{
  "config": {
    "topNs": [
      2,
      3,
      4,
      5
    ],
    "universe": [
      "XLK",
      "XLF",
      "XLV",
      "XLY",
      "XLI",
      "XLP",
      "XLE",
      "XLB",
      "XLU",
      "XLRE",
      "XLC",
      "SMH",
      "BAH"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "maxHoldings": 5,
    "minHoldings": 2,
    "fallbackTicker": "VOO",
    "riskOffEnabled": true,
    "adaptationSpeed": "balanced",
    "benchmarkTicker": "VOO"
  },
  "ticker": "BAH",
  "fitScope": "universe_conditioned",
  "algorithm": "aptet",
  "bestCombo": {
    "topN": 3,
    "ticker": "BAH",
    "hitRates": {
      "1": 0.5454545454545454,
      "5": 0.14285714285714285,
      "10": 0
    },
    "hitRate1D": 0.5454545454545454,
    "comboQuality": 0.2599095271462488,
    "eligibleDays": 352,
    "fitnessScore": 0.11978345489341745,
    "lookbackDays": 14,
    "returnLift1D": 0.0015743062839632394,
    "hitRateLift1D": 0.008141112618724522,
    "activationRate": 0.03125,
    "activationCount": 11,
    "baselineHitRates": {
      "1": 0.5373134328358209,
      "5": 0.6111111111111112,
      "10": 0.5454545454545454
    },
    "sampleConfidence": 0.7851636440629889,
    "shadowSharpeLike": 0.32987962199561066,
    "avgForwardReturns": {
      "1": 0.004001385639187424,
      "5": -0.028605284945177317,
      "10": -0.024712415251197384
    },
    "shadowMaxDrawdown": -0.08066540135183731,
    "shadowTotalReturn": 0.03582036114576104,
    "avgForwardReturn1D": 0.004001385639187424,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2026-04-06",
      "2026-04-07",
      "2026-04-08",
      "2026-06-01",
      "2026-06-02",
      "2026-06-03",
      "2026-06-04",
      "2026-06-05",
      "2026-06-08",
      "2026-06-11"
    ],
    "horizonObservationCounts": {
      "1": 11,
      "5": 7,
      "10": 3
    },
    "baselineAvgForwardReturns": {
      "1": 0.0024270793552241847,
      "5": 0.011565880087099996,
      "10": 0.012794971560843608
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.2599095271462488,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.08356143217817806,
    "bestRawFitnessScore": 0.11978345489341745,
    "upperQuartileComboQuality": 0.08499482060671319
  },
  "algorithmFit": {
    "label": "poor",
    "score": 0.12390796178643083,
    "rawScore": 0.18869159920912199,
    "confidence": 0.313338403042595,
    "bestProfile": {
      "topN": 3,
      "lookbackDays": 14
    },
    "profileBreadth": 0,
    "recommendedRegion": {
      "topNs": [
        3
      ],
      "lookbackDays": [
        14
      ]
    },
    "parameterStability": 0.47515946057117553,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5454545454545454,
        "5": 0.14285714285714285,
        "10": 0
      },
      "hitRate1D": 0.5454545454545454,
      "comboQuality": 0.2599095271462488,
      "eligibleDays": 352,
      "fitnessScore": 0.11978345489341745,
      "lookbackDays": 14,
      "returnLift1D": 0.0015743062839632394,
      "hitRateLift1D": 0.008141112618724522,
      "activationRate": 0.03125,
      "activationCount": 11,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.7851636440629889,
      "shadowSharpeLike": 0.32987962199561066,
      "avgForwardReturns": {
        "1": 0.004001385639187424,
        "5": -0.028605284945177317,
        "10": -0.024712415251197384
      },
      "shadowMaxDrawdown": -0.08066540135183731,
      "shadowTotalReturn": 0.03582036114576104,
      "avgForwardReturn1D": 0.004001385639187424,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-06",
        "2026-04-07",
        "2026-04-08",
        "2026-06-01",
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08",
        "2026-06-11"
      ],
      "horizonObservationCounts": {
        "1": 11,
        "5": 7,
        "10": 3
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5454545454545454,
        "5": 0.14285714285714285,
        "10": 0
      },
      "hitRate1D": 0.5454545454545454,
      "comboQuality": 0.2599095271462488,
      "eligibleDays": 352,
      "fitnessScore": 0.11978345489341745,
      "lookbackDays": 14,
      "returnLift1D": 0.0015743062839632394,
      "hitRateLift1D": 0.008141112618724522,
      "activationRate": 0.03125,
      "activationCount": 11,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.7851636440629889,
      "shadowSharpeLike": 0.32987962199561066,
      "avgForwardReturns": {
        "1": 0.004001385639187424,
        "5": -0.028605284945177317,
        "10": -0.024712415251197384
      },
      "shadowMaxDrawdown": -0.08066540135183731,
      "shadowTotalReturn": 0.03582036114576104,
      "avgForwardReturn1D": 0.004001385639187424,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-06",
        "2026-04-07",
        "2026-04-08",
        "2026-06-01",
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08",
        "2026-06-11"
      ],
      "horizonObservationCounts": {
        "1": 11,
        "5": 7,
        "10": 3
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.146690850259931,
      "eligibleDays": 352,
      "fitnessScore": -0.03737481100296364,
      "lookbackDays": 14,
      "returnLift1D": -0.001926219094916795,
      "hitRateLift1D": -0.03731343283582089,
      "activationRate": 0.028409090909090908,
      "activationCount": 10,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.765575396319268,
      "shadowSharpeLike": 0.004460316484316565,
      "avgForwardReturns": {
        "1": 0.0005008602603073897,
        "5": -0.03460708507478727,
        "10": -0.024712415251197384
      },
      "shadowMaxDrawdown": -0.11607763886810274,
      "shadowTotalReturn": -0.004078840632367298,
      "avgForwardReturn1D": 0.0005008602603073897,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-06",
        "2026-04-07",
        "2026-04-08",
        "2026-06-01",
        "2026-06-02",
        "2026-06-03",
        "2026-06-05",
        "2026-06-08",
        "2026-06-11",
        "2026-07-24"
      ],
      "horizonObservationCounts": {
        "1": 10,
        "5": 6,
        "10": 3
