{
  "config": {
    "topNs": [
      2,
      3,
      4,
      5
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "WMB"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "maxHoldings": 5,
    "minHoldings": 2,
    "fallbackTicker": "VOO",
    "riskOffEnabled": true,
    "adaptationSpeed": "balanced",
    "benchmarkTicker": "VOO"
  },
  "ticker": "WMB",
  "fitScope": "universe_conditioned",
  "algorithm": "aptet",
  "bestCombo": {
    "topN": 5,
    "ticker": "WMB",
    "hitRates": {
      "1": 0.6666666666666666,
      "5": 0.5,
      "10": 0
    },
    "hitRate1D": 0.6666666666666666,
    "comboQuality": 0.4123383225841134,
    "eligibleDays": 352,
    "fitnessScore": 0.2720524115852658,
    "lookbackDays": 14,
    "returnLift1D": 0.0005187659098224969,
    "hitRateLift1D": 0.016666666666666607,
    "activationRate": 0.036931818181818184,
    "activationCount": 13,
    "baselineHitRates": {
      "1": 0.65,
      "5": 0.65625,
      "10": 0.7777777777777778
    },
    "sampleConfidence": 0.8113728941051384,
    "shadowSharpeLike": 0.505261050944438,
    "avgForwardReturns": {
      "1": 0.0035151655271546955,
      "5": -0.010263460115311393,
      "10": -0.08237088254607902
    },
    "shadowMaxDrawdown": -0.04623649037539179,
    "shadowTotalReturn": 0.038624912811313195,
    "avgForwardReturn1D": 0.0035151655271546955,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2026-05-15",
      "2026-05-18",
      "2026-05-19",
      "2026-05-20",
      "2026-05-21",
      "2026-05-22",
      "2026-05-26",
      "2026-06-23",
      "2026-06-24",
      "2026-06-25"
    ],
    "horizonObservationCounts": {
      "1": 12,
      "5": 6,
      "10": 5
    },
    "baselineAvgForwardReturns": {
      "1": 0.0029963996173321987,
      "5": 0.015455289393823447,
      "10": 0.013335301707287365
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.4123383225841134,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.08315360901353182,
    "bestRawFitnessScore": 0.2720524115852658,
    "upperQuartileComboQuality": 0.08315360901353182
  },
  "algorithmFit": {
    "label": "poor",
    "score": 0.12851878237456543,
    "rawScore": 0.20050224040847306,
    "confidence": 0.28196854172542535,
    "bestProfile": {
      "topN": 5,
      "lookbackDays": 14
    },
    "profileBreadth": 0,
    "recommendedRegion": {
      "topNs": [
        5
      ],
      "lookbackDays": [
        14
      ]
    },
    "parameterStability": 0.4230082308103018,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.6666666666666666,
        "5": 0.5,
        "10": 0
      },
      "hitRate1D": 0.6666666666666666,
      "comboQuality": 0.4123383225841134,
      "eligibleDays": 352,
      "fitnessScore": 0.2720524115852658,
      "lookbackDays": 14,
      "returnLift1D": 0.0005187659098224969,
      "hitRateLift1D": 0.016666666666666607,
      "activationRate": 0.036931818181818184,
      "activationCount": 13,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "sampleConfidence": 0.8113728941051384,
      "shadowSharpeLike": 0.505261050944438,
      "avgForwardReturns": {
        "1": 0.0035151655271546955,
        "5": -0.010263460115311393,
        "10": -0.08237088254607902
      },
      "shadowMaxDrawdown": -0.04623649037539179,
      "shadowTotalReturn": 0.038624912811313195,
      "avgForwardReturn1D": 0.0035151655271546955,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-15",
        "2026-05-18",
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-06-23",
        "2026-06-24",
        "2026-06-25"
      ],
      "horizonObservationCounts": {
        "1": 12,
        "5": 6,
        "10": 5
      },
      "baselineAvgForwardReturns": {
        "1": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.6363636363636364,
        "5": 0.5,
        "10": 0
      },
      "hitRate1D": 0.6363636363636364,
      "comboQuality": 0.3700373535496701,
      "eligibleDays": 352,
      "fitnessScore": 0.23294755455669455,
      "lookbackDays": 14,
      "returnLift1D": 0.000679842010813528,
      "hitRateLift1D": -0.013636363636363669,
      "activationRate": 0.03409090909090909,
      "activationCount": 12,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "sampleConfidence": 0.7982503903050382,
      "shadowSharpeLike": 0.48348178390978663,
      "avgForwardReturns": {
        "1": 0.0036762416281457266,
        "5": -0.010263460115311393,
        "10": -0.08237088254607902
      },
      "shadowMaxDrawdown": -0.04671337213020399,
      "shadowTotalReturn": 0.03681739957616603,
      "avgForwardReturn1D": 0.0036762416281457266,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-15",
        "2026-05-18",
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-05-26",
        "2026-06-23",
        "2026-06-24",
        "2026-06-25"
      ],
      "horizonObservationCounts": {
        "1": 11,
        "5": 6,
        "10": 5
      },
      "baselineAvgForwardReturns": {
        "1": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.6,
        "5": 0.4,
        "10": 0
      },
      "hitRate1D": 0.6,
      "comboQuality": 0.2705618868893002,
      "eligibleDays": 352,
      "fitnessScore": 0.13180979247738608,
      "lookbackDays": 14,
      "returnLift1D": -0.0010389719783838042,
      "hitRateLift1D": -0.050000000000000044,
      "activationRate": 0.028409090909090908,
      "activationCount": 10,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "sampleConfidence": 0.765575396319268,
      "shadowSharpeLike": 0.23184230390722482,
      "avgForwardReturns": {
        "1": 0.0019574276389483945,
        "5": -0.014375493691008812,
        "10": -0.08085140246940473
      },
      "shadowMaxDrawdown": -0.04671337213020399,
      "shadowTotalReturn": 0.015616182331840145,
