
      "shadowSharpeLike": 1.4744321219805774,
      "avgForwardReturns": {
        "1": 0.0019165433922814707,
        "5": 0.010106595741556522,
        "10": 0.0206431346652006
      },
      "shadowMaxDrawdown": -0.13061505163229037,
      "shadowTotalReturn": 0.4279010099582419,
      "avgForwardReturn1D": 0.0019165433922814707,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-22",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-05-01",
        "2025-05-02",
        "2025-05-05",
        "2025-05-06",
        "2025-05-07"
      ],
      "horizonObservationCounts": {
        "1": 207,
        "5": 205,
        "10": 205
      },
      "baselineAvgForwardReturns": {
        "1": 0.0026701671637992547,
        "5": 0.01415860794658074,
        "10": 0.028232851800662435
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5735294117647058,
        "5": 0.615,
        "10": 0.6410256410256411
      },
      "hitRate1D": 0.5735294117647058,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.8766461162377148,
      "eligibleDays": 375,
      "fitnessScore": 0.7814301346268443,
      "lookbackDays": 14,
      "returnLift1D": -0.00039946667565501416,
      "hitRateLift1D": 0.008196078431372489,
      "portfolioSize": 4,
      "activationRate": 0.544,
      "activationCount": 204,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.660377358490566,
        "10": 0.6994535519125683
      },
      "sampleConfidence": 0.9957516339869281,
      "shadowSharpeLike": 1.189967657671936,
      "avgForwardReturns": {
        "1": 0.0019385014731095982,
        "5": 0.007723988066336808,
        "10": 0.01511433869829813
      },
      "shadowMaxDrawdown": -0.24300792453074016,
      "shadowTotalReturn": 0.40167201937672514,
      "avgForwardReturn1D": 0.0019385014731095982,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-11",
        "2025-02-12",
        "2025-02-13",
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-02-25"
      ],
      "horizonObservationCounts": {
        "1": 204,
        "5": 200,
        "10": 195
      },
      "baselineAvgForwardReturns": {
        "1": 0.0023379681487646123,
        "5": 0.011538043662883133,
        "10": 0.023058681316951008
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5735294117647058,
        "5": 0.615,
        "10": 0.6410256410256411
      },
      "hitRate1D": 0.5735294117647058,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.8766461162377148,
      "eligibleDays": 375,
      "fitnessScore": 0.7814301346268443,
      "lookbackDays": 14,
      "returnLift1D": -0.00039946667565501416,
      "hitRateLift1D": 0.008196078431372489,
      "portfolioSize": 5,
      "activationRate": 0.544,
      "activationCount": 204,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.660377358490566,
        "10": 0.6994535519125683
      },
      "sampleConfidence": 0.9957516339869281,
      "shadowSharpeLike": 1.189967657671936,
      "avgForwardReturns": {
        "1": 0.0019385014731095982,
        "5": 0.007723988066336808,
        "10": 0.01511433869829813
      },
      "shadowMaxDrawdown": -0.24300792453074016,
      "shadowTotalReturn": 0.40167201937672514,
      "avgForwardReturn1D": 0.0019385014731095982,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-11",
        "2025-02-12",
        "2025-02-13",
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-02-25"
      ],
      "horizonObservationCounts": {
        "1": 204,
        "5": 200,
        "10": 195
      },
      "baselineAvgForwardReturns": {
        "1": 0.0023379681487646123,
        "5": 0.011538043662883133,
        "10": 0.023058681316951008
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5827814569536424,
        "5": 0.5608108108108109,
        "10": 0.5862068965517241
      },
      "hitRate1D": 0.5827814569536424,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.8088661414491822,
      "eligibleDays": 368,
      "fitnessScore": 0.6673850743657882,
      "lookbackDays": 21,
      "returnLift1D": -0.0003095147456580287,
      "hitRateLift1D": 0.014846674344946686,
      "portfolioSize": 2,
      "activationRate": 0.41032608695652173,
      "activationCount": 151,
      "baselineHitRates": {
        "1": 0.5679347826086957,
        "5": 0.6565934065934066,
        "10": 0.6935933147632312
      },
      "sampleConfidence": 0.9960264900662252,
      "shadowSharpeLike": 1.101190850891076,
      "avgForwardReturns": {
        "1": 0.002101603221602796,