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0.14285714285714285,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.14023426075716122,
      "eligibleDays": 352,
      "fitnessScore": -0.048936040925770405,
      "lookbackDays": 14,
      "returnLift1D": -0.0027285827495132204,
      "hitRateLift1D": -0.03731343283582089,
      "activationRate": 0.03409090909090909,
      "activationCount": 12,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.8038059458605937,
      "shadowSharpeLike": -0.05266271779268082,
      "avgForwardReturns": {
        "1": -0.0003015033942890359,
        "5": -0.028605284945177317,
        "10": -0.03730075713290637
      },
      "shadowMaxDrawdown": -0.08648223532908383,
      "shadowTotalReturn": -0.013519163007881141,
      "avgForwardReturn1D": -0.0003015033942890359,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-04-06",
        "2026-04-07",
        "2026-04-08",
        "2026-04-09",
        "2026-06-01",
        "2026-06-02",
        "2026-06-03",
        "2026-06-04",
        "2026-06-05",
        "2026-06-08"
      ],
      "horizonObservationCounts": {
        "1": 12,
        "5": 7,
        "10": 4
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.08499482060671319,
      "eligibleDays": 339,
      "fitnessScore": -0.17279466914477393,
      "lookbackDays": 21,
      "returnLift1D": -0.015730423680659914,
      "hitRateLift1D": -0.03731343283582089,
      "activationRate": 0.008849557522123894,
      "activationCount": 3,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.5074585284858524,
      "shadowSharpeLike": -0.7993258014776348,
      "avgForwardReturns": {
        "1": -0.013303344325435729,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": -0.030142965779467623,
      "shadowTotalReturn": -0.027668757655172516,
      "avgForwardReturn1D": -0.013303344325435729,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-10",
        "2026-06-11",
        "2026-06-12"
      ],
      "horizonObservationCounts": {
        "1": 2,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.08499482060671319,
      "eligibleDays": 339,
      "fitnessScore": -0.17279466914477393,
      "lookbackDays": 21,
      "returnLift1D": -0.015730423680659914,
      "hitRateLift1D": -0.03731343283582089,
      "activationRate": 0.008849557522123894,
      "activationCount": 3,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.5074585284858524,
      "shadowSharpeLike": -0.7993258014776348,
      "avgForwardReturns": {
        "1": -0.013303344325435729,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": -0.030142965779467623,
      "shadowTotalReturn": -0.027668757655172516,
      "avgForwardReturn1D": -0.013303344325435729,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-10",
        "2026-06-11",
        "2026-06-12"
      ],
      "horizonObservationCounts": {
        "1": 2,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.08499482060671319,
      "eligibleDays": 339,
      "fitnessScore": -0.17279466914477393,
      "lookbackDays": 21,
      "returnLift1D": -0.015730423680659914,
      "hitRateLift1D": -0.03731343283582089,
      "activationRate": 0.008849557522123894,
      "activationCount": 3,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.5074585284858524,
      "shadowSharpeLike": -0.7993258014776348,
      "avgForwardReturns": {
        "1": -0.013303344325435729,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": -0.030142965779467623,
      "shadowTotalReturn": -0.027668757655172516,
      "avgForwardReturn1D": -0.013303344325435729,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-10",
        "2026-06-11",
        "2026-06-12"
      ],
      "horizonObservationCounts": {
        "1": 2,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0.5,
      "comboQuality": 0.08499482060671319,
      "eligibleDays": 339,
      "fitnessScore": -0.17279466914477393,
      "lookbackDays": 21,
      "returnLift1D": -0.015730423680659914,
      "hitRateLift1D": -0.03731343283582089,
      "activationRate": 0.008849557522123894,
      "activationCount": 3,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "sampleConfidence": 0.5074585284858524,
      "shadowSharpeLike": -0.7993258014776348,
      "avgForwardReturns": {
        "1": -0.013303344325435729,
        "5": 0,
        "10": 0
      },
      "shadowMaxDrawdown": -0.030142965779467623,
      "shadowTotalReturn": -0.027668757655172516,
      "avgForwardReturn1D": -0.013303344325435729,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2026-06-10",
        "2026-06-11",
        "2026-06-12"
      ],
      "horizonObservationCounts": {
        "1": 2,
        "5": 0,
        "10": 0
      },
      "baselineAvgForwardReturns": {
        "1": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 330,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 30,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 330,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 30,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 330,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 30,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 330,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 30,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 315,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 45,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 315,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 45,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 315,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 45,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 315,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 45,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 297,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 63,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 297,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 63,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 297,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 63,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0,
        "5": 0,
        "10": 0
      },
      "hitRate1D": 0,
      "comboQuality": 0.08356143217817806,