      "avgForwardReturn1D": 0.0019574276389483945,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-05-15",
        "2026-05-18",
        "2026-05-19",
        "2026-05-20",
        "2026-05-21",
        "2026-05-22",
        "2026-06-24",
        "2026-06-25",
        "2026-06-26",
        "2026-06-29"
      ],
      "horizonObservationCounts": {
        "1": 10,
        "5": 5,
        "10": 4
      },
      "baselineAvgForwardReturns": {
        "1": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.1339522411730331,
      "eligibleDays": 352,
      "fitnessScore": -0.06062048027816793,
      "lookbackDays": 14,
      "returnLift1D": -0.005227708699511421,
      "hitRateLift1D": -0.15000000000000002,
      "activationRate": 0.011363636363636364,
      "activationCount": 4,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "sampleConfidence": 0.6126341441916435,
      "shadowSharpeLike": -0.1556136393816354,
      "avgForwardReturns": {
        "1": -0.0022313090821792225,
        "5": -0.032799366599617796,
        "10": 0
      },
      "shadowMaxDrawdown": -0.0467133721302041,
      "shadowTotalReturn": -0.011341487136731887,
      "avgForwardReturn1D": -0.0022313090821792225,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-24",
        "2026-06-25",
        "2026-06-26",
        "2026-06-29"
      ],
      "horizonObservationCounts": {
        "1": 4,
        "5": 3,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 339,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 21,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 339,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 21,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 339,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 21,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 339,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 21,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 330,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 30,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 330,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 30,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 330,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 30,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 330,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 30,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 315,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 45,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 315,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 45,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 315,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 45,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 315,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 45,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 297,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 63,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 297,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 63,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 297,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 63,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08315360901353182,
      "eligibleDays": 297,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 63,
      "returnLift1D": -0.0029963996173321987,
      "hitRateLift1D": -0.65,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.65,
        "5": 0.65625,
        "10": 0.7777777777777778
      },
      "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": 0.0029963996173321987,
        "5": 0.015455289393823447,
        "10": 0.013335301707287365
      }
    }
  ],
  "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": 0.4123383225841134,
      "fitnessScore": 0.2720524115852658,
      "lookbackDays": 14,
      "returnLift1D": 0.0005187659098224969,
      "activationRate": 0.036931818181818184,
      "activationCount": 13,
      "sampleConfidence": 0.8113728941051384,
      "shadowTotalReturn": 0.038624912811313195,
      "avgForwardReturn1D": 0.0035151655271546955
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08315360901353182,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 21,
      "returnLift1D": -0.0029963996173321987,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08315360901353182,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 30,
      "returnLift1D": -0.0029963996173321987,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08315360901353182,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 45,
      "returnLift1D": -0.0029963996173321987,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08315360901353182,
      "fitnessScore": -0.17805507421074768,
      "lookbackDays": 63,
      "returnLift1D": -0.0029963996173321987,
      "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": "98222779df2a048671724171d5aae7a74517f223059cb4b5003eabcece24a0f9",
    "size": 13,
    "members": [
      "SMH",
      "WMB",
      "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",
      "WMB"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "portfolioSizes": [
      2,
      3,
      4,
      5
    ],
    "safetyNetEquity": "VOO"
  },
  "ticker": "WMB",
  "fitScope": "universe_conditioned",
  "algorithm": "force",
  "bestCombo": {
    "topN": 4,
    "ticker": "WMB",
    "hitRates": {
      "1": 0.5256410256410257,
      "5": 0.5384615384615384,
      "10": 0.4605263157894737
    },
    "hitRate1D": 0.5256410256410257,
    "rankWeights": [
      0.4000000000000001,
      0.30000000000000004,
      0.20000000000000004,
      0.10000000000000002
    ],
    "comboQuality": 0.433416180724432,
    "eligibleDays": 368,
    "fitnessScore": 0.29105614654482326,
    "lookbackDays": 21,
