{
  "seed": 17,
  "toy_checks": {
    "exact_model_rho_minmax": [
      0.9999999999999957,
      1.0000000000000022
    ],
    "mismatch_rho_max_abs_error": 0.0,
    "mismatch_rho_pairs": [
      [
        0.0,
        0.0
      ],
      [
        1.0,
        1.0
      ],
      [
        1.5,
        1.5
      ],
      [
        1.75,
        1.75
      ],
      [
        0.0,
        0.0
      ],
      [
        1.0,
        1.0
      ],
      [
        1.5,
        1.5
      ],
      [
        1.75,
        1.75
      ],
      [
        0.0,
        0.0
      ],
      [
        1.0,
        1.0
      ],
      [
        1.5,
        1.5
      ],
      [
        1.75,
        1.75
      ],
      [
        0.0,
        0.0
      ],
      [
        1.0,
        1.0
      ],
      [
        1.5,
        1.5
      ],
      [
        1.75,
        1.75
      ]
    ],
    "boundary_transition": [
      {
        "lambda": 1.0,
        "B": 0.5,
        "delta_over_delta_star": 0.5,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 0.6666666666666666
      },
      {
        "lambda": 1.0,
        "B": 0.5,
        "delta_over_delta_star": 0.99,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 0.01980198019801984
      },
      {
        "lambda": 1.0,
        "B": 0.5,
        "delta_over_delta_star": 1.01,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 0.0
      },
      {
        "lambda": 1.0,
        "B": 0.5,
        "delta_over_delta_star": 2.0,
        "predicted_boundary": false,
        "observed_near_boundary": false,
        "rho": 0.0
      },
      {
        "lambda": 1.0,
        "B": 2.0,
        "delta_over_delta_star": 0.5,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 1.1666666666666667
      },
      {
        "lambda": 1.0,
        "B": 2.0,
        "delta_over_delta_star": 0.99,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 1.4900990099009899
      },
      {
        "lambda": 1.0,
        "B": 2.0,
        "delta_over_delta_star": 1.01,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 1.5
      },
      {
        "lambda": 1.0,
        "B": 2.0,
        "delta_over_delta_star": 2.0,
        "predicted_boundary": false,
        "observed_near_boundary": false,
        "rho": 1.5
      },
      {
        "lambda": 3.0,
        "B": 1.0,
        "delta_over_delta_star": 0.5,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": 0.3333333333333333
      },
      {
        "lambda": 3.0,
        "B": 1.0,
        "delta_over_delta_star": 0.99,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": -0.9603960396039599
      },
      {
        "lambda": 3.0,
        "B": 1.0,
        "delta_over_delta_star": 1.01,
        "predicted_boundary": true,
        "observed_near_boundary": true,
        "rho": -1.0
      },
      {
        "lambda": 3.0,
        "B": 1.0,
        "delta_over_delta_star": 2.0,
        "predicted_boundary": false,
        "observed_near_boundary": false,
        "rho": -1.0
      }
    ],
    "good_boundary": {
      "rho": 0.9999999999999997,
      "radius_ratio": 2.0,
      "boundary": true
    },
    "poor_agreement": {
      "rho": -98.0,
      "radius_ratio": 0.25,
      "boundary": true
    },
    "acceptance_threshold_prediction": "rho >= 0.1; for unconstrained mismatch this means B/lambda >= 1/1.9 = 0.5263"
  },
  "mlp": {
    "adam": {
      "final_loss": 0.04801865294575691,
      "best_loss": 0.04801865294575691,
      "accuracy": 0.9895833134651184,
      "spikes": 0
    },
    "trust_region": {
      "final_loss": 0.10696125775575638,
      "best_loss": 0.10696125775575638,
      "accuracy": 0.96875,
      "rejections": 0,
      "reject_fraction": 0.0,
      "final_radius": 0.6,
      "median_rho": 1.9862199492639854
    }
  }
}