      "eligibleDays": 297,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 63,
      "returnLift1D": -0.0024270793552241847,
      "hitRateLift1D": -0.5373134328358209,
      "activationRate": 0,
      "activationCount": 0,
      "baselineHitRates": {
        "1": 0.5373134328358209,
        "5": 0.6111111111111112,
        "10": 0.5454545454545454
      },
      "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": 0.0024270793552241847,
        "5": 0.011565880087099996,
        "10": 0.012794971560843608
      }
    }
  ],
  "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": 3,
      "comboQuality": 0.2599095271462488,
      "fitnessScore": 0.11978345489341745,
      "lookbackDays": 14,
      "returnLift1D": 0.0015743062839632394,
      "activationRate": 0.03125,
      "activationCount": 11,
      "sampleConfidence": 0.7851636440629889,
      "shadowTotalReturn": 0.03582036114576104,
      "avgForwardReturn1D": 0.004001385639187424
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08499482060671319,
      "fitnessScore": -0.17279466914477393,
      "lookbackDays": 21,
      "returnLift1D": -0.015730423680659914,
      "activationRate": 0.008849557522123894,
      "activationCount": 3,
      "sampleConfidence": 0.5074585284858524,
      "shadowTotalReturn": -0.027668757655172516,
      "avgForwardReturn1D": -0.013303344325435729
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08356143217817806,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 30,
      "returnLift1D": -0.0024270793552241847,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08356143217817806,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 45,
      "returnLift1D": -0.0024270793552241847,
      "activationRate": 0,
      "activationCount": 0,
      "sampleConfidence": 0.25,
      "shadowTotalReturn": 0,
      "avgForwardReturn1D": 0
    },
    {
      "bestTopN": 2,
      "comboQuality": 0.08356143217817806,
      "fitnessScore": -0.1768808511701499,
      "lookbackDays": 63,
      "returnLift1D": -0.0024270793552241847,
      "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": "543d1f9fc4f6e8de9d54990a57ac87f36d2b8f8214cec15556ac58c4aac4aaa2",
    "size": 13,
    "members": [
      "BAH",
      "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",
      "BAH"
    ],
    "lookbacks": [
      14,
      21,
      30,
      45,
      63
    ],
    "forwardDays": [
      1,
      5,
      10
    ],
    "portfolioSizes": [
      2,
      3,
      4,
      5
    ],
    "safetyNetEquity": "VOO"
  },
  "ticker": "BAH",
  "fitScope": "universe_conditioned",
  "algorithm": "force",
  "bestCombo": {
    "topN": 3,
    "ticker": "BAH",
    "hitRates": {
      "1": 0.5420560747663551,
      "5": 0.4854368932038835,
      "10": 0.47058823529411764
    },
    "hitRate1D": 0.5420560747663551,
    "rankWeights": [
      0.4000000000000001,
      0.30000000000000004,
      0.20000000000000004
    ],
    "comboQuality": 0.13198785947807182,
    "eligibleDays": 375,
    "fitnessScore": -0.06436906645934518,
    "lookbackDays": 14,
    "returnLift1D": 0.0007523930482047336,
    "hitRateLift1D": 0.05138940809968845,
    "portfolioSize": 3,
    "activationRate": 0.2853333333333333,
    "activationCount": 107,
    "baselineHitRates": {
      "1": 0.49066666666666664,
      "5": 0.4716981132075472,
      "10": 0.45081967213114754
    },
    "sampleConfidence": 0.994392523364486,
    "shadowSharpeLike": -0.2792401490209639,
    "avgForwardReturns": {
      "1": -0.000764200635172992,
      "5": -0.00588164270000554,
      "10": -0.0103175076254744
    },
    "shadowMaxDrawdown": -0.25954648365984356,
    "shadowTotalReturn": -0.14031540773266904,
    "avgForwardReturn1D": -0.000764200635172992,
    "riskOffActivations": 0,
    "activationDatesSample": [
      "2025-03-17",
      "2025-03-18",
      "2025-03-19",
      "2025-03-20",
      "2025-03-21",
      "2025-04-09",
      "2025-04-10",
      "2025-04-11",
      "2025-04-14",
      "2025-04-15"
    ],
    "horizonObservationCounts": {
      "1": 107,
      "5": 103,
      "10": 102
    },
    "baselineAvgForwardReturns": {
      "1": -0.0015165936833777256,
      "5": -0.007482624751520078,
      "10": -0.01528287951140758
    }
  },
  "dateRange": {
    "end": "2026-07-25",
    "start": "2025-01-01"
  },
  "scoreMode": "blended",
  "calibration": {
    "bestComboQuality": 0.13198785947807182,
    "comboQualityScale": 0.22,
    "comboQualityCenter": 0.35,
    "medianComboQuality": 0.060470370850829125,
    "bestRawFitnessScore": -0.06436906645934518,
    "upperQuartileComboQuality": 0.0733709047600774
  },
  "algorithmFit": {
    "label": "poor",
    "score": 0.1189004899861488,
    "rawScore": 0.1283153630681567,
    "confidence": 0.8532541566825942,
    "bestProfile": {
      "lookbackDays": 14,
      "portfolioSize": 3
    },
    "profileBreadth": 0,
    "recommendedRegion": {
      "lookbackDays": [
        14
      ],
      "portfolioSizes": [
        3
      ]
    },
    "parameterStability": 0.32993154808047465,
    "confidenceAdjustment": "conservative_penalty"
  },
  "rankedCombos": [
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5420560747663551,
        "5": 0.4854368932038835,
        "10": 0.47058823529411764
      },
      "hitRate1D": 0.5420560747663551,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.13198785947807182,
      "eligibleDays": 375,
      "fitnessScore": -0.06436906645934518,
      "lookbackDays": 14,
      "returnLift1D": 0.0007523930482047336,
      "hitRateLift1D": 0.05138940809968845,
      "portfolioSize": 3,
      "activationRate": 0.2853333333333333,
      "activationCount": 107,
      "baselineHitRates": {
        "1": 0.49066666666666664,
        "5": 0.4716981132075472,
        "10": 0.45081967213114754
      },
      "sampleConfidence": 0.994392523364486,
      "shadowSharpeLike": -0.2792401490209639,
      "avgForwardReturns": {
        "1": -0.000764200635172992,
        "5": -0.00588164270000554,
        "10": -0.0103175076254744
      },
      "shadowMaxDrawdown": -0.25954648365984356,
      "shadowTotalReturn": -0.14031540773266904,