    "returnLift1D": -0.0003761761072528223,
    "hitRateLift1D": 0.0039018952062430667,
    "portfolioSize": 4,
    "activationRate": 0.42391304347826086,
    "activationCount": 156,
    "baselineHitRates": {
      "1": 0.5217391304347826,
      "5": 0.5851648351648352,
      "10": 0.5933147632311978
    },
    "sampleConfidence": 0.9982905982905983,
    "shadowSharpeLike": 0.34996245856840963,
    "avgForwardReturns": {
      "1": 0.0006714925092053731,
      "5": 0.0009317415558111822,
      "10": -0.0027188143482284226
    },
    "shadowMaxDrawdown": -0.13999437688500627,
    "shadowTotalReturn": 0.0672610081290157,
    "avgForwardReturn1D": 0.0006714925092053731,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2025-02-26",
      "2025-02-27",
      "2025-02-28",
      "2025-03-03",
      "2025-03-04",
      "2025-03-05",
      "2025-03-06",
      "2025-03-13",
      "2025-03-14",
      "2025-03-17"
    ],
    "horizonObservationCounts": {
      "1": 156,
      "5": 156,
      "10": 152
    },
    "baselineAvgForwardReturns": {
      "1": 0.0010476686164581953,
      "5": 0.00509416082549165,
      "10": 0.010304217169821887
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.433416180724432,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.13114307498014965,
    "bestRawFitnessScore": 0.29105614654482326,
    "upperQuartileComboQuality": 0.23925148834245738
  },
  "algorithmFit": {
    "label": "poor",
    "score": 0.22832973479258145,
    "rawScore": 0.24376296262799707,
    "confidence": 0.873375120904089,
    "bestProfile": {
      "lookbackDays": 21,
      "portfolioSize": 4
    },
    "profileBreadth": 0,
    "recommendedRegion": {
      "lookbackDays": [
        21
      ],
      "portfolioSizes": [
        4
      ]
    },
    "parameterStability": 0.3324021672082903,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5256410256410257,
        "5": 0.5384615384615384,
        "10": 0.4605263157894737
      },
      "hitRate1D": 0.5256410256410257,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.433416180724432,
      "eligibleDays": 368,
      "fitnessScore": 0.29105614654482326,
      "lookbackDays": 21,
      "returnLift1D": -0.0003761761072528223,
      "hitRateLift1D": 0.0039018952062430667,
      "portfolioSize": 4,
      "activationRate": 0.42391304347826086,
      "activationCount": 156,
      "baselineHitRates": {
        "1": 0.5217391304347826,
        "5": 0.5851648351648352,
        "10": 0.5933147632311978
      },
      "sampleConfidence": 0.9982905982905983,
      "shadowSharpeLike": 0.34996245856840963,
      "avgForwardReturns": {
        "1": 0.0006714925092053731,
        "5": 0.0009317415558111822,
        "10": -0.0027188143482284226
      },
      "shadowMaxDrawdown": -0.13999437688500627,
      "shadowTotalReturn": 0.0672610081290157,
      "avgForwardReturn1D": 0.0006714925092053731,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-26",
        "2025-02-27",
        "2025-02-28",
        "2025-03-03",
        "2025-03-04",
        "2025-03-05",
        "2025-03-06",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17"
      ],
      "horizonObservationCounts": {
        "1": 156,
        "5": 156,
        "10": 152
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010476686164581953,
        "5": 0.00509416082549165,
        "10": 0.010304217169821887
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5256410256410257,
        "5": 0.5384615384615384,
        "10": 0.4605263157894737
      },
      "hitRate1D": 0.5256410256410257,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.433416180724432,
      "eligibleDays": 368,
      "fitnessScore": 0.29105614654482326,
      "lookbackDays": 21,
      "returnLift1D": -0.0003761761072528223,
      "hitRateLift1D": 0.0039018952062430667,
      "portfolioSize": 5,
      "activationRate": 0.42391304347826086,
      "activationCount": 156,
      "baselineHitRates": {
        "1": 0.5217391304347826,
        "5": 0.5851648351648352,
        "10": 0.5933147632311978
      },
      "sampleConfidence": 0.9982905982905983,
      "shadowSharpeLike": 0.34996245856840963,
      "avgForwardReturns": {
        "1": 0.0006714925092053731,
        "5": 0.0009317415558111822,
        "10": -0.0027188143482284226
      },
      "shadowMaxDrawdown": -0.13999437688500627,
      "shadowTotalReturn": 0.0672610081290157,
      "avgForwardReturn1D": 0.0006714925092053731,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-26",
        "2025-02-27",
        "2025-02-28",
        "2025-03-03",
        "2025-03-04",
        "2025-03-05",
        "2025-03-06",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17"
      ],
      "horizonObservationCounts": {
        "1": 156,
        "5": 156,
        "10": 152
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010476686164581953,
        "5": 0.00509416082549165,
        "10": 0.010304217169821887
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5194805194805194,
        "5": 0.525974025974026,
        "10": 0.5294117647058824
      },
      "hitRate1D": 0.5194805194805194,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.3096818064602436,
      "eligibleDays": 326,
      "fitnessScore": 0.17364639360687276,
      "lookbackDays": 63,
      "returnLift1D": -0.000982771642014179,
      "hitRateLift1D": -0.011194327145247485,
      "portfolioSize": 4,
      "activationRate": 0.4723926380368098,
      "activationCount": 154,
      "baselineHitRates": {
        "1": 0.5306748466257669,
        "5": 0.5962732919254659,
        "10": 0.5993690851735016
      },
      "sampleConfidence": 0.9995670995670997,
      "shadowSharpeLike": -0.05104084671600383,
      "avgForwardReturns": {
        "1": 0.0000021421426641597775,
        "5": 0.001495378620665649,