        "5": 0.003920359127813057,
        "10": 0.006290318440067517
      },
      "shadowMaxDrawdown": -0.15736415731737852,
      "shadowTotalReturn": 0.315076063826601,
      "avgForwardReturn1D": 0.002101603221602796,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-02-25",
        "2025-02-26",
        "2025-02-27",
        "2025-03-06",
        "2025-03-07",
        "2025-03-10"
      ],
      "horizonObservationCounts": {
        "1": 151,
        "5": 148,
        "10": 145
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024111179672608248,
        "5": 0.011573124158102382,
        "10": 0.022848231737775462
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5706521739130435,
        "5": 0.6055555555555555,
        "10": 0.6228571428571429
      },
      "hitRate1D": 0.5706521739130435,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.8061265510188473,
      "eligibleDays": 375,
      "fitnessScore": 0.6635077264008383,
      "lookbackDays": 14,
      "returnLift1D": -0.0004759470785337442,
      "hitRateLift1D": 0.005318840579710105,
      "portfolioSize": 3,
      "activationRate": 0.49066666666666664,
      "activationCount": 184,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.660377358490566,
        "10": 0.6994535519125683
      },
      "sampleConfidence": 0.9952898550724638,
      "shadowSharpeLike": 1.0653043436549678,
      "avgForwardReturns": {
        "1": 0.0018620210702308682,
        "5": 0.006809459957798235,
        "10": 0.013858369539222554
      },
      "shadowMaxDrawdown": -0.2580379399877316,
      "shadowTotalReturn": 0.3331819107314249,
      "avgForwardReturn1D": 0.0018620210702308682,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-11",
        "2025-02-12",
        "2025-02-13",
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-02-25"
      ],
      "horizonObservationCounts": {
        "1": 184,
        "5": 180,
        "10": 175
      },
      "baselineAvgForwardReturns": {
        "1": 0.0023379681487646123,
        "5": 0.011538043662883133,
        "10": 0.023058681316951008
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.55,
        "5": 0.64375,
        "10": 0.68125
      },
      "hitRate1D": 0.55,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.7546478825736489,
      "eligibleDays": 326,
      "fitnessScore": 0.5971825107479765,
      "lookbackDays": 63,
      "returnLift1D": -0.0010201894939449094,
      "hitRateLift1D": -0.014417177914110346,
      "portfolioSize": 2,
      "activationRate": 0.49079754601226994,
      "activationCount": 160,
      "baselineHitRates": {
        "1": 0.5644171779141104,
        "5": 0.6739130434782609,
        "10": 0.7192429022082019
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 1.059173284506967,
      "avgForwardReturns": {
        "1": 0.0016499776698543453,
        "5": 0.008652291039201886,
        "10": 0.01732109443902321
      },
      "shadowMaxDrawdown": -0.1510315029992163,
      "shadowTotalReturn": 0.25778306410293084,
      "avgForwardReturn1D": 0.0016499776698543453,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-22",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-05-05",
        "2025-05-06",
        "2025-05-09",
        "2025-05-12",
        "2025-05-13",
        "2025-05-14"
      ],
      "horizonObservationCounts": {
        "1": 160,
        "5": 160,
        "10": 160
      },
      "baselineAvgForwardReturns": {
        "1": 0.0026701671637992547,
        "5": 0.01415860794658074,
        "10": 0.028232851800662435
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.578125,
        "5": 0.5797872340425532,
        "10": 0.572972972972973
      },
      "hitRate1D": 0.578125,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.711013101120345,
      "eligibleDays": 368,
      "fitnessScore": 0.5480680903244004,
      "lookbackDays": 21,
      "returnLift1D": -0.0010883654530380378,
      "hitRateLift1D": 0.010190217391304324,
      "portfolioSize": 3,
      "activationRate": 0.5217391304347826,
      "activationCount": 192,
      "baselineHitRates": {
        "1": 0.5679347826086957,
        "5": 0.6565934065934066,
        "10": 0.6935933147632312
      },
      "sampleConfidence": 0.9961805555555556,
      "shadowSharpeLike": 0.6726433646609645,
      "avgForwardReturns": {
        "1": 0.001322752514222787,
        "5": 0.004255347565366377,
        "10": 0.0045890092064981
      },
      "shadowMaxDrawdown": -0.21614732540716897,
