{
  "backbone": "resnet18",
  "device": "mps",
  "preprocess": {
    "norm": "percentile",
    "p_low": 0.5,
    "p_high": 99.5,
    "imagenet_norm": true,
    "input_size": 224
  },
  "labels_csv": "labels/labels_images.csv",
  "split_file": null,
  "seed": 42,
  "balance": "none",
  "pos_weight": null,
  "epochs_run": 82,
  "best_epoch": 57,
  "threshold": -0.13703127205371857,
  "train_size": 198,
  "val_size": 53,
  "train_studies": 81,
  "val_studies": 19,
  "best_val_metrics": {
    "accuracy": 0.6792452830188679,
    "precision": 0.4782608695652174,
    "recall": 0.6875,
    "f1": 0.5641025641025641,
    "tp": 11,
    "tn": 25,
    "fp": 12,
    "fn": 5,
    "threshold_logit": -0.13703127205371857,
    "threshold_prob": 0.46579569578170776,
    "n": 53,
    "n_pos": 16,
    "roc_auc": 0.6689189189189189,
    "pr_auc": 0.47689226627719356,
    "confusion_matrix": [
      [
        25,
        12
      ],
      [
        5,
        11
      ]
    ]
  },
  "val_metrics_per_region": {
    "spine": {
      "accuracy": 0.8947368421052632,
      "precision": 0.8,
      "recall": 0.8,
      "f1": 0.8,
      "tp": 4,
      "tn": 13,
      "fp": 1,
      "fn": 1,
      "threshold_logit": -0.13703127205371857,
      "threshold_prob": 0.46579569578170776,
      "n": 19,
      "n_pos": 5,
      "roc_auc": 0.9285714285714286,
      "pr_auc": 0.7861904761904761,
      "confusion_matrix": [
        [
          13,
          1
        ],
        [
          1,
          4
        ]
      ]
    },
    "hip_right": {
      "accuracy": 0.6470588235294118,
      "precision": 0.5,
      "recall": 0.6666666666666666,
      "f1": 0.5714285714285714,
      "tp": 4,
      "tn": 7,
      "fp": 4,
      "fn": 2,
      "threshold_logit": -0.13703127205371857,
      "threshold_prob": 0.46579569578170776,
      "n": 17,
      "n_pos": 6,
      "roc_auc": 0.6060606060606061,
      "pr_auc": 0.5382575757575757,
      "confusion_matrix": [
        [
          7,
          4
        ],
        [
          2,
          4
        ]
      ]
    },
    "hip_left": {
      "accuracy": 0.47058823529411764,
      "precision": 0.3,
      "recall": 0.6,
      "f1": 0.4,
      "tp": 3,
      "tn": 5,
      "fp": 7,
      "fn": 2,
      "threshold_logit": -0.13703127205371857,
      "threshold_prob": 0.46579569578170776,
      "n": 17,
      "n_pos": 5,
      "roc_auc": 0.5666666666666667,
      "pr_auc": 0.5266666666666666,
      "confusion_matrix": [
        [
          5,
          7
        ],
        [
          2,
          3
        ]
      ]
    }
  },
  "history": [
    {
      "epoch": 1,
      "train_loss": 1.052213277479615,
      "val_loss": 1.0254724475572694,
      "threshold_logit": -0.4807283878326416,
      "threshold_prob": 0.38208016753196716,
      "val_accuracy": 0.4528301886792453,
      "val_precision": 0.35555555555555557,
      "val_recall": 1.0,
      "val_f1": 0.5245901639344263,
      "val_tp": 16,
      "val_tn": 8,
      "val_fp": 29,
      "val_fn": 0,
      "val_threshold_logit": -0.4807283878326416,
      "val_threshold_prob": 0.38208016753196716,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5050675675675675,
      "val_pr_auc": 0.32262050153159977
    },
    {
      "epoch": 2,
      "train_loss": 0.8700553696564953,
      "val_loss": 0.928673970249464,
      "threshold_logit": -0.43716922402381897,
      "threshold_prob": 0.39241570234298706,
      "val_accuracy": 0.4716981132075472,
      "val_precision": 0.36363636363636365,
      "val_recall": 1.0,
      "val_f1": 0.5333333333333333,
      "val_tp": 16,
      "val_tn": 9,
      "val_fp": 28,
      "val_fn": 0,
      "val_threshold_logit": -0.43716922402381897,
      "val_threshold_prob": 0.39241570234298706,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5050675675675675,
      "val_pr_auc": 0.319958544469824
    },
    {
      "epoch": 3,
      "train_loss": 0.7816087441010908,
      "val_loss": 0.8767084389362695,
      "threshold_logit": -0.3387767970561981,
      "threshold_prob": 0.41610661149024963,
      "val_accuracy": 0.4716981132075472,
      "val_precision": 0.36363636363636365,
      "val_recall": 1.0,
      "val_f1": 0.5333333333333333,
      "val_tp": 16,
      "val_tn": 9,
      "val_fp": 28,
      "val_fn": 0,
      "val_threshold_logit": -0.3387767970561981,
      "val_threshold_prob": 0.41610661149024963,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5236486486486487,
      "val_pr_auc": 0.33094056340754846
    },
    {
      "epoch": 4,
      "train_loss": 0.7250454672659287,
      "val_loss": 0.8439583620935116,
      "threshold_logit": -0.3994278609752655,
      "threshold_prob": 0.4014497995376587,
      "val_accuracy": 0.4716981132075472,
      "val_precision": 0.36363636363636365,
      "val_recall": 1.0,
      "val_f1": 0.5333333333333333,
      "val_tp": 16,
      "val_tn": 9,
      "val_fp": 28,
      "val_fn": 0,
      "val_threshold_logit": -0.3994278609752655,
      "val_threshold_prob": 0.4014497995376587,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5456081081081081,
      "val_pr_auc": 0.33903904334373497
    },
    {
      "epoch": 5,
      "train_loss": 0.6847002397884022,
      "val_loss": 0.8188767961735995,
      "threshold_logit": -0.4579009711742401,
      "threshold_prob": 0.3874838948249817,
      "val_accuracy": 0.4716981132075472,