        "10": 0.004371068073504969
      },
      "shadowMaxDrawdown": -0.1363072003979231,
      "shadowTotalReturn": -0.03148088003745875,
      "avgForwardReturn1D": 0.0000021421426641597775,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-07",
        "2025-04-08",
        "2025-04-10",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17",
        "2025-04-21"
      ],
      "horizonObservationCounts": {
        "1": 154,
        "5": 154,
        "10": 153
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009849137846783386,
        "5": 0.0055719245196564375,
        "10": 0.010984469047454534
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5194805194805194,
        "5": 0.525974025974026,
        "10": 0.5294117647058824
      },
      "hitRate1D": 0.5194805194805194,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.3096818064602436,
      "eligibleDays": 326,
      "fitnessScore": 0.17364639360687276,
      "lookbackDays": 63,
      "returnLift1D": -0.000982771642014179,
      "hitRateLift1D": -0.011194327145247485,
      "portfolioSize": 5,
      "activationRate": 0.4723926380368098,
      "activationCount": 154,
      "baselineHitRates": {
        "1": 0.5306748466257669,
        "5": 0.5962732919254659,
        "10": 0.5993690851735016
      },
      "sampleConfidence": 0.9995670995670997,
      "shadowSharpeLike": -0.05104084671600383,
      "avgForwardReturns": {
        "1": 0.0000021421426641597775,
        "5": 0.001495378620665649,
        "10": 0.004371068073504969
      },
      "shadowMaxDrawdown": -0.1363072003979231,
      "shadowTotalReturn": -0.03148088003745875,
      "avgForwardReturn1D": 0.0000021421426641597775,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-07",
        "2025-04-08",
        "2025-04-10",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17",
        "2025-04-21"
      ],
      "horizonObservationCounts": {
        "1": 154,
        "5": 154,
        "10": 153
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009849137846783386,
        "5": 0.0055719245196564375,
        "10": 0.010984469047454534
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5327868852459017,
        "5": 0.5245901639344263,
        "10": 0.5409836065573771
      },
      "hitRate1D": 0.5327868852459017,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.2727507253547697,
      "eligibleDays": 326,
      "fitnessScore": 0.13424357651109586,
      "lookbackDays": 63,
      "returnLift1D": -0.0010208816670018463,
      "hitRateLift1D": 0.0021120386201347596,
      "portfolioSize": 3,
      "activationRate": 0.37423312883435583,
      "activationCount": 122,
      "baselineHitRates": {
        "1": 0.5306748466257669,
        "5": 0.5962732919254659,
        "10": 0.5993690851735016
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.1163107434769881,
      "avgForwardReturns": {
        "1": -0.000035967882323507655,
        "5": 0.0028772630823142025,
        "10": 0.00798832236111109
      },
      "shadowMaxDrawdown": -0.12404172945252057,
      "shadowTotalReturn": -0.03840817823779741,
      "avgForwardReturn1D": -0.000035967882323507655,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-08",
        "2025-04-10",
        "2025-04-11",
        "2025-04-14",
        "2025-04-16",
        "2025-04-17",
        "2025-04-21",
        "2025-04-23",
        "2025-04-24"
      ],
      "horizonObservationCounts": {
        "1": 122,
        "5": 122,
        "10": 122
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009849137846783386,
        "5": 0.0055719245196564375,
        "10": 0.010984469047454534
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5038167938931297,
        "5": 0.5190839694656488,
        "10": 0.4330708661417323
      },
      "hitRate1D": 0.5038167938931297,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.22808507600501995,
      "eligibleDays": 368,
      "fitnessScore": 0.08178575872804279,
      "lookbackDays": 21,
      "returnLift1D": -0.00104824506903807,
      "hitRateLift1D": -0.017922336541652872,
      "portfolioSize": 3,
      "activationRate": 0.35597826086956524,
      "activationCount": 131,
      "baselineHitRates": {
        "1": 0.5217391304347826,
        "5": 0.5851648351648352,
        "10": 0.5933147632311978
      },
      "sampleConfidence": 0.9979643765903309,
      "shadowSharpeLike": -0.08065573433914165,
      "avgForwardReturns": {
        "1": -5.76452579874564e-7,
        "5": 0.0005192319680306574,
        "10": -0.004405955995240259
      },
      "shadowMaxDrawdown": -0.1447198152611796,
      "shadowTotalReturn": -0.03477487435412152,
      "avgForwardReturn1D": -5.76452579874564e-7,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-26",
        "2025-02-27",
        "2025-03-03",
        "2025-03-04",
        "2025-03-05",
        "2025-03-13",
        "2025-03-14",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19"
      ],
      "horizonObservationCounts": {
        "1": 131,
        "5": 131,
        "10": 127
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010476686164581953,
        "5": 0.00509416082549165,
        "10": 0.010304217169821887
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5384615384615384,
        "5": 0.48717948717948717,
        "10": 0.4230769230769231
      },
      "hitRate1D": 0.5384615384615384,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.17190092693846096,
      "eligibleDays": 344,
      "fitnessScore": 0.004112810880683687,
      "lookbackDays": 45,
      "returnLift1D": -0.0018658319266151686,
      "hitRateLift1D": 0.003577817531305927,
      "portfolioSize": 2,
      "activationRate": 0.22674418604651161,
      "activationCount": 78,
      "baselineHitRates": {