      "avgForwardReturn1D": -0.000764200635172992,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-04-09",
        "2025-04-10",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15"
      ],
      "horizonObservationCounts": {
        "1": 107,
        "5": 103,
        "10": 102
      },
      "baselineAvgForwardReturns": {
        "1": -0.0015165936833777256,
        "5": -0.007482624751520078,
        "10": -0.01528287951140758
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.6216216216216216,
        "5": 0.5675675675675675,
        "10": 0.3783783783783784
      },
      "hitRate1D": 0.6216216216216216,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.11198797510432036,
      "eligibleDays": 344,
      "fitnessScore": -0.10553063249289737,
      "lookbackDays": 45,
      "returnLift1D": -0.0023294055548040236,
      "hitRateLift1D": 0.12452859836580765,
      "portfolioSize": 2,
      "activationRate": 0.10755813953488372,
      "activationCount": 37,
      "baselineHitRates": {
        "1": 0.49709302325581395,
        "5": 0.49117647058823527,
        "10": 0.4716417910447761
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.551897855772572,
      "avgForwardReturns": {
        "1": -0.003475630369802333,
        "5": -0.02532938987302542,
        "10": -0.052278139207988954
      },
      "shadowMaxDrawdown": -0.21298963262845771,
      "shadowTotalReturn": -0.14968739605547854,
      "avgForwardReturn1D": -0.003475630369802333,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-24",
        "2025-04-25",
        "2025-04-28",
        "2025-04-29",
        "2025-04-30",
        "2025-05-01",
        "2025-05-02",
        "2025-05-05",
        "2025-05-06",
        "2025-05-07"
      ],
      "horizonObservationCounts": {
        "1": 37,
        "5": 37,
        "10": 37
      },
      "baselineAvgForwardReturns": {
        "1": -0.001146224814998309,
        "5": -0.005871103241683821,
        "10": -0.012202020830974051
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5391304347826087,
        "5": 0.4954954954954955,
        "10": 0.46788990825688076
      },
      "hitRate1D": 0.5391304347826087,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.1092259194137965,
      "eligibleDays": 375,
      "fitnessScore": -0.11170793806769078,
      "lookbackDays": 14,
      "returnLift1D": 0.0004593855773887686,
      "hitRateLift1D": 0.04846376811594205,
      "portfolioSize": 4,
      "activationRate": 0.30666666666666664,
      "activationCount": 115,
      "baselineHitRates": {
        "1": 0.49066666666666664,
        "5": 0.4716981132075472,
        "10": 0.45081967213114754
      },
      "sampleConfidence": 0.9942028985507247,
      "shadowSharpeLike": -0.37853248887374413,
      "avgForwardReturns": {
        "1": -0.001057208105988957,
        "5": -0.005410727393952941,
        "10": -0.010799033205959357
      },
      "shadowMaxDrawdown": -0.2767507270275009,
      "shadowTotalReturn": -0.17559900369522308,
      "avgForwardReturn1D": -0.001057208105988957,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-10",
        "2025-03-12",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-04-09",
        "2025-04-10",
        "2025-04-11"
      ],
      "horizonObservationCounts": {
        "1": 115,
        "5": 111,
        "10": 109
      },
      "baselineAvgForwardReturns": {
        "1": -0.0015165936833777256,
        "5": -0.007482624751520078,
        "10": -0.01528287951140758
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5391304347826087,
        "5": 0.4954954954954955,
        "10": 0.46788990825688076
      },
      "hitRate1D": 0.5391304347826087,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.1092259194137965,
      "eligibleDays": 375,
      "fitnessScore": -0.11170793806769078,
      "lookbackDays": 14,
      "returnLift1D": 0.0004593855773887686,
      "hitRateLift1D": 0.04846376811594205,
      "portfolioSize": 5,
      "activationRate": 0.30666666666666664,
      "activationCount": 115,
      "baselineHitRates": {
        "1": 0.49066666666666664,
        "5": 0.4716981132075472,
        "10": 0.45081967213114754
      },
      "sampleConfidence": 0.9942028985507247,
      "shadowSharpeLike": -0.37853248887374413,
      "avgForwardReturns": {
        "1": -0.001057208105988957,
        "5": -0.005410727393952941,
        "10": -0.010799033205959357
      },
      "shadowMaxDrawdown": -0.2767507270275009,
      "shadowTotalReturn": -0.17559900369522308,
      "avgForwardReturn1D": -0.001057208105988957,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-10",
        "2025-03-12",
        "2025-03-17",
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-03-21",
        "2025-04-09",
        "2025-04-10",
        "2025-04-11"
      ],
      "horizonObservationCounts": {
        "1": 115,
        "5": 111,
        "10": 109
      },
      "baselineAvgForwardReturns": {
        "1": -0.0015165936833777256,
        "5": -0.007482624751520078,
        "10": -0.01528287951140758
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5641025641025641,
        "5": 0.5641025641025641,
        "10": 0.4230769230769231
      },
      "hitRate1D": 0.5641025641025641,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.08206387691849837,
      "eligibleDays": 359,
      "fitnessScore": -0.1812185724289738,
      "lookbackDays": 30,
      "returnLift1D": -0.0009332298400986313,
      "hitRateLift1D": 0.07106635240339976,
      "portfolioSize": 3,
      "activationRate": 0.21727019498607242,
      "activationCount": 78,
      "baselineHitRates": {
        "1": 0.49303621169916434,
        "5": 0.48450704225352115,
        "10": 0.4714285714285714
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.6020366089855042,
      "avgForwardReturns": {
        "1": -0.0021340048403130254,
        "5": -0.0029114423041572,
        "10": -0.019776958134491453
      },
      "shadowMaxDrawdown": -0.2847150041428216,
      "shadowTotalReturn": -0.19372707869147687,
      "avgForwardReturn1D": -0.0021340048403130254,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17",