      "val_precision": 0.36363636363636365,
      "val_recall": 1.0,
      "val_f1": 0.5333333333333333,
      "val_tp": 16,
      "val_tn": 9,
      "val_fp": 28,
      "val_fn": 0,
      "val_threshold_logit": -0.4579009711742401,
      "val_threshold_prob": 0.3874838948249817,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5456081081081081,
      "val_pr_auc": 0.3355854926030866
    },
    {
      "epoch": 6,
      "train_loss": 0.6493551586613511,
      "val_loss": 0.7994165994086355,
      "threshold_logit": -0.4996081590652466,
      "threshold_prob": 0.3776327669620514,
      "val_accuracy": 0.4716981132075472,
      "val_precision": 0.36363636363636365,
      "val_recall": 1.0,
      "val_f1": 0.5333333333333333,
      "val_tp": 16,
      "val_tn": 9,
      "val_fp": 28,
      "val_fn": 0,
      "val_threshold_logit": -0.4996081590652466,
      "val_threshold_prob": 0.3776327669620514,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5793918918918919,
      "val_pr_auc": 0.3571489616029297
    },
    {
      "epoch": 7,
      "train_loss": 0.6215263737572564,
      "val_loss": 0.7855601524407009,
      "threshold_logit": -0.3794620931148529,
      "threshold_prob": 0.40625664591789246,
      "val_accuracy": 0.49056603773584906,
      "val_precision": 0.36585365853658536,
      "val_recall": 0.9375,
      "val_f1": 0.5263157894736842,
      "val_tp": 15,
      "val_tn": 11,
      "val_fp": 26,
      "val_fn": 1,
      "val_threshold_logit": -0.3794620931148529,
      "val_threshold_prob": 0.40625664591789246,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5861486486486487,
      "val_pr_auc": 0.3594386145512505
    },
    {
      "epoch": 8,
      "train_loss": 0.5980594332772072,
      "val_loss": 0.769315390092022,
      "threshold_logit": -0.22449341416358948,
      "threshold_prob": 0.444111168384552,
      "val_accuracy": 0.5471698113207547,
      "val_precision": 0.3888888888888889,
      "val_recall": 0.875,
      "val_f1": 0.5384615384615384,
      "val_tp": 14,
      "val_tn": 15,
      "val_fp": 22,
      "val_fn": 2,
      "val_threshold_logit": -0.22449341416358948,
      "val_threshold_prob": 0.444111168384552,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5979729729729729,
      "val_pr_auc": 0.36324170807987644
    },
    {
      "epoch": 9,
      "train_loss": 0.5794648166858789,
      "val_loss": 0.7594636824895751,
      "threshold_logit": -0.25241199135780334,
      "threshold_prob": 0.4372299313545227,
      "val_accuracy": 0.5471698113207547,
      "val_precision": 0.3888888888888889,
      "val_recall": 0.875,
      "val_f1": 0.5384615384615384,
      "val_tp": 14,
      "val_tn": 15,
      "val_fp": 22,
      "val_fn": 2,
      "val_threshold_logit": -0.25241199135780334,
      "val_threshold_prob": 0.4372299313545227,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.5996621621621622,
      "val_pr_auc": 0.36474879424980683
    },
    {
      "epoch": 10,
      "train_loss": 0.5610482144837428,
      "val_loss": 0.7530053460373068,
      "threshold_logit": -0.24721486866474152,
      "threshold_prob": 0.43850913643836975,
      "val_accuracy": 0.5471698113207547,
      "val_precision": 0.3888888888888889,
      "val_recall": 0.875,
      "val_f1": 0.5384615384615384,
      "val_tp": 14,
      "val_tn": 15,
      "val_fp": 22,
      "val_fn": 2,
      "val_threshold_logit": -0.24721486866474152,
      "val_threshold_prob": 0.43850913643836975,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6013513513513513,
      "val_pr_auc": 0.3676013487160067
    },
    {
      "epoch": 11,
      "train_loss": 0.5479516362903094,
      "val_loss": 0.7486832192483938,
      "threshold_logit": -0.3609941601753235,
      "threshold_prob": 0.4107189178466797,
      "val_accuracy": 0.5283018867924528,
      "val_precision": 0.38461538461538464,
      "val_recall": 0.9375,
      "val_f1": 0.5454545454545454,
      "val_tp": 15,
      "val_tn": 13,
      "val_fp": 24,
      "val_fn": 1,
      "val_threshold_logit": -0.3609941601753235,
      "val_threshold_prob": 0.4107189178466797,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6097972972972973,
      "val_pr_auc": 0.3724872319348719
    },
    {
      "epoch": 12,
      "train_loss": 0.531410317228298,
      "val_loss": 0.7326581736780563,
      "threshold_logit": -0.30181685090065,
      "threshold_prob": 0.42511340975761414,
      "val_accuracy": 0.5660377358490566,
      "val_precision": 0.4,
      "val_recall": 0.875,
      "val_f1": 0.5490196078431373,
      "val_tp": 14,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 2,
      "val_threshold_logit": -0.30181685090065,
      "val_threshold_prob": 0.42511340975761414,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6233108108108107,
      "val_pr_auc": 0.37713440946813925
    },
    {
      "epoch": 13,
      "train_loss": 0.5185550246575866,
      "val_loss": 0.7314763159122107,
      "threshold_logit": -0.2912365794181824,
      "threshold_prob": 0.4277011454105377,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.2912365794181824,
      "val_threshold_prob": 0.4277011454105377,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6300675675675675,
      "val_pr_auc": 0.3825779883966459
    },
    {
      "epoch": 14,
      "train_loss": 0.509079938585108,
      "val_loss": 0.7350603100263847,
      "threshold_logit": -0.3444247841835022,