        "1": 0.5348837209302325,
        "5": 0.5911764705882353,
        "10": 0.591044776119403
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.35009439800094405,
      "avgForwardReturns": {
        "1": -0.0006403712243141712,
        "5": -0.005787215048150274,
        "10": -0.007812578644150768
      },
      "shadowMaxDrawdown": -0.13619539037343664,
      "shadowTotalReturn": -0.06714066077254466,
      "avgForwardReturn1D": -0.0006403712243141712,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-18",
        "2025-03-25",
        "2025-04-01",
        "2025-04-02",
        "2025-04-03",
        "2025-04-04",
        "2025-04-10",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15"
      ],
      "horizonObservationCounts": {
        "1": 78,
        "5": 78,
        "10": 78
      },
      "baselineAvgForwardReturns": {
        "1": 0.0012254607023009974,
        "5": 0.005493207229921056,
        "10": 0.010154575289464217
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5080645161290323,
        "5": 0.4596774193548387,
        "10": 0.43902439024390244
      },
      "hitRate1D": 0.5080645161290323,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.156174953599158,
      "eligibleDays": 344,
      "fitnessScore": -0.021133027285318705,
      "lookbackDays": 45,
      "returnLift1D": -0.0018921072881039878,
      "hitRateLift1D": -0.026819204801200258,
      "portfolioSize": 4,
      "activationRate": 0.36046511627906974,
      "activationCount": 124,
      "baselineHitRates": {
        "1": 0.5348837209302325,
        "5": 0.5911764705882353,
        "10": 0.591044776119403
      },
      "sampleConfidence": 0.9994623655913979,
      "shadowSharpeLike": -0.4590402267280616,
      "avgForwardReturns": {
        "1": -0.0006666465858029904,
        "5": -0.0054157308157897315,
        "10": -0.007645686494186693
      },
      "shadowMaxDrawdown": -0.1437299912346447,
      "shadowTotalReturn": -0.1093346632529506,
      "avgForwardReturn1D": -0.0006666465858029904,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-18",
        "2025-03-19",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25",
        "2025-03-26",
        "2025-03-27",
        "2025-03-28",
        "2025-04-01",
        "2025-04-02"
      ],
      "horizonObservationCounts": {
        "1": 124,
        "5": 124,
        "10": 123
      },
      "baselineAvgForwardReturns": {
        "1": 0.0012254607023009974,
        "5": 0.005493207229921056,
        "10": 0.010154575289464217
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5080645161290323,
        "5": 0.4596774193548387,
        "10": 0.43902439024390244
      },
      "hitRate1D": 0.5080645161290323,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.156174953599158,
      "eligibleDays": 344,
      "fitnessScore": -0.021133027285318705,
      "lookbackDays": 45,
      "returnLift1D": -0.0018921072881039878,
      "hitRateLift1D": -0.026819204801200258,
      "portfolioSize": 5,
      "activationRate": 0.36046511627906974,
      "activationCount": 124,
      "baselineHitRates": {
        "1": 0.5348837209302325,
        "5": 0.5911764705882353,
        "10": 0.591044776119403
      },
      "sampleConfidence": 0.9994623655913979,
      "shadowSharpeLike": -0.4590402267280616,
      "avgForwardReturns": {
        "1": -0.0006666465858029904,
        "5": -0.0054157308157897315,
        "10": -0.007645686494186693
      },
      "shadowMaxDrawdown": -0.1437299912346447,
      "shadowTotalReturn": -0.1093346632529506,
      "avgForwardReturn1D": -0.0006666465858029904,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-18",
        "2025-03-19",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25",
        "2025-03-26",
        "2025-03-27",
        "2025-03-28",
        "2025-04-01",
        "2025-04-02"
      ],
      "horizonObservationCounts": {
        "1": 124,
        "5": 124,
        "10": 123
      },
      "baselineAvgForwardReturns": {
        "1": 0.0012254607023009974,
        "5": 0.005493207229921056,
        "10": 0.010154575289464217
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4838709677419355,
        "5": 0.5053763440860215,
        "10": 0.43956043956043955
      },
      "hitRate1D": 0.4838709677419355,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.13732919215009848,
      "eligibleDays": 368,
      "fitnessScore": -0.054283497509208155,
      "lookbackDays": 21,
      "returnLift1D": -0.0014168073154020623,
      "hitRateLift1D": -0.037868162692847096,
      "portfolioSize": 2,
      "activationRate": 0.25271739130434784,
      "activationCount": 93,
      "baselineHitRates": {
        "1": 0.5217391304347826,
        "5": 0.5851648351648352,
        "10": 0.5933147632311978
      },
      "sampleConfidence": 0.9985663082437277,
      "shadowSharpeLike": -0.27766719240905846,
      "avgForwardReturns": {
        "1": -0.000369138698943867,
        "5": 0.00017480672254515083,
        "10": -0.004979323842918722
      },
      "shadowMaxDrawdown": -0.16482462658385522,
      "shadowTotalReturn": -0.06258442084965432,
      "avgForwardReturn1D": -0.000369138698943867,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-26",
        "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": 93,
        "5": 93,
        "10": 91
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010476686164581953,
        "5": 0.00509416082549165,
        "10": 0.010304217169821887
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.5288461538461539,
        "5": 0.46153846153846156,
        "10": 0.4368932038834951
      },
      "hitRate1D": 0.5288461538461539,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.12495695781020082,
      "eligibleDays": 344,