        "2025-04-21",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25"
      ],
      "horizonObservationCounts": {
        "1": 78,
        "5": 78,
        "10": 78
      },
      "baselineAvgForwardReturns": {
        "1": -0.001200775000214394,
        "5": -0.006119892593427394,
        "10": -0.012281509567101464
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5555555555555556,
        "5": 0.5079365079365079,
        "10": 0.36507936507936506
      },
      "hitRate1D": 0.5555555555555556,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.07047324737393708,
      "eligibleDays": 344,
      "fitnessScore": -0.21747733252273158,
      "lookbackDays": 45,
      "returnLift1D": -0.0014484160974617903,
      "hitRateLift1D": 0.05846253229974163,
      "portfolioSize": 4,
      "activationRate": 0.18313953488372092,
      "activationCount": 63,
      "baselineHitRates": {
        "1": 0.49709302325581395,
        "5": 0.49117647058823527,
        "10": 0.4716417910447761
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.6173848539606571,
      "avgForwardReturns": {
        "1": -0.0025946409124600993,
        "5": -0.016440042746173503,
        "10": -0.040099641081118687
      },
      "shadowMaxDrawdown": -0.2973593927732755,
      "shadowTotalReturn": -0.18578519008614192,
      "avgForwardReturn1D": -0.0025946409124600993,
      "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": 63,
        "5": 63,
        "10": 63
      },
      "baselineAvgForwardReturns": {
        "1": -0.001146224814998309,
        "5": -0.005871103241683821,
        "10": -0.012202020830974051
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5555555555555556,
        "5": 0.5079365079365079,
        "10": 0.36507936507936506
      },
      "hitRate1D": 0.5555555555555556,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.07047324737393708,
      "eligibleDays": 344,
      "fitnessScore": -0.21747733252273158,
      "lookbackDays": 45,
      "returnLift1D": -0.0014484160974617903,
      "hitRateLift1D": 0.05846253229974163,
      "portfolioSize": 5,
      "activationRate": 0.18313953488372092,
      "activationCount": 63,
      "baselineHitRates": {
        "1": 0.49709302325581395,
        "5": 0.49117647058823527,
        "10": 0.4716417910447761
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.6173848539606571,
      "avgForwardReturns": {
        "1": -0.0025946409124600993,
        "5": -0.016440042746173503,
        "10": -0.040099641081118687
      },
      "shadowMaxDrawdown": -0.2973593927732755,
      "shadowTotalReturn": -0.18578519008614192,
      "avgForwardReturn1D": -0.0025946409124600993,
      "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": 63,
        "5": 63,
        "10": 63
      },
      "baselineAvgForwardReturns": {
        "1": -0.001146224814998309,
        "5": -0.005871103241683821,
        "10": -0.012202020830974051
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.4945054945054945,
        "5": 0.4725274725274725,
        "10": 0.46153846153846156
      },
      "hitRate1D": 0.4945054945054945,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.06796223453085996,
      "eligibleDays": 368,
      "fitnessScore": -0.2260526548484213,
      "lookbackDays": 21,
      "returnLift1D": -0.00018857977203552223,
      "hitRateLift1D": 0.005375059722885822,
      "portfolioSize": 3,
      "activationRate": 0.24728260869565216,
      "activationCount": 91,
      "baselineHitRates": {
        "1": 0.4891304347826087,
        "5": 0.4725274725274725,
        "10": 0.4596100278551532
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.5960052235296415,
      "avgForwardReturns": {
        "1": -0.001599896813897991,
        "5": -0.007457040430620624,
        "10": -0.01566260233206163
      },
      "shadowMaxDrawdown": -0.27347210538885325,
      "shadowTotalReturn": -0.175978818364939,
      "avgForwardReturn1D": -0.001599896813897991,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-31",
        "2025-04-01",
        "2025-04-02",
        "2025-04-03",
        "2025-04-04",
        "2025-04-14",
        "2025-04-15",
        "2025-04-17",
        "2025-04-21",
        "2025-04-22"
      ],
      "horizonObservationCounts": {
        "1": 91,
        "5": 91,
        "10": 91
      },
      "baselineAvgForwardReturns": {
        "1": -0.0014113170418624688,
        "5": -0.007364565623619346,
        "10": -0.014491518817290125
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.48598130841121495,
        "5": 0.4716981132075472,
        "10": 0.4716981132075472
      },
      "hitRate1D": 0.48598130841121495,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.06059191221978008,
      "eligibleDays": 368,
      "fitnessScore": -0.2530394833373063,
      "lookbackDays": 21,
      "returnLift1D": -0.00006352851008092019,
      "hitRateLift1D": -0.003149126371393751,
      "portfolioSize": 4,
      "activationRate": 0.2907608695652174,
      "activationCount": 107,
      "baselineHitRates": {
        "1": 0.4891304347826087,
        "5": 0.4725274725274725,
        "10": 0.4596100278551532
      },
      "sampleConfidence": 0.9987538940809969,
      "shadowSharpeLike": -0.6317821864080683,
      "avgForwardReturns": {
        "1": -0.001474845551943389,
        "5": -0.005936665555030477,
        "10": -0.01630014519180853
      },
      "shadowMaxDrawdown": -0.3301536264613375,
      "shadowTotalReturn": -0.19025788309968095,
      "avgForwardReturn1D": -0.001474845551943389,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-31",
        "2025-04-01",
        "2025-04-02",
        "2025-04-03",
        "2025-04-04",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-17",
        "2025-04-21"
      ],
      "horizonObservationCounts": {
        "1": 107,
        "5": 106,
        "10": 106
      },
      "baselineAvgForwardReturns": {
        "1": -0.0014113170418624688,
        "5": -0.007364565623619346,
        "10": -0.014491518817290125
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.48598130841121495,