      "threshold_prob": 0.41473501920700073,
      "val_accuracy": 0.5660377358490566,
      "val_precision": 0.40540540540540543,
      "val_recall": 0.9375,
      "val_f1": 0.5660377358490566,
      "val_tp": 15,
      "val_tn": 15,
      "val_fp": 22,
      "val_fn": 1,
      "val_threshold_logit": -0.3444247841835022,
      "val_threshold_prob": 0.41473501920700073,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6351351351351351,
      "val_pr_auc": 0.38686615327240326
    },
    {
      "epoch": 15,
      "train_loss": 0.49595844023155444,
      "val_loss": 0.7275873355145724,
      "threshold_logit": -0.32981109619140625,
      "threshold_prob": 0.41828659176826477,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.32981109619140625,
      "val_threshold_prob": 0.41828659176826477,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6351351351351351,
      "val_pr_auc": 0.385020957050211
    },
    {
      "epoch": 16,
      "train_loss": 0.4888911090715967,
      "val_loss": 0.7231110542450311,
      "threshold_logit": -0.3470683693885803,
      "threshold_prob": 0.4140935242176056,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.3470683693885803,
      "val_threshold_prob": 0.4140935242176056,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6435810810810811,
      "val_pr_auc": 0.3943974434871923
    },
    {
      "epoch": 17,
      "train_loss": 0.4749415625225414,
      "val_loss": 0.7082623614455169,
      "threshold_logit": -0.34530648589134216,
      "threshold_prob": 0.41452106833457947,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.34530648589134216,
      "val_threshold_prob": 0.41452106833457947,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6368243243243243,
      "val_pr_auc": 0.3851923232779682
    },
    {
      "epoch": 18,
      "train_loss": 0.4694692847704647,
      "val_loss": 0.7174404134165566,
      "threshold_logit": -0.38908901810646057,
      "threshold_prob": 0.40393659472465515,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.38908901810646057,
      "val_threshold_prob": 0.40393659472465515,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6351351351351351,
      "val_pr_auc": 0.3896265710576821
    },
    {
      "epoch": 19,
      "train_loss": 0.45887487584894354,
      "val_loss": 0.7136740791347792,
      "threshold_logit": -0.41947245597839355,
      "threshold_prob": 0.3966430127620697,
      "val_accuracy": 0.5660377358490566,
      "val_precision": 0.40540540540540543,
      "val_recall": 0.9375,
      "val_f1": 0.5660377358490566,
      "val_tp": 15,
      "val_tn": 15,
      "val_fp": 22,
      "val_fn": 1,
      "val_threshold_logit": -0.41947245597839355,
      "val_threshold_prob": 0.3966430127620697,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6385135135135135,
      "val_pr_auc": 0.39420759588598464
    },
    {
      "epoch": 20,
      "train_loss": 0.45007717187958535,
      "val_loss": 0.7092021456304586,
      "threshold_logit": -0.42526936531066895,
      "threshold_prob": 0.39525651931762695,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.42526936531066895,
      "val_threshold_prob": 0.39525651931762695,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6385135135135135,
      "val_pr_auc": 0.3932264031356488
    },
    {
      "epoch": 21,
      "train_loss": 0.446250638576469,
      "val_loss": 0.7027534066506151,
      "threshold_logit": -0.40790483355522156,
      "threshold_prob": 0.39941462874412537,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.40790483355522156,
      "val_threshold_prob": 0.39941462874412537,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6300675675675675,
      "val_pr_auc": 0.38544281147339654
    },
    {
      "epoch": 22,
      "train_loss": 0.4396596677375562,
      "val_loss": 0.7119223329256166,
      "threshold_logit": -0.3908005356788635,
      "threshold_prob": 0.40352457761764526,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.3908005356788635,
      "val_threshold_prob": 0.40352457761764526,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6486486486486487,
      "val_pr_auc": 0.40527018645453516
    },
    {
      "epoch": 23,
      "train_loss": 0.4273228735634775,
      "val_loss": 0.7014897021482576,
      "threshold_logit": -0.46172070503234863,
      "threshold_prob": 0.3865777254104614,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.46172070503234863,
      "val_threshold_prob": 0.3865777254104614,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6418918918918919,
      "val_pr_auc": 0.396422211744787
    },
    {
      "epoch": 24,
      "train_loss": 0.42173024710982737,
      "val_loss": 0.7023713892360903,
      "threshold_logit": -0.396088182926178,
      "threshold_prob": 0.40225255489349365,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.396088182926178,
      "val_threshold_prob": 0.40225255489349365,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6435810810810811,
      "val_pr_auc": 0.39845707388484364
    },
    {
      "epoch": 25,
      "train_loss": 0.41524727868311334,
      "val_loss": 0.6964656648770818,
      "threshold_logit": -0.47428467869758606,
      "threshold_prob": 0.3836026191711426,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4166666666666667,
      "val_recall": 0.9375,
      "val_f1": 0.5769230769230769,
      "val_tp": 15,
