{
  "schema": "patchline-bench-training-proof-v1",
  "trainingRuns": 1200,
  "validationRuns": 300,
  "heldOutRuns": 300,
  "uniqueRunSeeds": 1800,
  "splitPolicy": "Run-level independent seeds; scaler fitted to training only; epoch selected on validation; held-out test used once for report",
  "heldOutAccuracy": 0.8966666666666666,
  "macroF1": 0.894122971046048,
  "perClassF1": {
    "steady": 0.8658008658008658,
    "shift": 1.0,
    "sensor_fault": 0.8165680473372781
  },
  "confusionMatrix": [
    [
      100,
      0,
      0
    ],
    [
      0,
      100,
      0
    ],
    [
      31,
      0,
      69
    ]
  ],
  "selectedEpoch": 590,
  "history": [
    {
      "epoch": 0,
      "validationLoss": 0.8796146966637396
    },
    {
      "epoch": 10,
      "validationLoss": 0.5333659709134936
    },
    {
      "epoch": 20,
      "validationLoss": 0.4494966033777813
    },
    {
      "epoch": 30,
      "validationLoss": 0.4037404971926373
    },
    {
      "epoch": 40,
      "validationLoss": 0.37139867267082993
    },
    {
      "epoch": 50,
      "validationLoss": 0.3461403867966176
    },
    {
      "epoch": 60,
      "validationLoss": 0.32555761164013985
    },
    {
      "epoch": 70,
      "validationLoss": 0.3084695969713099
    },
    {
      "epoch": 80,
      "validationLoss": 0.2941694998545063
    },
    {
      "epoch": 90,
      "validationLoss": 0.28215966440777546
    },
    {
      "epoch": 100,
      "validationLoss": 0.2720492094323552
    },
    {
      "epoch": 110,
      "validationLoss": 0.26351440174708063
    },
    {
      "epoch": 120,
      "validationLoss": 0.2562832772656368
    },
    {
      "epoch": 130,
      "validationLoss": 0.25012833157861775
    },
    {
      "epoch": 140,
      "validationLoss": 0.24486111281837714
    },
    {
      "epoch": 150,
      "validationLoss": 0.24032696787492738
    },
    {
      "epoch": 160,
      "validationLoss": 0.23639982430898357
    },
    {
      "epoch": 170,
      "validationLoss": 0.23297728299596693
    },
    {
      "epoch": 180,
      "validationLoss": 0.2299762541639853
    },
    {
      "epoch": 190,
      "validationLoss": 0.22732923884464298
    },
    {
      "epoch": 200,
      "validationLoss": 0.2249812533801842
    },
    {
      "epoch": 210,
      "validationLoss": 0.22288733572687625
    },
    {
      "epoch": 220,
      "validationLoss": 0.22101054863327255
    },
    {
      "epoch": 230,
      "validationLoss": 0.21932039222942257
    },
    {
      "epoch": 240,
      "validationLoss": 0.21779154646491244
    },
    {
      "epoch": 250,
      "validationLoss": 0.2164028756465959
    },
    {
      "epoch": 260,
      "validationLoss": 0.21513663957493245
    },
    {
      "epoch": 270,
      "validationLoss": 0.21397786686902748
    },
    {
      "epoch": 280,
      "validationLoss": 0.21291385545003222
    },
    {
      "epoch": 290,
      "validationLoss": 0.21193377278102712
    },
    {
      "epoch": 300,
      "validationLoss": 0.2110283345220512
    },
    {
      "epoch": 310,
      "validationLoss": 0.2101895450059438
    },
    {
      "epoch": 320,
      "validationLoss": 0.20941048662795356
    },
    {
      "epoch": 330,
      "validationLoss": 0.20868514809351724
    },
    {
      "epoch": 340,
      "validationLoss": 0.2080082836697828
    },
    {
      "epoch": 350,
      "validationLoss": 0.20737529728576828
    },
    {
      "epoch": 360,
      "validationLoss": 0.20678214663976865
    },
    {
      "epoch": 370,
      "validationLoss": 0.2062252634906011
    },
    {
      "epoch": 380,
      "validationLoss": 0.2057014871004454
    },
    {
      "epoch": 390,
      "validationLoss": 0.20520800841404602
    },
    {
      "epoch": 400,
      "validationLoss": 0.20474232304204285
    },
    {
      "epoch": 410,
      "validationLoss": 0.20430219149579473
    },
    {
      "epoch": 420,
      "validationLoss": 0.20388560542062037
    },
    {
      "epoch": 430,
      "validationLoss": 0.20349075881175963
    },
    {
      "epoch": 440,
      "validationLoss": 0.2031160233862633
    },
    {
      "epoch": 450,
      "validationLoss": 0.20275992743496735
    },
    {
      "epoch": 460,
      "validationLoss": 0.2024211375998422
    },
    {
      "epoch": 470,
      "validationLoss": 0.20209844311960232
    },
    {
      "epoch": 480,
      "validationLoss": 0.20179074216542256
    },
    {
      "epoch": 490,
      "validationLoss": 0.20149702995273605
    },
    {
      "epoch": 500,
      "validationLoss": 0.20121638836738232
    },
    {
      "epoch": 510,
      "validationLoss": 0.20094797688717259
    },
    {
      "epoch": 520,
      "validationLoss": 0.20069102461510352
    },
    {
      "epoch": 530,
      "validationLoss": 0.20044482326944096
    },
    {
      "epoch": 540,
      "validationLoss": 0.20020872099988668
    },
    {
      "epoch": 550,
      "validationLoss": 0.19998211691895823
    },
    {
      "epoch": 560,
      "validationLoss": 0.19976445625430744
    },
    {
      "epoch": 570,
      "validationLoss": 0.19955522604157194
    },
    {
      "epoch": 580,
      "validationLoss": 0.19935395128898417
    },
    {
      "epoch": 590,
      "validationLoss": 0.19916019155474385
    }
  ],
  "seconds": 0.22282079100841656,
  "modelSHA256": "f5a4a38f2a92944426aa55fa36721701f99b179aa4a8adee6c10efdf4592489f",
  "scope": "Classifies injected simulator families. Probabilities are not clinical infection risk. No therapy output."
}