        "5": 0.4716981132075472,
        "10": 0.4716981132075472
      },
      "hitRate1D": 0.48598130841121495,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.06059191221978008,
      "eligibleDays": 368,
      "fitnessScore": -0.2530394833373063,
      "lookbackDays": 21,
      "returnLift1D": -0.00006352851008092019,
      "hitRateLift1D": -0.003149126371393751,
      "portfolioSize": 5,
      "activationRate": 0.2907608695652174,
      "activationCount": 107,
      "baselineHitRates": {
        "1": 0.4891304347826087,
        "5": 0.4725274725274725,
        "10": 0.4596100278551532
      },
      "sampleConfidence": 0.9987538940809969,
      "shadowSharpeLike": -0.6317821864080683,
      "avgForwardReturns": {
        "1": -0.001474845551943389,
        "5": -0.005936665555030477,
        "10": -0.01630014519180853
      },
      "shadowMaxDrawdown": -0.3301536264613375,
      "shadowTotalReturn": -0.19025788309968095,
      "avgForwardReturn1D": -0.001474845551943389,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-31",
        "2025-04-01",
        "2025-04-02",
        "2025-04-03",
        "2025-04-04",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-17",
        "2025-04-21"
      ],
      "horizonObservationCounts": {
        "1": 107,
        "5": 106,
        "10": 106
      },
      "baselineAvgForwardReturns": {
        "1": -0.0014113170418624688,
        "5": -0.007364565623619346,
        "10": -0.014491518817290125
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5740740740740741,
        "5": 0.5185185185185185,
        "10": 0.35185185185185186
      },
      "hitRate1D": 0.5740740740740741,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.060348829481878176,
      "eligibleDays": 344,
      "fitnessScore": -0.25398077505419114,
      "lookbackDays": 45,
      "returnLift1D": -0.0024110085529049285,
      "hitRateLift1D": 0.07698105081826012,
      "portfolioSize": 3,
      "activationRate": 0.1569767441860465,
      "activationCount": 54,
      "baselineHitRates": {
        "1": 0.49709302325581395,
        "5": 0.49117647058823527,
        "10": 0.4716417910447761
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.747511991968339,
      "avgForwardReturns": {
        "1": -0.0035572333679032377,
        "5": -0.0172400622406139,
        "10": -0.04335174237238163
      },
      "shadowMaxDrawdown": -0.30369807821854977,
      "shadowTotalReturn": -0.20603848978083905,
      "avgForwardReturn1D": -0.0035572333679032377,
      "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": 54,
        "5": 54,
        "10": 54
      },
      "baselineAvgForwardReturns": {
        "1": -0.001146224814998309,
        "5": -0.005871103241683821,
        "10": -0.012202020830974051
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.625,
        "5": 0.375,
        "10": 0
      },
      "hitRate1D": 0.625,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.059558968434642534,
      "eligibleDays": 326,
      "fitnessScore": -0.25706405316709974,
      "lookbackDays": 63,
      "returnLift1D": -0.014016239497949974,
      "hitRateLift1D": 0.12806748466257667,
      "portfolioSize": 2,
      "activationRate": 0.024539877300613498,
      "activationCount": 8,
      "baselineHitRates": {
        "1": 0.49693251533742333,
        "5": 0.48757763975155277,
        "10": 0.4668769716088328
      },
      "sampleConfidence": 0.7978505426185218,
      "shadowSharpeLike": -0.6365160754068276,
      "avgForwardReturns": {
        "1": -0.01522157334312163,
        "5": -0.09511500337478013,
        "10": -0.18332633818531827
      },
      "shadowMaxDrawdown": -0.16927981765594047,
      "shadowTotalReturn": -0.12963049071529198,
      "avgForwardReturn1D": -0.01522157334312163,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23"
      ],
      "horizonObservationCounts": {
        "1": 8,
        "5": 8,
        "10": 8
      },
      "baselineAvgForwardReturns": {
        "1": -0.0012053338451716558,
        "5": -0.005852908357388889,
        "10": -0.012532831144019646
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5421686746987951,
        "5": 0.5421686746987951,
        "10": 0.40963855421686746
      },
      "hitRate1D": 0.5421686746987951,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.04812868773464778,
      "eligibleDays": 359,
      "fitnessScore": -0.3066013149383179,
      "lookbackDays": 30,
      "returnLift1D": -0.0015966516446152721,
      "hitRateLift1D": 0.04913246299963081,
      "portfolioSize": 4,
      "activationRate": 0.23119777158774374,
      "activationCount": 83,
      "baselineHitRates": {
        "1": 0.49303621169916434,
        "5": 0.48450704225352115,
        "10": 0.4714285714285714
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.8191680640445341,
      "avgForwardReturns": {
        "1": -0.0027974266448296662,
        "5": -0.006197704030298823,
        "10": -0.02614175504299953
      },
      "shadowMaxDrawdown": -0.33502848347256775,
      "shadowTotalReturn": -0.2489303680571624,
      "avgForwardReturn1D": -0.0027974266448296662,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17",
        "2025-04-21",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25"
      ],
      "horizonObservationCounts": {
        "1": 83,
        "5": 83,
        "10": 83
      },
      "baselineAvgForwardReturns": {
        "1": -0.001200775000214394,
        "5": -0.006119892593427394,
        "10": -0.012281509567101464
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5421686746987951,
        "5": 0.5421686746987951,
        "10": 0.40963855421686746
      },
      "hitRate1D": 0.5421686746987951,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.04812868773464778,
      "eligibleDays": 359,
      "fitnessScore": -0.3066013149383179,
      "lookbackDays": 30,
      "returnLift1D": -0.0015966516446152721,
      "hitRateLift1D": 0.04913246299963081,
      "portfolioSize": 5,
      "activationRate": 0.23119777158774374,
      "activationCount": 83,
      "baselineHitRates": {
        "1": 0.49303621169916434,