      "val_tn": 16,
      "val_fp": 21,
      "val_fn": 1,
      "val_threshold_logit": -0.47428467869758606,
      "val_threshold_prob": 0.3836026191711426,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6402027027027026,
      "val_pr_auc": 0.39299371367014924
    },
    {
      "epoch": 26,
      "train_loss": 0.40833761234476107,
      "val_loss": 0.7041525576474532,
      "threshold_logit": -0.4113677442073822,
      "threshold_prob": 0.3985842168331146,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.4113677442073822,
      "val_threshold_prob": 0.3985842168331146,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6402027027027026,
      "val_pr_auc": 0.39689783121852296
    },
    {
      "epoch": 27,
      "train_loss": 0.40264319861778103,
      "val_loss": 0.7025121124285572,
      "threshold_logit": -0.41249871253967285,
      "threshold_prob": 0.39831310510635376,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.41249871253967285,
      "val_threshold_prob": 0.39831310510635376,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6418918918918919,
      "val_pr_auc": 0.3981527801851424
    },
    {
      "epoch": 28,
      "train_loss": 0.39692226925281565,
      "val_loss": 0.693993699438167,
      "threshold_logit": -0.4132350981235504,
      "threshold_prob": 0.3981366455554962,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.4132350981235504,
      "val_threshold_prob": 0.3981366455554962,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6486486486486487,
      "val_pr_auc": 0.4013208178309761
    },
    {
      "epoch": 29,
      "train_loss": 0.3913927162536467,
      "val_loss": 0.6978644970453011,
      "threshold_logit": -0.43647637963294983,
      "threshold_prob": 0.39258089661598206,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.43647637963294983,
      "val_threshold_prob": 0.39258089661598206,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6435810810810811,
      "val_pr_auc": 0.39836959629422825
    },
    {
      "epoch": 30,
      "train_loss": 0.3860588350681343,
      "val_loss": 0.6912360534353076,
      "threshold_logit": -0.45633774995803833,
      "threshold_prob": 0.3878549635410309,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.45633774995803833,
      "val_threshold_prob": 0.3878549635410309,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6452702702702703,
      "val_pr_auc": 0.42912981170517894
    },
    {
      "epoch": 31,
      "train_loss": 0.38164354755420876,
      "val_loss": 0.6856280627115717,
      "threshold_logit": -0.5703141689300537,
      "threshold_prob": 0.3611643314361572,
      "val_accuracy": 0.5660377358490566,
      "val_precision": 0.40540540540540543,
      "val_recall": 0.9375,
      "val_f1": 0.5660377358490566,
      "val_tp": 15,
      "val_tn": 15,
      "val_fp": 22,
      "val_fn": 1,
      "val_threshold_logit": -0.5703141689300537,
      "val_threshold_prob": 0.3611643314361572,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6537162162162162,
      "val_pr_auc": 0.436899584957803
    },
    {
      "epoch": 32,
      "train_loss": 0.37741442461206454,
      "val_loss": 0.6960631091639681,
      "threshold_logit": -0.6475040912628174,
      "threshold_prob": 0.34355223178863525,
      "val_accuracy": 0.5283018867924528,
      "val_precision": 0.38461538461538464,
      "val_recall": 0.9375,
      "val_f1": 0.5454545454545454,
      "val_tp": 15,
      "val_tn": 13,
      "val_fp": 24,
      "val_fn": 1,
      "val_threshold_logit": -0.6475040912628174,
      "val_threshold_prob": 0.34355223178863525,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6486486486486487,
      "val_pr_auc": 0.4428137252874743
    },
    {
      "epoch": 33,
      "train_loss": 0.37243110498394627,
      "val_loss": 0.6833640488813508,
      "threshold_logit": -0.6049340963363647,
      "threshold_prob": 0.35321566462516785,
      "val_accuracy": 0.5471698113207547,
      "val_precision": 0.39473684210526316,
      "val_recall": 0.9375,
      "val_f1": 0.5555555555555556,
      "val_tp": 15,
      "val_tn": 14,
      "val_fp": 23,
      "val_fn": 1,
      "val_threshold_logit": -0.6049340963363647,
      "val_threshold_prob": 0.35321566462516785,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6469594594594594,
      "val_pr_auc": 0.4383795195287967
    },
    {
      "epoch": 34,
      "train_loss": 0.3667854335572984,
      "val_loss": 0.6853337074225804,
      "threshold_logit": -0.6376587152481079,
      "threshold_prob": 0.3457759618759155,
      "val_accuracy": 0.5283018867924528,
      "val_precision": 0.38461538461538464,
      "val_recall": 0.9375,
      "val_f1": 0.5454545454545454,
      "val_tp": 15,
      "val_tn": 13,
      "val_fp": 24,
      "val_fn": 1,
      "val_threshold_logit": -0.6376587152481079,
      "val_threshold_prob": 0.3457759618759155,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6486486486486487,
      "val_pr_auc": 0.44131041089353495
    },
    {
      "epoch": 35,
      "train_loss": 0.36084674825572005,
      "val_loss": 0.6837726713351484,
      "threshold_logit": -0.6434776186943054,
      "threshold_prob": 0.3444608449935913,
      "val_accuracy": 0.5283018867924528,
      "val_precision": 0.38461538461538464,
      "val_recall": 0.9375,
      "val_f1": 0.5454545454545454,
      "val_tp": 15,
      "val_tn": 13,
      "val_fp": 24,