      "fitnessScore": -0.07818682186185351,
      "lookbackDays": 45,
      "returnLift1D": -0.0022161282706268117,
      "hitRateLift1D": -0.006037567084078654,
      "portfolioSize": 3,
      "activationRate": 0.3023255813953488,
      "activationCount": 104,
      "baselineHitRates": {
        "1": 0.5348837209302325,
        "5": 0.5911764705882353,
        "10": 0.591044776119403
      },
      "sampleConfidence": 0.9993589743589744,
      "shadowSharpeLike": -0.6212679089964822,
      "avgForwardReturns": {
        "1": -0.0009906675683258143,
        "5": -0.006611392093416302,
        "10": -0.008051635812490613
      },
      "shadowMaxDrawdown": -0.1953477472807701,
      "shadowTotalReturn": -0.1274934088569517,
      "avgForwardReturn1D": -0.0009906675683258143,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-18",
        "2025-03-19",
        "2025-03-24",
        "2025-03-25",
        "2025-04-01",
        "2025-04-02",
        "2025-04-03",
        "2025-04-04",
        "2025-04-10",
        "2025-04-11"
      ],
      "horizonObservationCounts": {
        "1": 104,
        "5": 104,
        "10": 103
      },
      "baselineAvgForwardReturns": {
        "1": 0.0012254607023009974,
        "5": 0.005493207229921056,
        "10": 0.010154575289464217
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4842105263157895,
        "5": 0.40425531914893614,
        "10": 0.4574468085106383
      },
      "hitRate1D": 0.4842105263157895,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.09614871231702828,
      "eligibleDays": 375,
      "fitnessScore": -0.14296912776711657,
      "lookbackDays": 14,
      "returnLift1D": -0.0016926599419051316,
      "hitRateLift1D": -0.04112280701754384,
      "portfolioSize": 2,
      "activationRate": 0.25333333333333335,
      "activationCount": 95,
      "baselineHitRates": {
        "1": 0.5253333333333333,
        "5": 0.5849056603773585,
        "10": 0.592896174863388
      },
      "sampleConfidence": 0.9985964912280703,
      "shadowSharpeLike": -0.4737432227868167,
      "avgForwardReturns": {
        "1": -0.0008045201635505588,
        "5": -0.006144724110189804,
        "10": 0.001495473756381213
      },
      "shadowMaxDrawdown": -0.2284015058673996,
      "shadowTotalReturn": -0.10640971056900883,
      "avgForwardReturn1D": -0.0008045201635505588,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-02-14",
        "2025-03-03",
        "2025-03-04",
        "2025-03-05",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24"
      ],
      "horizonObservationCounts": {
        "1": 95,
        "5": 94,
        "10": 94
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008881397783545729,
        "5": 0.0048574658312521175,
        "10": 0.009957162876353471
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4883720930232558,
        "5": 0.4409448818897638,
        "10": 0.36585365853658536
      },
      "hitRate1D": 0.4883720930232558,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.08945064260877976,
      "eligibleDays": 359,
      "fitnessScore": -0.16047944483270524,
      "lookbackDays": 30,
      "returnLift1D": -0.0021305396111324024,
      "hitRateLift1D": -0.03809030251991974,
      "portfolioSize": 4,
      "activationRate": 0.3593314763231198,
      "activationCount": 129,
      "baselineHitRates": {
        "1": 0.5264623955431755,
        "5": 0.5859154929577465,
        "10": 0.5828571428571429
      },
      "sampleConfidence": 0.9958656330749355,
      "shadowSharpeLike": -0.6636577828672621,
      "avgForwardReturns": {
        "1": -0.0010996956004998548,
        "5": -0.007308905698868671,
        "10": -0.012860051769289813
      },
      "shadowMaxDrawdown": -0.24295309085116745,
      "shadowTotalReturn": -0.16043815541414852,
      "avgForwardReturn1D": -0.0010996956004998548,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-13",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25",
        "2025-03-26",
        "2025-03-27"
      ],
      "horizonObservationCounts": {
        "1": 129,
        "5": 127,
        "10": 123
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010308440106325477,
        "5": 0.004802569208153883,
        "10": 0.009935512378464344
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4883720930232558,
        "5": 0.4409448818897638,
        "10": 0.36585365853658536
      },
      "hitRate1D": 0.4883720930232558,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.08945064260877976,
      "eligibleDays": 359,
      "fitnessScore": -0.16047944483270524,
      "lookbackDays": 30,
      "returnLift1D": -0.0021305396111324024,
      "hitRateLift1D": -0.03809030251991974,
      "portfolioSize": 5,
      "activationRate": 0.3593314763231198,
      "activationCount": 129,
      "baselineHitRates": {
        "1": 0.5264623955431755,
        "5": 0.5859154929577465,
        "10": 0.5828571428571429
      },
      "sampleConfidence": 0.9958656330749355,
      "shadowSharpeLike": -0.6636577828672621,
      "avgForwardReturns": {
        "1": -0.0010996956004998548,
        "5": -0.007308905698868671,
        "10": -0.012860051769289813
      },
      "shadowMaxDrawdown": -0.24295309085116745,
      "shadowTotalReturn": -0.16043815541414852,
      "avgForwardReturn1D": -0.0010996956004998548,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-13",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25",
        "2025-03-26",
        "2025-03-27"
      ],
      "horizonObservationCounts": {
        "1": 129,
        "5": 127,
        "10": 123
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010308440106325477,
        "5": 0.004802569208153883,
        "10": 0.009935512378464344