        "5": 0.48450704225352115,
        "10": 0.4714285714285714
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.8191680640445341,
      "avgForwardReturns": {
        "1": -0.0027974266448296662,
        "5": -0.006197704030298823,
        "10": -0.02614175504299953
      },
      "shadowMaxDrawdown": -0.33502848347256775,
      "shadowTotalReturn": -0.2489303680571624,
      "avgForwardReturn1D": -0.0027974266448296662,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17",
        "2025-04-21",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25"
      ],
      "horizonObservationCounts": {
        "1": 83,
        "5": 83,
        "10": 83
      },
      "baselineAvgForwardReturns": {
        "1": -0.001200775000214394,
        "5": -0.006119892593427394,
        "10": -0.012281509567101464
      }
    },
    {
      "topN": 3,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.6,
        "5": 0.4,
        "10": 0
      },
      "hitRate1D": 0.6,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004
      ],
      "comboQuality": 0.04186426005570258,
      "eligibleDays": 326,
      "fitnessScore": -0.33872253514473843,
      "lookbackDays": 63,
      "returnLift1D": -0.014058866908354136,
      "hitRateLift1D": 0.10306748466257665,
      "portfolioSize": 3,
      "activationRate": 0.03067484662576687,
      "activationCount": 10,
      "baselineHitRates": {
        "1": 0.49693251533742333,
        "5": 0.48757763975155277,
        "10": 0.4668769716088328
      },
      "sampleConfidence": 0.8389087296526012,
      "shadowSharpeLike": -0.7783751865902534,
      "avgForwardReturns": {
        "1": -0.015264200753525792,
        "5": -0.08130109863275488,
        "10": -0.15850982124561316
      },
      "shadowMaxDrawdown": -0.19703723637877635,
      "shadowTotalReturn": -0.15871273937889652,
      "avgForwardReturn1D": -0.015264200753525792,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23",
        "2026-05-27",
        "2026-06-02"
      ],
      "horizonObservationCounts": {
        "1": 10,
        "5": 10,
        "10": 10
      },
      "baselineAvgForwardReturns": {
        "1": -0.0012053338451716558,
        "5": -0.005852908357388889,
        "10": -0.012532831144019646
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.47619047619047616,
        "5": 0.4444444444444444,
        "10": 0.4603174603174603
      },
      "hitRate1D": 0.47619047619047616,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.03298442979165057,
      "eligibleDays": 368,
      "fitnessScore": -0.3931993736764627,
      "lookbackDays": 21,
      "returnLift1D": -0.00189039895957686,
      "hitRateLift1D": -0.012939958592132539,
      "portfolioSize": 2,
      "activationRate": 0.17119565217391305,
      "activationCount": 63,
      "baselineHitRates": {
        "1": 0.4891304347826087,
        "5": 0.4725274725274725,
        "10": 0.4596100278551532
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -0.9464989246039658,
      "avgForwardReturns": {
        "1": -0.003301716001439329,
        "5": -0.011514640883725806,
        "10": -0.016141144277681468
      },
      "shadowMaxDrawdown": -0.2917623517206509,
      "shadowTotalReturn": -0.21888079498526836,
      "avgForwardReturn1D": -0.003301716001439329,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-31",
        "2025-04-01",
        "2025-04-04",
        "2025-04-17",
        "2025-04-21",
        "2025-04-22",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28"
      ],
      "horizonObservationCounts": {
        "1": 63,
        "5": 63,
        "10": 63
      },
      "baselineAvgForwardReturns": {
        "1": -0.0014113170418624688,
        "5": -0.007364565623619346,
        "10": -0.014491518817290125
      }
    },
    {
      "topN": 4,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0.4375,
        "10": 0.0625
      },
      "hitRate1D": 0.5,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.030953975842603,
      "eligibleDays": 326,
      "fitnessScore": -0.4076383443754325,
      "lookbackDays": 63,
      "returnLift1D": -0.00848166679209251,
      "hitRateLift1D": 0.0030674846625766694,
      "portfolioSize": 4,
      "activationRate": 0.049079754601226995,
      "activationCount": 16,
      "baselineHitRates": {
        "1": 0.49693251533742333,
        "5": 0.48757763975155277,
        "10": 0.4668769716088328
      },
      "sampleConfidence": 0.9419349550499538,
      "shadowSharpeLike": -0.7292471964111606,
      "avgForwardReturns": {
        "1": -0.009687000637264166,
        "5": -0.050030507155936765,
        "10": -0.1218054198564072
      },
      "shadowMaxDrawdown": -0.19587020390092846,
      "shadowTotalReturn": -0.16391221790753263,
      "avgForwardReturn1D": -0.009687000637264166,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23",
        "2026-01-29"
      ],
      "horizonObservationCounts": {
        "1": 16,
        "5": 16,
        "10": 16
      },
      "baselineAvgForwardReturns": {
        "1": -0.0012053338451716558,
        "5": -0.005852908357388889,
        "10": -0.012532831144019646
      }
    },
    {
      "topN": 5,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0.4375,
        "10": 0.0625
      },
      "hitRate1D": 0.5,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004,
        0.20000000000000004,
        0.10000000000000002
      ],
      "comboQuality": 0.030953975842603,
      "eligibleDays": 326,
      "fitnessScore": -0.4076383443754325,
      "lookbackDays": 63,
      "returnLift1D": -0.00848166679209251,
      "hitRateLift1D": 0.0030674846625766694,
      "portfolioSize": 5,
      "activationRate": 0.049079754601226995,
      "activationCount": 16,
      "baselineHitRates": {
        "1": 0.49693251533742333,
        "5": 0.48757763975155277,
        "10": 0.4668769716088328
      },
      "sampleConfidence": 0.9419349550499538,
      "shadowSharpeLike": -0.7292471964111606,
      "avgForwardReturns": {
        "1": -0.009687000637264166,
        "5": -0.050030507155936765,
        "10": -0.1218054198564072
      },
      "shadowMaxDrawdown": -0.19587020390092846,