      "val_fn": 1,
      "val_threshold_logit": -0.6434776186943054,
      "val_threshold_prob": 0.3444608449935913,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6435810810810811,
      "val_pr_auc": 0.43613239256949865
    },
    {
      "epoch": 36,
      "train_loss": 0.3569802957953829,
      "val_loss": 0.6825385116181284,
      "threshold_logit": -0.5348045825958252,
      "threshold_prob": 0.36939698457717896,
      "val_accuracy": 0.5849056603773585,
      "val_precision": 0.4117647058823529,
      "val_recall": 0.875,
      "val_f1": 0.56,
      "val_tp": 14,
      "val_tn": 17,
      "val_fp": 20,
      "val_fn": 2,
      "val_threshold_logit": -0.5348045825958252,
      "val_threshold_prob": 0.36939698457717896,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6520270270270271,
      "val_pr_auc": 0.4414282384719622
    },
    {
      "epoch": 37,
      "train_loss": 0.35255512083419643,
      "val_loss": 0.6829295214617027,
      "threshold_logit": -0.6718956232070923,
      "threshold_prob": 0.3380725085735321,
      "val_accuracy": 0.5283018867924528,
      "val_precision": 0.38461538461538464,
      "val_recall": 0.9375,
      "val_f1": 0.5454545454545454,
      "val_tp": 15,
      "val_tn": 13,
      "val_fp": 24,
      "val_fn": 1,
      "val_threshold_logit": -0.6718956232070923,
      "val_threshold_prob": 0.3380725085735321,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6486486486486487,
      "val_pr_auc": 0.4410271506596168
    },
    {
      "epoch": 38,
      "train_loss": 0.34747205147839555,
      "val_loss": 0.6869831810582359,
      "threshold_logit": -0.08487458527088165,
      "threshold_prob": 0.47879406809806824,
      "val_accuracy": 0.660377358490566,
      "val_precision": 0.4583333333333333,
      "val_recall": 0.6875,
      "val_f1": 0.55,
      "val_tp": 11,
      "val_tn": 24,
      "val_fp": 13,
      "val_fn": 5,
      "val_threshold_logit": -0.08487458527088165,
      "val_threshold_prob": 0.47879406809806824,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6520270270270271,
      "val_pr_auc": 0.4473596692577604
    },
    {
      "epoch": 39,
      "train_loss": 0.34445381646204476,
      "val_loss": 0.6850616836322928,
      "threshold_logit": -0.0969175398349762,
      "threshold_prob": 0.4757895767688751,
      "val_accuracy": 0.660377358490566,
      "val_precision": 0.4583333333333333,
      "val_recall": 0.6875,
      "val_f1": 0.55,
      "val_tp": 11,
      "val_tn": 24,
      "val_fp": 13,
      "val_fn": 5,
      "val_threshold_logit": -0.0969175398349762,
      "val_threshold_prob": 0.4757895767688751,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6554054054054055,
      "val_pr_auc": 0.44959910405164166
    },
    {
      "epoch": 40,
      "train_loss": 0.3394955646510076,
      "val_loss": 0.6770842530817356,
      "threshold_logit": -0.3254331350326538,
      "threshold_prob": 0.4193522334098816,
      "val_accuracy": 0.6415094339622641,
      "val_precision": 0.4444444444444444,
      "val_recall": 0.75,
      "val_f1": 0.5581395348837209,
      "val_tp": 12,
      "val_tn": 22,
      "val_fp": 15,
      "val_fn": 4,
      "val_threshold_logit": -0.3254331350326538,
      "val_threshold_prob": 0.4193522334098816,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6570945945945945,
      "val_pr_auc": 0.44835958835900097
    },
    {
      "epoch": 41,
      "train_loss": 0.33659836288654443,
      "val_loss": 0.6819332483804451,
      "threshold_logit": -0.3028431534767151,
      "threshold_prob": 0.4248626232147217,
      "val_accuracy": 0.6415094339622641,
      "val_precision": 0.4444444444444444,
      "val_recall": 0.75,
      "val_f1": 0.5581395348837209,
      "val_tp": 12,
      "val_tn": 22,
      "val_fp": 15,
      "val_fn": 4,
      "val_threshold_logit": -0.3028431534767151,
      "val_threshold_prob": 0.4248626232147217,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6537162162162162,
      "val_pr_auc": 0.4484063346845302
    },
    {
      "epoch": 42,
      "train_loss": 0.33464809138365464,
      "val_loss": 0.6734508523401225,
      "threshold_logit": -0.415067195892334,
      "threshold_prob": 0.39769771695137024,
      "val_accuracy": 0.6415094339622641,
      "val_precision": 0.4482758620689655,
      "val_recall": 0.8125,
      "val_f1": 0.5777777777777777,
      "val_tp": 13,
      "val_tn": 21,
      "val_fp": 16,
      "val_fn": 3,
      "val_threshold_logit": -0.415067195892334,
      "val_threshold_prob": 0.39769771695137024,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6570945945945945,
      "val_pr_auc": 0.4437555752203919
    },
    {
      "epoch": 43,
      "train_loss": 0.32767358753416276,
      "val_loss": 0.6833385858895644,
      "threshold_logit": -0.2725047171115875,
      "threshold_prob": 0.43229231238365173,
      "val_accuracy": 0.660377358490566,
      "val_precision": 0.46153846153846156,
      "val_recall": 0.75,
      "val_f1": 0.5714285714285714,
      "val_tp": 12,
      "val_tn": 23,
      "val_fp": 14,
      "val_fn": 4,
      "val_threshold_logit": -0.2725047171115875,
      "val_threshold_prob": 0.43229231238365173,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6638513513513513,
      "val_pr_auc": 0.4575837611251734
    },
    {
      "epoch": 44,
      "train_loss": 0.3280655624288501,