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4945054945054945,
        "5": 0.46153846153846156,
        "10": 0.4
      },
      "hitRate1D": 0.4945054945054945,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.07992773243033154,
      "eligibleDays": 359,
      "fitnessScore": -0.18753245411202393,
      "lookbackDays": 30,
      "returnLift1D": -0.0023849536942593154,
      "hitRateLift1D": -0.03195690103768101,
      "portfolioSize": 2,
      "activationRate": 0.25348189415041783,
      "activationCount": 91,
      "baselineHitRates": {
        "1": 0.5264623955431755,
        "5": 0.5859154929577465,
        "10": 0.5828571428571429
      },
      "sampleConfidence": 0.9992673992673993,
      "shadowSharpeLike": -0.7968654815883395,
      "avgForwardReturns": {
        "1": -0.0013541096836267676,
        "5": -0.0034237080651477636,
        "10": -0.009360334472721934
      },
      "shadowMaxDrawdown": -0.2163379747087012,
      "shadowTotalReturn": -0.1403943329675308,
      "avgForwardReturn1D": -0.0013541096836267676,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-13",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25",
        "2025-03-26",
        "2025-03-27"
      ],
      "horizonObservationCounts": {
        "1": 91,
        "5": 91,
        "10": 90
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010308440106325477,
        "5": 0.004802569208153883,
        "10": 0.009935512378464344
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4878048780487805,
        "5": 0.4380165289256198,
        "10": 0.3644067796610169
      },
      "hitRate1D": 0.4878048780487805,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.07337193455158231,
      "eligibleDays": 359,
      "fitnessScore": -0.2079223675771696,
      "lookbackDays": 30,
      "returnLift1D": -0.002408234864841924,
      "hitRateLift1D": -0.038657517494395055,
      "portfolioSize": 3,
      "activationRate": 0.3426183844011142,
      "activationCount": 123,
      "baselineHitRates": {
        "1": 0.5264623955431755,
        "5": 0.5859154929577465,
        "10": 0.5828571428571429
      },
      "sampleConfidence": 0.9962059620596206,
      "shadowSharpeLike": -0.7914590083719258,
      "avgForwardReturns": {
        "1": -0.0013773908542093767,
        "5": -0.008336245811298855,
        "10": -0.013317819329942675
      },
      "shadowMaxDrawdown": -0.24938864265660265,
      "shadowTotalReturn": -0.18287777285044737,
      "avgForwardReturn1D": -0.0013773908542093767,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-13",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-03-24",
        "2025-03-25",
        "2025-03-26",
        "2025-03-27"
      ],
      "horizonObservationCounts": {
        "1": 123,
        "5": 121,
        "10": 118
      },
      "baselineAvgForwardReturns": {
        "1": 0.0010308440106325477,
        "5": 0.004802569208153883,
        "10": 0.009935512378464344
      }
    },
    {
      "topN": 2,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.4805194805194805,
        "5": 0.44155844155844154,
        "10": 0.44155844155844154
      },
      "hitRate1D": 0.4805194805194805,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.06285246782789301,
      "eligibleDays": 326,
      "fitnessScore": -0.24445111480546014,
      "lookbackDays": 63,
      "returnLift1D": -0.0029097578912143083,
      "hitRateLift1D": -0.0501553661062864,
      "portfolioSize": 2,
      "activationRate": 0.2361963190184049,
      "activationCount": 77,
      "baselineHitRates": {
        "1": 0.5306748466257669,
        "5": 0.5962732919254659,
        "10": 0.5993690851735016
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -1.0470407971723905,
      "avgForwardReturns": {
        "1": -0.0019248441065359697,
        "5": -0.00290053133066622,
        "10": 0.0026983098350662656
      },
      "shadowMaxDrawdown": -0.18336531504054132,
      "shadowTotalReturn": -0.15868946150343466,
      "avgForwardReturn1D": -0.0019248441065359697,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-08",
        "2025-04-10",
        "2025-04-17",
        "2025-04-21",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01"
      ],
      "horizonObservationCounts": {
        "1": 77,
        "5": 77,
        "10": 77
      },
      "baselineAvgForwardReturns": {
        "1": 0.0009849137846783386,
        "5": 0.0055719245196564375,
        "10": 0.010984469047454534
      }
    },
    {
      "topN": 4,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.47368421052631576,
        "5": 0.4294117647058823,
        "10": 0.45294117647058824
      },
      "hitRate1D": 0.47368421052631576,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.04350439665863353,
      "eligibleDays": 375,
      "fitnessScore": -0.32989112106500423,
      "lookbackDays": 14,
      "returnLift1D": -0.0025012626825203672,
      "hitRateLift1D": -0.051649122807017556,
      "portfolioSize": 4,
      "activationRate": 0.456,
      "activationCount": 171,
      "baselineHitRates": {
        "1": 0.5253333333333333,
        "5": 0.5849056603773585,
        "10": 0.592896174863388
      },
      "sampleConfidence": 0.9992202729044835,
      "shadowSharpeLike": -1.0876936650370879,
      "avgForwardReturns": {
        "1": -0.0016131229041657941,
        "5": -0.0045919695056312335,
        "10": -0.001912573367835119
      },
      "shadowMaxDrawdown": -0.3419687660064421,
      "shadowTotalReturn": -0.28193162217810663,
      "avgForwardReturn1D": -0.0016131229041657941,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-24",
        "2025-01-27",
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-25",
        "2025-02-27",
        "2025-02-28"
      ],
      "horizonObservationCounts": {