      "shadowTotalReturn": 0.2097013129041898,
      "avgForwardReturn1D": 0.001322752514222787,
      "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": 192,
        "5": 188,
        "10": 185
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024111179672608248,
        "5": 0.011573124158102382,
        "10": 0.022848231737775462
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5714285714285714,
        "5": 0.6503496503496503,
        "10": 0.6521739130434783
      },
      "hitRate1D": 0.5714285714285714,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.7108694347602151,
      "eligibleDays": 375,
      "fitnessScore": 0.547914289749566,
      "lookbackDays": 14,
      "returnLift1D": -0.0004891598486728415,
      "hitRateLift1D": 0.0060952380952380425,
      "portfolioSize": 2,
      "activationRate": 0.392,
      "activationCount": 147,
      "baselineHitRates": {
        "1": 0.5653333333333334,
        "5": 0.660377358490566,
        "10": 0.6994535519125683
      },
      "sampleConfidence": 0.9941043083900227,
      "shadowSharpeLike": 0.9617169760853942,
      "avgForwardReturns": {
        "1": 0.0018488083000917708,
        "5": 0.009961164912873138,
        "10": 0.01968323259148891
      },
      "shadowMaxDrawdown": -0.2000498817762607,
      "shadowTotalReturn": 0.25372635371369334,
      "avgForwardReturn1D": 0.0018488083000917708,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-11",
        "2025-02-13",
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-24",
        "2025-02-25",
        "2025-02-26"
      ],
      "horizonObservationCounts": {
        "1": 147,
        "5": 143,
        "10": 138
      },
      "baselineAvgForwardReturns": {
        "1": 0.0023379681487646123,
        "5": 0.011538043662883133,
        "10": 0.023058681316951008
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5570776255707762,
        "5": 0.5767441860465117,
        "10": 0.5876777251184834
      },
      "hitRate1D": 0.5570776255707762,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.6323201171624249,
      "eligibleDays": 368,
      "fitnessScore": 0.4692802829684623,
      "lookbackDays": 21,
      "returnLift1D": -0.001417972976467673,
      "hitRateLift1D": -0.010857157037919452,
      "portfolioSize": 4,
      "activationRate": 0.595108695652174,
      "activationCount": 219,
      "baselineHitRates": {
        "1": 0.5679347826086957,
        "5": 0.6565934065934066,
        "10": 0.6935933147632312
      },
      "sampleConfidence": 0.9963470319634704,
      "shadowSharpeLike": 0.5493648938332311,
      "avgForwardReturns": {
        "1": 0.0009931449907931518,
        "5": 0.0041094863829072145,
        "10": 0.006573763742041949
      },
      "shadowMaxDrawdown": -0.2854959046735509,
      "shadowTotalReturn": 0.16478076025384913,
      "avgForwardReturn1D": 0.0009931449907931518,
      "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": 219,
        "5": 215,
        "10": 211
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024111179672608248,
        "5": 0.011573124158102382,
        "10": 0.022848231737775462
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5570776255707762,
        "5": 0.5767441860465117,
        "10": 0.5876777251184834
      },
      "hitRate1D": 0.5570776255707762,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.6323201171624249,
      "eligibleDays": 368,
      "fitnessScore": 0.4692802829684623,
      "lookbackDays": 21,
      "returnLift1D": -0.001417972976467673,
      "hitRateLift1D": -0.010857157037919452,
      "portfolioSize": 5,
      "activationRate": 0.595108695652174,
      "activationCount": 219,
      "baselineHitRates": {
        "1": 0.5679347826086957,
        "5": 0.6565934065934066,
        "10": 0.6935933147632312
      },
      "sampleConfidence": 0.9963470319634704,
      "shadowSharpeLike": 0.5493648938332311,
      "avgForwardReturns": {
        "1": 0.0009931449907931518,
        "5": 0.0041094863829072145,
        "10": 0.006573763742041949
      },
      "shadowMaxDrawdown": -0.2854959046735509,
      "shadowTotalReturn": 0.16478076025384913,
      "avgForwardReturn1D": 0.0009931449907931518,
      "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": 219,
        "5": 215,
        "10": 211
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024111179672608248,
        "5": 0.011573124158102382,
        "10": 0.022848231737775462
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5566502463054187,