      "val_loss": 0.6888174161596118,
      "threshold_logit": -0.27315884828567505,
      "threshold_prob": 0.4321317970752716,
      "val_accuracy": 0.660377358490566,
      "val_precision": 0.46153846153846156,
      "val_recall": 0.75,
      "val_f1": 0.5714285714285714,
      "val_tp": 12,
      "val_tn": 23,
      "val_fp": 14,
      "val_fn": 4,
      "val_threshold_logit": -0.27315884828567505,
      "val_threshold_prob": 0.4321317970752716,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297298,
      "val_pr_auc": 0.4609706369305275
    },
    {
      "epoch": 45,
      "train_loss": 0.3211044097187543,
      "val_loss": 0.6720007922289506,
      "threshold_logit": -0.1510811448097229,
      "threshold_prob": 0.4623013734817505,
      "val_accuracy": 0.660377358490566,
      "val_precision": 0.4583333333333333,
      "val_recall": 0.6875,
      "val_f1": 0.55,
      "val_tp": 11,
      "val_tn": 24,
      "val_fp": 13,
      "val_fn": 5,
      "val_threshold_logit": -0.1510811448097229,
      "val_threshold_prob": 0.4623013734817505,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6537162162162162,
      "val_pr_auc": 0.4450947975942102
    },
    {
      "epoch": 46,
      "train_loss": 0.31654501894507747,
      "val_loss": 0.6788865856404575,
      "threshold_logit": -0.06619413197040558,
      "threshold_prob": 0.48345747590065,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.06619413197040558,
      "val_threshold_prob": 0.48345747590065,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6638513513513513,
      "val_pr_auc": 0.45978897755494474
    },
    {
      "epoch": 47,
      "train_loss": 0.31371971031632084,
      "val_loss": 0.6759837101090629,
      "threshold_logit": -0.06370149552822113,
      "threshold_prob": 0.4840800166130066,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.06370149552822113,
      "val_threshold_prob": 0.4840800166130066,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6655405405405406,
      "val_pr_auc": 0.46242084323828103
    },
    {
      "epoch": 48,
      "train_loss": 0.313438209018322,
      "val_loss": 0.6689294261752434,
      "threshold_logit": -0.37827569246292114,
      "threshold_prob": 0.4065428376197815,
      "val_accuracy": 0.6415094339622641,
      "val_precision": 0.4444444444444444,
      "val_recall": 0.75,
      "val_f1": 0.5581395348837209,
      "val_tp": 12,
      "val_tn": 22,
      "val_fp": 15,
      "val_fn": 4,
      "val_threshold_logit": -0.37827569246292114,
      "val_threshold_prob": 0.4065428376197815,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6570945945945946,
      "val_pr_auc": 0.44563255380540867
    },
    {
      "epoch": 49,
      "train_loss": 0.3069835862126013,
      "val_loss": 0.6734624010212017,
      "threshold_logit": -0.06138947606086731,
      "threshold_prob": 0.4846574366092682,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.06138947606086731,
      "val_threshold_prob": 0.4846574366092682,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.660472972972973,
      "val_pr_auc": 0.45573448170357395
    },
    {
      "epoch": 50,
      "train_loss": 0.3032572576493928,
      "val_loss": 0.6804233907528643,
      "threshold_logit": -0.11683864891529083,
      "threshold_prob": 0.4708235263824463,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.11683864891529083,
      "val_threshold_prob": 0.4708235263824463,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6655405405405406,
      "val_pr_auc": 0.46388904415501137
    },
    {
      "epoch": 51,
      "train_loss": 0.2995778298137164,
      "val_loss": 0.6702699031469956,
      "threshold_logit": -0.35902488231658936,
      "threshold_prob": 0.41119563579559326,
      "val_accuracy": 0.6415094339622641,
      "val_precision": 0.4444444444444444,
      "val_recall": 0.75,
      "val_f1": 0.5581395348837209,
      "val_tp": 12,
      "val_tn": 22,
      "val_fp": 15,
      "val_fn": 4,
      "val_threshold_logit": -0.35902488231658936,
      "val_threshold_prob": 0.41119563579559326,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6638513513513513,
      "val_pr_auc": 0.4597624022549744
    },
    {
      "epoch": 52,
      "train_loss": 0.2967389713634144,
      "val_loss": 0.6726627726599855,
      "threshold_logit": -0.09339316189289093,
      "threshold_prob": 0.47666868567466736,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.09339316189289093,
      "val_threshold_prob": 0.47666868567466736,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6655405405405406,
      "val_pr_auc": 0.47410971386228823
    },
    {
      "epoch": 53,
      "train_loss": 0.2922113296961544,
      "val_loss": 0.6768839944083735,
      "threshold_logit": -0.28577980399131775,
      "threshold_prob": 0.4290373623371124,
      "val_accuracy": 0.660377358490566,
      "val_precision": 0.46153846153846156,
      "val_recall": 0.75,
      "val_f1": 0.5714285714285714,
      "val_tp": 12,
      "val_tn": 23,
      "val_fp": 14,
      "val_fn": 4,
      "val_threshold_logit": -0.28577980399131775,
      "val_threshold_prob": 0.4290373623371124,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6722972972972973,
      "val_pr_auc": 0.4814328645677919
    },
    {
      "epoch": 54,
      "train_loss": 0.2909165720144908,
      "val_loss": 0.6768657531378404,
      "threshold_logit": -0.13790345191955566,
