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 "alphas": [
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    "mean": 0.8667,
    "ci95": [
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     0.8756
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    "seed_values": [
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     0.8644,
     0.8677,
     0.8828,
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    "mean": 0.8949,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
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    "mean": 0.1548,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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   "M_A@0.001": {
    "mean": 0.9778,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
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   "D_A@0.001": {
    "mean": 0.0411,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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    "mean": 0.6875,
    "ci95": [
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     0.7034
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    "seed_values": [
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   "auc_Q_on_P": {
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    "ci95": [
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     0.9115
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    "seed_values": [
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     0.8954,
     0.9061,
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   "assim_Q_by_P@0.01": {
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   "IAI@0.01": {
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   "IAI@0.001": {
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   "M_A@0.01": {
    "mean": 0.8983,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
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   "D_A@0.01": {
    "mean": 0.1647,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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   "M_A@0.001": {
    "mean": 0.9918,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
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   "D_A@0.001": {
    "mean": 0.0131,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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     0.9451
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    "ci95": [
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   "IAI@0.001": {
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    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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   "M_A@0.001": {
    "mean": 0.9755,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
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   "D_A@0.001": {
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    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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     0.7107
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    "mean": 0.9583,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
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    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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    "note": "mean assimilation burden; IAI is uninterpretable without it"
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    "mean": 0.0193,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
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     0.9887,
     0.9898,
     0.9897
    ]
   },
   "assim_P_by_Q@0.01": {
    "mean": 0.9821,
    "ci95": [
     0.9806,
     0.9836
    ],
    "seed_values": [
     0.9823,
     0.9794,
     0.9829,
     0.9815,
     0.9846
    ]
   },
   "IAI@0.01": {
    "mean": 0.0072,
    "ci95": [
     0.0058,
     0.0087
    ],
    "seed_values": [
     0.0071,
     0.0098,
     0.0058,
     0.0083,
     0.0051
    ]
   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9988,
    "ci95": [
     0.9986,
     0.999
    ],
    "seed_values": [
     0.9987,
     0.9992,
     0.9988,
     0.9984,
     0.9989
    ]
   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9989,
    "ci95": [
     0.9988,
     0.999
    ],
    "seed_values": [
     0.9987,
     0.9989,
     0.9989,
     0.9989,
     0.999
    ]
   },
   "IAI@0.001": {
    "mean": 0.0002,
    "ci95": [
     0.0,
     0.0004
    ],
    "seed_values": [
     0.0,
     0.0003,
     0.0,
     0.0005,
     0.0002
    ]
   },
   "M_A@0.01": {
    "mean": 0.9857,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": 0.0072,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.9989,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": -0.0001,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "L3|GMM": {
   "auc_P_on_Q": {
    "mean": 0.6444,
    "ci95": [
     0.643,
     0.6461
    ],
    "seed_values": [
     0.6436,
     0.6433,
     0.6478,