        "5": 0.5665024630541872,
        "10": 0.5763546798029556
      },
      "hitRate1D": 0.5566502463054187,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.5134769753090818,
      "eligibleDays": 344,
      "fitnessScore": 0.36186261161899264,
      "lookbackDays": 45,
      "returnLift1D": -0.0018522847882401512,
      "hitRateLift1D": -0.00730324206667432,
      "portfolioSize": 3,
      "activationRate": 0.5901162790697675,
      "activationCount": 203,
      "baselineHitRates": {
        "1": 0.563953488372093,
        "5": 0.6558823529411765,
        "10": 0.6835820895522388
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.27397620060870875,
      "avgForwardReturns": {
        "1": 0.0004424410186354482,
        "5": -0.0007246952215005633,
        "10": 0.001615969526995851
      },
      "shadowMaxDrawdown": -0.19131349975468448,
      "shadowTotalReturn": 0.048596742115156744,
      "avgForwardReturn1D": 0.0004424410186354482,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25"
      ],
      "horizonObservationCounts": {
        "1": 203,
        "5": 203,
        "10": 203
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022947258068755994,
        "5": 0.010995748774687187,
        "10": 0.022057897797965794
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5610859728506787,
        "5": 0.579185520361991,
        "10": 0.5882352941176471
      },
      "hitRate1D": 0.5610859728506787,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.4630978513159165,
      "eligibleDays": 344,
      "fitnessScore": 0.3174669531354464,
      "lookbackDays": 45,
      "returnLift1D": -0.0020560188424991977,
      "hitRateLift1D": -0.0028675155214142878,
      "portfolioSize": 4,
      "activationRate": 0.6424418604651163,
      "activationCount": 221,
      "baselineHitRates": {
        "1": 0.563953488372093,
        "5": 0.6558823529411765,
        "10": 0.6835820895522388
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.12479309836120156,
      "avgForwardReturns": {
        "1": 0.0002387069643764018,
        "5": -0.00015998153730499697,
        "10": 0.003749174044063002
      },
      "shadowMaxDrawdown": -0.23744871688951597,
      "shadowTotalReturn": 0.003778613004288278,
      "avgForwardReturn1D": 0.0002387069643764018,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25"
      ],
      "horizonObservationCounts": {
        "1": 221,
        "5": 221,
        "10": 221
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022947258068755994,
        "5": 0.010995748774687187,
        "10": 0.022057897797965794
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5610859728506787,
        "5": 0.579185520361991,
        "10": 0.5882352941176471
      },
      "hitRate1D": 0.5610859728506787,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.4630978513159165,
      "eligibleDays": 344,
      "fitnessScore": 0.3174669531354464,
      "lookbackDays": 45,
      "returnLift1D": -0.0020560188424991977,
      "hitRateLift1D": -0.0028675155214142878,
      "portfolioSize": 5,
      "activationRate": 0.6424418604651163,
      "activationCount": 221,
      "baselineHitRates": {
        "1": 0.563953488372093,
        "5": 0.6558823529411765,
        "10": 0.6835820895522388
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.12479309836120156,
      "avgForwardReturns": {
        "1": 0.0002387069643764018,
        "5": -0.00015998153730499697,
        "10": 0.003749174044063002
      },
      "shadowMaxDrawdown": -0.23744871688951597,
      "shadowTotalReturn": 0.003778613004288278,
      "avgForwardReturn1D": 0.0002387069643764018,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25"
      ],
      "horizonObservationCounts": {
        "1": 221,
        "5": 221,
        "10": 221
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022947258068755994,
        "5": 0.010995748774687187,
        "10": 0.022057897797965794
      }
    },
    {
      "topN": 4,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5808080808080808,
        "5": 0.5824742268041238,
        "10": 0.582010582010582
      },
      "hitRate1D": 0.5808080808080808,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.43942039996320165,
      "eligibleDays": 359,
      "fitnessScore": 0.29642677418032165,
      "lookbackDays": 30,
      "returnLift1D": -0.002004559148493826,
      "hitRateLift1D": 0.01813398610055983,
      "portfolioSize": 4,
      "activationRate": 0.5515320334261838,