      "threshold_prob": 0.4655786454677582,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.13790345191955566,
      "val_threshold_prob": 0.4655786454677582,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6706081081081081,
      "val_pr_auc": 0.4803644884994158
    },
    {
      "epoch": 55,
      "train_loss": 0.2893644095671297,
      "val_loss": 0.6732928983445438,
      "threshold_logit": -0.11228874325752258,
      "threshold_prob": 0.471957266330719,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.11228874325752258,
      "val_threshold_prob": 0.471957266330719,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6655405405405406,
      "val_pr_auc": 0.4739769524243797
    },
    {
      "epoch": 56,
      "train_loss": 0.28790614159420286,
      "val_loss": 0.674013282892839,
      "threshold_logit": -0.1199139952659607,
      "threshold_prob": 0.4700573682785034,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1199139952659607,
      "val_threshold_prob": 0.4700573682785034,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6689189189189189,
      "val_pr_auc": 0.47689226627719356
    },
    {
      "epoch": 57,
      "train_loss": 0.28664291537169256,
      "val_loss": 0.6756477912641922,
      "threshold_logit": -0.13703127205371857,
      "threshold_prob": 0.46579569578170776,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.13703127205371857,
      "val_threshold_prob": 0.46579569578170776,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6689189189189189,
      "val_pr_auc": 0.47689226627719356
    },
    {
      "epoch": 58,
      "train_loss": 0.28544119451985217,
      "val_loss": 0.6769356581400026,
      "threshold_logit": -0.14664694666862488,
      "threshold_prob": 0.4634038209915161,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.14664694666862488,
      "val_threshold_prob": 0.4634038209915161,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6689189189189189,
      "val_pr_auc": 0.47689226627719356
    },
    {
      "epoch": 59,
      "train_loss": 0.2847174285638212,
      "val_loss": 0.6766967334837284,
      "threshold_logit": -0.14613772928714752,
      "threshold_prob": 0.46353045105934143,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.14613772928714752,
      "val_threshold_prob": 0.46353045105934143,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6689189189189189,
      "val_pr_auc": 0.47689226627719356
    },
    {
      "epoch": 60,
      "train_loss": 0.28401541378762984,
      "val_loss": 0.6756485402584076,
      "threshold_logit": -0.14363256096839905,
      "threshold_prob": 0.4641534388065338,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.14363256096839905,
      "val_threshold_prob": 0.4641534388065338,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 61,
      "train_loss": 0.2830469614327556,
      "val_loss": 0.6762228006461881,
      "threshold_logit": -0.14926469326019287,
      "threshold_prob": 0.46275296807289124,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.14926469326019287,
      "val_threshold_prob": 0.46275296807289124,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 62,
      "train_loss": 0.28271511678743844,
      "val_loss": 0.6759974894658575,
      "threshold_logit": -0.14711569249629974,
      "threshold_prob": 0.46328726410865784,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.14711569249629974,
      "val_threshold_prob": 0.46328726410865784,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 63,
      "train_loss": 0.2825294386858892,
      "val_loss": 0.6768077994292637,
      "threshold_logit": -0.15569782257080078,
      "threshold_prob": 0.4611540138721466,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.15569782257080078,
      "val_threshold_prob": 0.4611540138721466,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 64,
      "train_loss": 0.28190321904240234,
      "val_loss": 0.676354042201672,
      "threshold_logit": -0.15441171824932098,
      "threshold_prob": 0.46147358417510986,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.15441171824932098,
      "val_threshold_prob": 0.46147358417510986,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 65,
      "train_loss": 0.28146181037329665,
      "val_loss": 0.676452839711927,
      "threshold_logit": -0.15534117817878723,
      "threshold_prob": 0.46124258637428284,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.15534117817878723,
      "val_threshold_prob": 0.46124258637428284,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 66,
      "train_loss": 0.2812974790129999,
      "val_loss": 0.6764355672980255,
      "threshold_logit": -0.15559962391853333,
      "threshold_prob": 0.46117839217185974,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.15559962391853333,
      "val_threshold_prob": 0.46117839217185974,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 67,
      "train_loss": 0.281101434971347,
      "val_loss": 0.6768274082327789,
      "threshold_logit": -0.15900960564613342,
      "threshold_prob": 0.46033114194869995,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.15900960564613342,
      "val_threshold_prob": 0.46033114194869995,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 68,
      "train_loss": 0.2809202123169947,
      "val_loss": 0.676880751016005,
      "threshold_logit": -0.16029377281665802,