     0.6425,
     0.6447
    ]
   },
   "auc_Q_on_P": {
    "mean": 0.7092,
    "ci95": [
     0.7074,
     0.7113
    ],
    "seed_values": [
     0.7078,
     0.7105,
     0.7076,
     0.713,
     0.7071
    ]
   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9848,
    "ci95": [
     0.9841,
     0.9857
    ],
    "seed_values": [
     0.9864,
     0.9841,
     0.985,
     0.9849,
     0.9837
    ]
   },
   "assim_P_by_Q@0.01": {
    "mean": 0.9618,
    "ci95": [
     0.9594,
     0.9637
    ],
    "seed_values": [
     0.962,
     0.9574,
     0.9628,
     0.9618,
     0.9649
    ]
   },
   "IAI@0.01": {
    "mean": 0.023,
    "ci95": [
     0.0207,
     0.0254
    ],
    "seed_values": [
     0.0244,
     0.0268,
     0.0222,
     0.0231,
     0.0187
    ]
   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9988,
    "ci95": [
     0.9985,
     0.9991
    ],
    "seed_values": [
     0.999,
     0.9994,
     0.9985,
     0.9985,
     0.9986
    ]
   },
   "assim_P_by_Q@0.001": {
    "mean": 0.998,
    "ci95": [
     0.9975,
     0.9985
    ],
    "seed_values": [
     0.9988,
     0.9978,
     0.9979,
     0.9971,
     0.9983
    ]
   },
   "IAI@0.001": {
    "mean": 0.0008,
    "ci95": [
     0.0003,
     0.0013
    ],
    "seed_values": [
     0.0002,
     0.0016,
     0.0006,
     0.0014,
     0.0003
    ]
   },
   "M_A@0.01": {
    "mean": 0.9733,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": 0.023,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.9984,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": 0.0008,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "T1|AE": {
   "auc_P_on_Q": {
    "mean": 0.8378,
    "ci95": [
     0.836,
     0.8389
    ],
    "seed_values": [
     0.8345,
     0.8394,
     0.8386,
     0.8385,
     0.8379
    ]
   },
   "auc_Q_on_P": {
    "mean": 0.2429,
    "ci95": [
     0.2413,
     0.2445
    ],
    "seed_values": [
     0.2451,
     0.2407,
     0.2442,
     0.2405,
     0.244
    ]
   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9683,
    "ci95": [
     0.9676,
     0.9691
    ],
    "seed_values": [
     0.9696,
     0.9679,
     0.9673,
     0.9689,
     0.9677
    ]
   },
   "assim_P_by_Q@0.01": {
    "mean": 0.9962,
    "ci95": [
     0.9958,
     0.9965
    ],
    "seed_values": [
     0.996,
     0.9966,
     0.9955,
     0.9966,
     0.9963
    ]
   },
   "IAI@0.01": {
    "mean": 0.0279,
    "ci95": [
     0.0271,
     0.0285
    ],
    "seed_values": [
     0.0264,
     0.0286,
     0.0282,
     0.0277,
     0.0286
    ]
   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9962,
    "ci95": [
     0.9955,
     0.9968
    ],
    "seed_values": [
     0.9963,
     0.9972,
     0.995,
     0.9965,
     0.996
    ]
   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9997,
    "ci95": [
     0.9996,
     0.9998
    ],
    "seed_values": [
     0.9995,
     0.9996,
     0.9999,
     0.9997,
     0.9998
    ]
   },
   "IAI@0.001": {
    "mean": 0.0035,
    "ci95": [
     0.0028,
     0.0042
    ],
    "seed_values": [
     0.0032,
     0.0024,
     0.0049,
     0.0032,
     0.0037
    ]
   },
   "M_A@0.01": {
    "mean": 0.9823,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": -0.0279,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.998,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": -0.0035,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "T1|VAE": {
   "auc_P_on_Q": {
    "mean": 0.5345,
    "ci95": [
     0.5264,
     0.5426
    ],
    "seed_values": [
     0.531,
     0.5365,
     0.5366,
     0.5485,
     0.5197
    ]
   },
   "auc_Q_on_P": {
    "mean": 0.7394,
    "ci95": [
     0.7375,
     0.7412
    ],
    "seed_values": [
     0.7397,
     0.7423,
     0.7392,
     0.736,
     0.7397
    ]
   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9843,
    "ci95": [
     0.983,
     0.9852
    ],
    "seed_values": [
     0.9851,
     0.9839,
     0.9852,
     0.9852,
     0.9819
    ]
   },
   "assim_P_by_Q@0.01": {
    "mean": 0.7497,
    "ci95": [
     0.7402,
     0.7648
    ],
    "seed_values": [
     0.7459,
     0.737,
     0.7428,
     0.7786,
     0.7442
    ]
   },
   "IAI@0.01": {
    "mean": 0.2346,
    "ci95": [
     0.22,
     0.2442
    ],
    "seed_values": [
     0.2393,
     0.2469,
     0.2424,
     0.2067,
     0.2377
    ]
   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9988,
    "ci95": [
     0.9987,
     0.9989
    ],
    "seed_values": [
     0.9988,
     0.999,
     0.9989,
     0.9986,
     0.9987
    ]
   },
   "assim_P_by_Q@0.001": {
    "mean": 0.8978,
    "ci95": [
     0.8862,
     0.9122
    ],
    "seed_values": [
     0.8833,
     0.9013,
     0.8892,
     0.9275,
     0.8877
    ]
   },
   "IAI@0.001": {
    "mean": 0.101,
    "ci95": [
     0.0865,
     0.1125
    ],
    "seed_values": [
     0.1155,
     0.0977,
     0.1097,
     0.0711,
     0.111
    ]
   },
   "M_A@0.01": {