      "shadowTotalReturn": -0.16391221790753263,
      "avgForwardReturn1D": -0.009687000637264166,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-05-13",
        "2025-05-14",
        "2025-05-15",
        "2025-05-16",
        "2025-05-19",
        "2025-05-20",
        "2025-05-21",
        "2025-05-22",
        "2025-05-23",
        "2026-01-29"
      ],
      "horizonObservationCounts": {
        "1": 16,
        "5": 16,
        "10": 16
      },
      "baselineAvgForwardReturns": {
        "1": -0.0012053338451716558,
        "5": -0.005852908357388889,
        "10": -0.012532831144019646
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5,
        "5": 0.4634146341463415,
        "10": 0.43209876543209874
      },
      "hitRate1D": 0.5,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.02634089680151396,
      "eligibleDays": 375,
      "fitnessScore": -0.4441864706145799,
      "lookbackDays": 14,
      "returnLift1D": -0.001936452329933443,
      "hitRateLift1D": 0.00933333333333336,
      "portfolioSize": 2,
      "activationRate": 0.22933333333333333,
      "activationCount": 86,
      "baselineHitRates": {
        "1": 0.49066666666666664,
        "5": 0.4716981132075472,
        "10": 0.45081967213114754
      },
      "sampleConfidence": 0.9930232558139536,
      "shadowSharpeLike": -0.9067642034076228,
      "avgForwardReturns": {
        "1": -0.0034530460133111686,
        "5": -0.00919373462914314,
        "10": -0.0162666421914483
      },
      "shadowMaxDrawdown": -0.355098863787754,
      "shadowTotalReturn": -0.3055235123125679,
      "avgForwardReturn1D": -0.0034530460133111686,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-03-18",
        "2025-03-19",
        "2025-03-20",
        "2025-04-09",
        "2025-04-10",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17"
      ],
      "horizonObservationCounts": {
        "1": 86,
        "5": 82,
        "10": 81
      },
      "baselineAvgForwardReturns": {
        "1": -0.0015165936833777256,
        "5": -0.007482624751520078,
        "10": -0.01528287951140758
      }
    },
    {
      "topN": 2,
      "ticker": "BAH",
      "hitRates": {
        "1": 0.5254237288135594,
        "5": 0.559322033898305,
        "10": 0.4406779661016949
      },
      "hitRate1D": 0.5254237288135594,
      "rankWeights": [
        0.4000000000000001,
        0.30000000000000004
      ],
      "comboQuality": 0.024922567764769296,
      "eligibleDays": 359,
      "fitnessScore": -0.456683494449983,
      "lookbackDays": 30,
      "returnLift1D": -0.0036974703495520128,
      "hitRateLift1D": 0.032387517114395026,
      "portfolioSize": 2,
      "activationRate": 0.16434540389972144,
      "activationCount": 59,
      "baselineHitRates": {
        "1": 0.49303621169916434,
        "5": 0.48450704225352115,
        "10": 0.4714285714285714
      },
      "sampleConfidence": 1,
      "shadowSharpeLike": -1.0682042453260676,
      "avgForwardReturns": {
        "1": -0.004898245349766407,
        "5": -0.004648961085084649,
        "10": -0.014543366160257466
      },
      "shadowMaxDrawdown": -0.34571369688270814,
      "shadowTotalReturn": -0.28347164161822236,
      "avgForwardReturn1D": -0.004898245349766407,
      "riskOffActivations": 0,
      "activationDatesSample": [
        "2025-04-04",
        "2025-04-11",
        "2025-04-14",
        "2025-04-15",
        "2025-04-16",
        "2025-04-17",
        "2025-04-23",
        "2025-04-24",
        "2025-04-25",
        "2025-04-28"
      ],
      "horizonObservationCounts": {
        "1": 59,
        "5": 59,
        "10": 59
      },
      "baselineAvgForwardReturns": {
        "1": -0.001200775000214394,
        "5": -0.006119892593427394,
        "10": -0.012281509567101464
      }
    }
  ],
  "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": 0.13198785947807182,
      "fitnessScore": -0.06436906645934518,
      "lookbackDays": 14,
      "returnLift1D": 0.0007523930482047336,
      "activationRate": 0.2853333333333333,
      "activationCount": 107,
      "sampleConfidence": 0.994392523364486,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": -0.14031540773266904,
      "avgForwardReturn1D": -0.000764200635172992
    },
    {
      "comboQuality": 0.06796223453085996,
      "fitnessScore": -0.2260526548484213,
      "lookbackDays": 21,
      "returnLift1D": -0.00018857977203552223,
      "activationRate": 0.24728260869565216,
      "activationCount": 91,
      "sampleConfidence": 1,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": -0.175978818364939,
      "avgForwardReturn1D": -0.001599896813897991
    },
    {
      "comboQuality": 0.08206387691849837,
      "fitnessScore": -0.1812185724289738,
      "lookbackDays": 30,
      "returnLift1D": -0.0009332298400986313,
      "activationRate": 0.21727019498607242,
      "activationCount": 78,
      "sampleConfidence": 1,
      "bestPortfolioSize": 3,
      "shadowTotalReturn": -0.19372707869147687,
      "avgForwardReturn1D": -0.0021340048403130254
    },
    {
      "comboQuality": 0.11198797510432036,
      "fitnessScore": -0.10553063249289737,
      "lookbackDays": 45,
      "returnLift1D": -0.0023294055548040236,
      "activationRate": 0.10755813953488372,
      "activationCount": 37,
      "sampleConfidence": 1,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.14968739605547854,
      "avgForwardReturn1D": -0.003475630369802333
    },
    {
      "comboQuality": 0.059558968434642534,
      "fitnessScore": -0.25706405316709974,
      "lookbackDays": 63,
      "returnLift1D": -0.014016239497949974,
      "activationRate": 0.024539877300613498,
      "activationCount": 8,
      "sampleConfidence": 0.7978505426185218,
      "bestPortfolioSize": 2,
      "shadowTotalReturn": -0.12963049071529198,
      "avgForwardReturn1D": -0.01522157334312163
    }
  ],
  "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": "543d1f9fc4f6e8de9d54990a57ac87f36d2b8f8214cec15556ac58c4aac4aaa2",
    "size": 13,
    "members": [
      "BAH",
      "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."
}