      "threshold_prob": 0.4600121080875397,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16029377281665802,
      "val_threshold_prob": 0.4600121080875397,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 69,
      "train_loss": 0.28069389016941343,
      "val_loss": 0.6768088768113334,
      "threshold_logit": -0.1600121408700943,
      "threshold_prob": 0.46008211374282837,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1600121408700943,
      "val_threshold_prob": 0.46008211374282837,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 70,
      "train_loss": 0.28059537422777425,
      "val_loss": 0.6767542581513243,
      "threshold_logit": -0.16024309396743774,
      "threshold_prob": 0.46002474427223206,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16024309396743774,
      "val_threshold_prob": 0.46002474427223206,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 71,
      "train_loss": 0.2805261052016056,
      "val_loss": 0.6770777651723826,
      "threshold_logit": -0.1627742201089859,
      "threshold_prob": 0.4593960642814636,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1627742201089859,
      "val_threshold_prob": 0.4593960642814636,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 72,
      "train_loss": 0.2804166272734151,
      "val_loss": 0.6768198856767619,
      "threshold_logit": -0.16138474643230438,
      "threshold_prob": 0.45974114537239075,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16138474643230438,
      "val_threshold_prob": 0.45974114537239075,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 73,
      "train_loss": 0.28029711499358667,
      "val_loss": 0.676962378452409,
      "threshold_logit": -0.1624833345413208,
      "threshold_prob": 0.459468275308609,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1624833345413208,
      "val_threshold_prob": 0.459468275308609,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 74,
      "train_loss": 0.2802476476539265,
      "val_loss": 0.6770739988336023,
      "threshold_logit": -0.16321353614330292,
      "threshold_prob": 0.45928695797920227,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16321353614330292,
      "val_threshold_prob": 0.45928695797920227,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 75,
      "train_loss": 0.28021917830814014,
      "val_loss": 0.6769365853858444,
      "threshold_logit": -0.16256368160247803,
      "threshold_prob": 0.45944833755493164,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16256368160247803,
      "val_threshold_prob": 0.45944833755493164,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 76,
      "train_loss": 0.28015072508291766,
      "val_loss": 0.6769125534678405,
      "threshold_logit": -0.16280721127986908,
      "threshold_prob": 0.459387868642807,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16280721127986908,
      "val_threshold_prob": 0.459387868642807,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 77,
      "train_loss": 0.2800863493572582,
      "val_loss": 0.6768683914868336,
      "threshold_logit": -0.16262631118297577,
      "threshold_prob": 0.45943281054496765,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16262631118297577,
      "val_threshold_prob": 0.45943281054496765,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 78,
      "train_loss": 0.28006120236835097,
      "val_loss": 0.6768886463822059,
      "threshold_logit": -0.16277851164340973,
      "threshold_prob": 0.45939502120018005,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16277851164340973,
      "val_threshold_prob": 0.45939502120018005,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 79,
      "train_loss": 0.28003750274879763,
      "val_loss": 0.6768574366029704,
      "threshold_logit": -0.1626116931438446,
      "threshold_prob": 0.45943641662597656,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1626116931438446,
      "val_threshold_prob": 0.45943641662597656,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 80,
      "train_loss": 0.2800144375574709,
      "val_loss": 0.6768563266070384,
      "threshold_logit": -0.16281166672706604,
      "threshold_prob": 0.45938676595687866,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.16281166672706604,
      "val_threshold_prob": 0.45938676595687866,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 81,
      "train_loss": 0.2799819960738673,
      "val_loss": 0.6768778433214944,
      "threshold_logit": -0.1630363166332245,
      "threshold_prob": 0.4593309760093689,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1630363166332245,
      "val_threshold_prob": 0.4593309760093689,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    },
    {
      "epoch": 82,
      "train_loss": 0.27996803925494956,
      "val_loss": 0.6768766551647546,
      "threshold_logit": -0.1630478799343109,
      "threshold_prob": 0.4593280851840973,
      "val_accuracy": 0.6792452830188679,
      "val_precision": 0.4782608695652174,
      "val_recall": 0.6875,
      "val_f1": 0.5641025641025641,
      "val_tp": 11,
      "val_tn": 25,
      "val_fp": 12,
      "val_fn": 5,
      "val_threshold_logit": -0.1630478799343109,
      "val_threshold_prob": 0.4593280851840973,
      "val_n": 53,
      "val_n_pos": 16,
      "val_roc_auc": 0.6672297297297297,
      "val_pr_auc": 0.4764670962091664
    }
  ]
}