      "activationCount": 198,
      "baselineHitRates": {
        "1": 0.5626740947075209,
        "5": 0.647887323943662,
        "10": 0.6885714285714286
      },
      "sampleConfidence": 0.9956228956228956,
      "shadowSharpeLike": 0.13806607487628852,
      "avgForwardReturns": {
        "1": 0.0002836377848669132,
        "5": -0.0004948662709856668,
        "10": 0.0002919898785700502
      },
      "shadowMaxDrawdown": -0.2531072169737514,
      "shadowTotalReturn": 0.009381620738367236,
      "avgForwardReturn1D": 0.0002836377848669132,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-06",
        "2025-03-07",
        "2025-03-10",
        "2025-03-11",
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 198,
        "5": 194,
        "10": 189
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022881969333607395,
        "5": 0.01105687003471312,
        "10": 0.02246976029388678
      }
    },
    {
      "topN": 5,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5808080808080808,
        "5": 0.5824742268041238,
        "10": 0.582010582010582
      },
      "hitRate1D": 0.5808080808080808,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.43942039996320165,
      "eligibleDays": 359,
      "fitnessScore": 0.29642677418032165,
      "lookbackDays": 30,
      "returnLift1D": -0.002004559148493826,
      "hitRateLift1D": 0.01813398610055983,
      "portfolioSize": 5,
      "activationRate": 0.5515320334261838,
      "activationCount": 198,
      "baselineHitRates": {
        "1": 0.5626740947075209,
        "5": 0.647887323943662,
        "10": 0.6885714285714286
      },
      "sampleConfidence": 0.9956228956228956,
      "shadowSharpeLike": 0.13806607487628852,
      "avgForwardReturns": {
        "1": 0.0002836377848669132,
        "5": -0.0004948662709856668,
        "10": 0.0002919898785700502
      },
      "shadowMaxDrawdown": -0.2531072169737514,
      "shadowTotalReturn": 0.009381620738367236,
      "avgForwardReturn1D": 0.0002836377848669132,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-06",
        "2025-03-07",
        "2025-03-10",
        "2025-03-11",
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 198,
        "5": 194,
        "10": 189
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022881969333607395,
        "5": 0.01105687003471312,
        "10": 0.02246976029388678
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.5625,
        "5": 0.58125,
        "10": 0.5875
      },
      "hitRate1D": 0.5625,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.4292677683296075,
      "eligibleDays": 344,
      "fitnessScore": 0.2873353626760328,
      "lookbackDays": 45,
      "returnLift1D": -0.0018507118401546328,
      "hitRateLift1D": -0.0014534883720930258,
      "portfolioSize": 2,
      "activationRate": 0.46511627906976744,
      "activationCount": 160,
      "baselineHitRates": {
        "1": 0.563953488372093,
        "5": 0.6558823529411765,
        "10": 0.6835820895522388
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": 0.23292207018577188,
      "avgForwardReturns": {
        "1": 0.0004440139667209665,
        "5": 0.0003283100474679161,
        "10": 0.0028138222906828763
      },
      "shadowMaxDrawdown": -0.1946440903452894,
      "shadowTotalReturn": 0.03581577127182056,
      "avgForwardReturn1D": 0.0004440139667209665,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25"
      ],
      "horizonObservationCounts": {
        "1": 160,
        "5": 160,
        "10": 160
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022947258068755994,
        "5": 0.010995748774687187,
        "10": 0.022057897797965794
      }
    },
    {
      "topN": 2,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.581081081081081,
        "5": 0.593103448275862,
        "10": 0.5785714285714286
      },
      "hitRate1D": 0.581081081081081,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.41082881992278075,
      "eligibleDays": 359,
      "fitnessScore": 0.27068116952062615,
      "lookbackDays": 30,
      "returnLift1D": -0.001862862682662305,
      "hitRateLift1D": 0.018406986373560086,
      "portfolioSize": 2,
      "activationRate": 0.41225626740947074,
      "activationCount": 148,
      "baselineHitRates": {
        "1": 0.5626740947075209,
        "5": 0.647887323943662,
        "10": 0.6885714285714286
      },
      "sampleConfidence": 0.9950450450450451,
      "shadowSharpeLike": 0.17502510969584678,