        "1": 171,
        "5": 170,
        "10": 170
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008881397783545729,
        "5": 0.0048574658312521175,
        "10": 0.009957162876353471
      }
    },
    {
      "topN": 5,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.47368421052631576,
        "5": 0.4294117647058823,
        "10": 0.45294117647058824
      },
      "hitRate1D": 0.47368421052631576,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.04350439665863353,
      "eligibleDays": 375,
      "fitnessScore": -0.32989112106500423,
      "lookbackDays": 14,
      "returnLift1D": -0.0025012626825203672,
      "hitRateLift1D": -0.051649122807017556,
      "portfolioSize": 5,
      "activationRate": 0.456,
      "activationCount": 171,
      "baselineHitRates": {
        "1": 0.5253333333333333,
        "5": 0.5849056603773585,
        "10": 0.592896174863388
      },
      "sampleConfidence": 0.9992202729044835,
      "shadowSharpeLike": -1.0876936650370879,
      "avgForwardReturns": {
        "1": -0.0016131229041657941,
        "5": -0.0045919695056312335,
        "10": -0.001912573367835119
      },
      "shadowMaxDrawdown": -0.3419687660064421,
      "shadowTotalReturn": -0.28193162217810663,
      "avgForwardReturn1D": -0.0016131229041657941,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-24",
        "2025-01-27",
        "2025-02-14",
        "2025-02-18",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-25",
        "2025-02-27",
        "2025-02-28"
      ],
      "horizonObservationCounts": {
        "1": 171,
        "5": 170,
        "10": 170
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008881397783545729,
        "5": 0.0048574658312521175,
        "10": 0.009957162876353471
      }
    },
    {
      "topN": 3,
      "ticker": "WMB",
      "hitRates": {
        "1": 0.46715328467153283,
        "5": 0.39705882352941174,
        "10": 0.4338235294117647
      },
      "hitRate1D": 0.46715328467153283,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.03798541187205462,
      "eligibleDays": 375,
      "fitnessScore": -0.36100203394221625,
      "lookbackDays": 14,
      "returnLift1D": -0.002667729171652683,
      "hitRateLift1D": -0.05818004866180049,
      "portfolioSize": 3,
      "activationRate": 0.36533333333333334,
      "activationCount": 137,
      "baselineHitRates": {
        "1": 0.5253333333333333,
        "5": 0.5849056603773585,
        "10": 0.592896174863388
      },
      "sampleConfidence": 0.9990267639902677,
      "shadowSharpeLike": -1.071972252877727,
      "avgForwardReturns": {
        "1": -0.0017795893932981105,
        "5": -0.006901765442317882,
        "10": -0.0035997680056440422
      },
      "shadowMaxDrawdown": -0.3369141604636302,
      "shadowTotalReturn": -0.2576955156990717,
      "avgForwardReturn1D": -0.0017795893932981105,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-01-27",
        "2025-02-14",
        "2025-02-19",
        "2025-02-20",
        "2025-02-21",
        "2025-02-25",
        "2025-02-27",
        "2025-03-03",
        "2025-03-04",
        "2025-03-05"
      ],
      "horizonObservationCounts": {
        "1": 137,
        "5": 136,
        "10": 136
      },
      "baselineAvgForwardReturns": {
        "1": 0.0008881397783545729,
        "5": 0.0048574658312521175,
        "10": 0.009957162876353471
      }
    }
  ],
  "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": 0.09614871231702828,
      "fitnessScore": -0.14296912776711657,
      "lookbackDays": 14,
      "returnLift1D": -0.0016926599419051316,
      "activationRate": 0.25333333333333335,
      "activationCount": 95,
      "sampleConfidence": 0.9985964912280703,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.10640971056900883,
      "avgForwardReturn1D": -0.0008045201635505588
    },
    {
      "comboQuality": 0.433416180724432,
      "fitnessScore": 0.29105614654482326,
      "lookbackDays": 21,
      "returnLift1D": -0.0003761761072528223,
      "activationRate": 0.42391304347826086,
      "activationCount": 156,
      "sampleConfidence": 0.9982905982905983,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": 0.0672610081290157,
      "avgForwardReturn1D": 0.0006714925092053731
    },
    {
      "comboQuality": 0.08945064260877976,
      "fitnessScore": -0.16047944483270524,
      "lookbackDays": 30,
      "returnLift1D": -0.0021305396111324024,
      "activationRate": 0.3593314763231198,
      "activationCount": 129,
      "sampleConfidence": 0.9958656330749355,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": -0.16043815541414852,
      "avgForwardReturn1D": -0.0010996956004998548
    },
    {
      "comboQuality": 0.17190092693846096,
      "fitnessScore": 0.004112810880683687,
      "lookbackDays": 45,
      "returnLift1D": -0.0018658319266151686,
      "activationRate": 0.22674418604651161,
      "activationCount": 78,
      "sampleConfidence": 1,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.06714066077254466,
      "avgForwardReturn1D": -0.0006403712243141712
    },
    {
      "comboQuality": 0.3096818064602436,
      "fitnessScore": 0.17364639360687276,
      "lookbackDays": 63,
      "returnLift1D": -0.000982771642014179,
      "activationRate": 0.4723926380368098,
      "activationCount": 154,
      "sampleConfidence": 0.9995670995670997,
      "bestPortfolioSize": 4,
      "shadowTotalReturn": -0.03148088003745875,
      "avgForwardReturn1D": 0.0000021421426641597775
    }
  ],
  "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": "98222779df2a048671724171d5aae7a74517f223059cb4b5003eabcece24a0f9",
    "size": 13,
    "members": [
      "SMH",
      "WMB",
      "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."
}