    "mean": 0.867,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": 0.2346,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.9483,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": 0.101,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "T1|GMM": {
   "auc_P_on_Q": {
    "mean": 0.873,
    "ci95": [
     0.8702,
     0.875
    ],
    "seed_values": [
     0.8731,
     0.8743,
     0.8675,
     0.875,
     0.8753
    ]
   },
   "auc_Q_on_P": {
    "mean": 0.3186,
    "ci95": [
     0.2969,
     0.3405
    ],
    "seed_values": [
     0.298,
     0.2945,
     0.3494,
     0.2993,
     0.3517
    ]
   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9588,
    "ci95": [
     0.9536,
     0.9631
    ],
    "seed_values": [
     0.9609,
     0.9635,
     0.9567,
     0.9492,
     0.9638
    ]
   },
   "assim_P_by_Q@0.01": {
    "mean": 0.9827,
    "ci95": [
     0.9795,
     0.986
    ],
    "seed_values": [
     0.9862,
     0.9874,
     0.9784,
     0.9828,
     0.9789
    ]
   },
   "IAI@0.01": {
    "mean": 0.0239,
    "ci95": [
     0.0189,
     0.0293
    ],
    "seed_values": [
     0.0253,
     0.0239,
     0.0217,
     0.0336,
     0.0151
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   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9961,
    "ci95": [
     0.9957,
     0.9967
    ],
    "seed_values": [
     0.9962,
     0.9962,
     0.9955,
     0.9972,
     0.9956
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   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9965,
    "ci95": [
     0.996,
     0.9971
    ],
    "seed_values": [
     0.9969,
     0.9971,
     0.9972,
     0.9956,
     0.9959
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   },
   "IAI@0.001": {
    "mean": 0.001,
    "ci95": [
     0.0006,
     0.0015
    ],
    "seed_values": [
     0.0007,
     0.0009,
     0.0017,
     0.0016,
     0.0003
    ]
   },
   "M_A@0.01": {
    "mean": 0.9708,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": -0.0239,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.9963,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": -0.0004,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "L1|pNAE-surrogate": {
   "auc_P_on_Q": {
    "mean": 0.6883,
    "ci95": [
     0.6486,
     0.7424
    ],
    "seed_values": [
     0.6936,
     0.795,
     0.6565,
     0.6334,
     0.6631
    ]
   },
   "auc_Q_on_P": {
    "mean": 0.8757,
    "ci95": [
     0.8629,
     0.8885
    ],
    "seed_values": [
     0.8945,
     0.86,
     0.862,
     0.8703,
     0.8917
    ]
   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9773,
    "ci95": [
     0.9717,
     0.9829
    ],
    "seed_values": [
     0.9695,
     0.9704,
     0.9831,
     0.9847,
     0.9787
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   },
   "assim_P_by_Q@0.01": {
    "mean": 0.8074,
    "ci95": [
     0.7838,
     0.8309
    ],
    "seed_values": [
     0.7823,
     0.8466,
     0.7998,
     0.8307,
     0.7774
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   },
   "IAI@0.01": {
    "mean": 0.1699,
    "ci95": [
     0.1453,
     0.1921
    ],
    "seed_values": [
     0.1872,
     0.1238,
     0.1834,
     0.1539,
     0.2013
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   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9983,
    "ci95": [
     0.9978,
     0.9989
    ],
    "seed_values": [
     0.9979,
     0.9976,
     0.9993,
     0.9987,
     0.998
    ]
   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9555,
    "ci95": [
     0.9404,
     0.9702
    ],
    "seed_values": [
     0.9482,
     0.9813,
     0.9288,
     0.9589,
     0.9605
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   },
   "IAI@0.001": {
    "mean": 0.0428,
    "ci95": [
     0.0277,
     0.0582
    ],
    "seed_values": [
     0.0497,
     0.0163,
     0.0705,
     0.0398,
     0.0376
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   },
   "M_A@0.01": {
    "mean": 0.8923,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": 0.1699,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.9769,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": 0.0428,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "L2|pNAE-surrogate": {
   "auc_P_on_Q": {
    "mean": 0.6971,
    "ci95": [
     0.6517,
     0.7707
    ],
    "seed_values": [
     0.6405,
     0.842,
     0.6759,
     0.6588,
     0.6685
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   },
   "auc_Q_on_P": {
    "mean": 0.911,
    "ci95": [
     0.9039,
     0.9189
    ],
    "seed_values": [
     0.9235,
     0.9046,
     0.9029,
     0.9046,
     0.9194
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   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9735,
    "ci95": [
     0.9565,
     0.9867
    ],
    "seed_values": [
     0.973,
     0.9401,
     0.992,
     0.9845,
     0.9778
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   },
   "assim_P_by_Q@0.01": {