      "avgForwardReturns": {
        "1": 0.00042533425069843443,
        "5": -0.0013639391861755676,
        "10": 0.0008861821613909566
      },
      "shadowMaxDrawdown": -0.18252113511759482,
      "shadowTotalReturn": 0.021653238980557044,
      "avgForwardReturn1D": 0.00042533425069843443,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-06",
        "2025-03-07",
        "2025-03-10",
        "2025-03-11",
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 148,
        "5": 145,
        "10": 140
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022881969333607395,
        "5": 0.01105687003471312,
        "10": 0.02246976029388678
      }
    },
    {
      "topN": 3,
      "ticker": "GSL",
      "hitRates": {
        "1": 0.572972972972973,
        "5": 0.574585635359116,
        "10": 0.5795454545454546
      },
      "hitRate1D": 0.572972972972973,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.33376269126626357,
      "eligibleDays": 359,
      "fitnessScore": 0.1979325479280167,
      "lookbackDays": 30,
      "returnLift1D": -0.0022304603687262462,
      "hitRateLift1D": 0.01029887826545206,
      "portfolioSize": 3,
      "activationRate": 0.5153203342618384,
      "activationCount": 185,
      "baselineHitRates": {
        "1": 0.5626740947075209,
        "5": 0.647887323943662,
        "10": 0.6885714285714286
      },
      "sampleConfidence": 0.9953153153153154,
      "shadowSharpeLike": -0.012996027188611805,
      "avgForwardReturns": {
        "1": 0.00005773656463449334,
        "5": -0.0013958498928415039,
        "10": -0.0003177341669771853
      },
      "shadowMaxDrawdown": -0.28073407083864477,
      "shadowTotalReturn": -0.03390146882182221,
      "avgForwardReturn1D": 0.00005773656463449334,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-06",
        "2025-03-07",
        "2025-03-10",
        "2025-03-11",
        "2025-03-12",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 185,
        "5": 181,
        "10": 176
      },
      "baselineAvgForwardReturns": {
        "1": 0.0022881969333607395,
        "5": 0.01105687003471312,
        "10": 0.02246976029388678
      }
    }
  ],
  "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": 0.8766461162377148,
      "fitnessScore": 0.7814301346268443,
      "lookbackDays": 14,
      "returnLift1D": -0.00039946667565501416,
      "activationRate": 0.544,
      "activationCount": 204,
      "sampleConfidence": 0.9957516339869281,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.40167201937672514,
      "avgForwardReturn1D": 0.0019385014731095982
    },
    {
      "comboQuality": 0.8088661414491822,
      "fitnessScore": 0.6673850743657882,
      "lookbackDays": 21,
      "returnLift1D": -0.0003095147456580287,
      "activationRate": 0.41032608695652173,
      "activationCount": 151,
      "sampleConfidence": 0.9960264900662252,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": 0.315076063826601,
      "avgForwardReturn1D": 0.002101603221602796
    },
    {
      "comboQuality": 0.43942039996320165,
      "fitnessScore": 0.29642677418032165,
      "lookbackDays": 30,
      "returnLift1D": -0.002004559148493826,
      "activationRate": 0.5515320334261838,
      "activationCount": 198,
      "sampleConfidence": 0.9956228956228956,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.009381620738367236,
      "avgForwardReturn1D": 0.0002836377848669132
    },
    {
      "comboQuality": 0.5134769753090818,
      "fitnessScore": 0.36186261161899264,
      "lookbackDays": 45,
      "returnLift1D": -0.0018522847882401512,
      "activationRate": 0.5901162790697675,
      "activationCount": 203,
      "sampleConfidence": 1,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": 0.048596742115156744,
      "avgForwardReturn1D": 0.0004424410186354482
    },
    {
      "comboQuality": 0.9520585516518871,
      "fitnessScore": 1.007502141230572,
      "lookbackDays": 63,
      "returnLift1D": -0.0007646310036282498,
      "activationRate": 0.7177914110429447,
      "activationCount": 234,
      "sampleConfidence": 0.998005698005698,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.48849910491575743,
      "avgForwardReturn1D": 0.001905536160171005
    }
  ],
  "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": "1825d1bd5fdbcda0e983ab42b24051abb9514ea43c2d10cefe8fdc2c9bfafe44",
    "size": 13,
    "members": [
      "GSL",
      "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."
}