    "mean": 0.7091,
    "ci95": [
     0.6847,
     0.7402
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    "seed_values": [
     0.7275,
     0.6869,
     0.7627,
     0.6829,
     0.6854
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   },
   "IAI@0.01": {
    "mean": 0.2644,
    "ci95": [
     0.2406,
     0.2885
    ],
    "seed_values": [
     0.2455,
     0.2532,
     0.2293,
     0.3016,
     0.2924
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   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9984,
    "ci95": [
     0.9975,
     0.9991
    ],
    "seed_values": [
     0.9969,
     0.9978,
     0.9993,
     0.9989,
     0.999
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   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9239,
    "ci95": [
     0.9127,
     0.9361
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    "seed_values": [
     0.9254,
     0.9456,
     0.9257,
     0.9045,
     0.9181
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   },
   "IAI@0.001": {
    "mean": 0.0745,
    "ci95": [
     0.0618,
     0.0861
    ],
    "seed_values": [
     0.0715,
     0.0522,
     0.0736,
     0.0944,
     0.0809
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   },
   "M_A@0.01": {
    "mean": 0.8413,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": 0.2644,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.9611,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": 0.0745,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "L3|pNAE-surrogate": {
   "auc_P_on_Q": {
    "mean": 0.6149,
    "ci95": [
     0.6031,
     0.6271
    ],
    "seed_values": [
     0.5967,
     0.6039,
     0.6145,
     0.6359,
     0.6237
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   },
   "auc_Q_on_P": {
    "mean": 0.66,
    "ci95": [
     0.647,
     0.673
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    "seed_values": [
     0.6575,
     0.6518,
     0.6799,
     0.637,
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   },
   "assim_Q_by_P@0.01": {
    "mean": 0.9885,
    "ci95": [
     0.9878,
     0.9892
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    "seed_values": [
     0.9883,
     0.9895,
     0.9871,
     0.9893,
     0.9883
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   },
   "assim_P_by_Q@0.01": {
    "mean": 0.9683,
    "ci95": [
     0.9608,
     0.9726
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    "seed_values": [
     0.9719,
     0.972,
     0.9708,
     0.9734,
     0.9534
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   },
   "IAI@0.01": {
    "mean": 0.0202,
    "ci95": [
     0.0162,
     0.0276
    ],
    "seed_values": [
     0.0164,
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     0.016,
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   },
   "assim_Q_by_P@0.001": {
    "mean": 0.999,
    "ci95": [
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    "seed_values": [
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     0.9991,
     0.9991,
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   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9969,
    "ci95": [
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    "seed_values": [
     0.9962,
     0.9983,
     0.9979,
     0.9979,
     0.9943
    ]
   },
   "IAI@0.001": {
    "mean": 0.0021,
    "ci95": [
     0.0011,
     0.0032
    ],
    "seed_values": [
     0.003,
     0.001,
     0.0012,
     0.0012,
     0.004
    ]
   },
   "M_A@0.01": {
    "mean": 0.9784,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": 0.0202,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.998,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": 0.0021,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  },
  "T1|pNAE-surrogate": {
   "auc_P_on_Q": {
    "mean": 0.838,
    "ci95": [
     0.8362,
     0.8392
    ],
    "seed_values": [
     0.8345,
     0.8391,
     0.8383,
     0.8396,
     0.8384
    ]
   },
   "auc_Q_on_P": {
    "mean": 0.2436,
    "ci95": [
     0.2407,
     0.2466
    ],
    "seed_values": [
     0.2475,
     0.2401,
     0.2472,
     0.2398,
     0.2436
    ]
   },
   "assim_Q_by_P@0.01": {
    "mean": 0.969,
    "ci95": [
     0.968,
     0.9701
    ],
    "seed_values": [
     0.9695,
     0.9686,
     0.9679,
     0.9711,
     0.9677
    ]
   },
   "assim_P_by_Q@0.01": {
    "mean": 0.9961,
    "ci95": [
     0.9956,
     0.9964
    ],
    "seed_values": [
     0.996,
     0.9963,
     0.9953,
     0.9966,
     0.9961
    ]
   },
   "IAI@0.01": {
    "mean": 0.0271,
    "ci95": [
     0.0262,
     0.028
    ],
    "seed_values": [
     0.0264,
     0.0278,
     0.0273,
     0.0255,
     0.0285
    ]
   },
   "assim_Q_by_P@0.001": {
    "mean": 0.9962,
    "ci95": [
     0.9956,
     0.9966
    ],
    "seed_values": [
     0.9964,
     0.9968,
     0.9951,
     0.9966,
     0.9963
    ]
   },
   "assim_P_by_Q@0.001": {
    "mean": 0.9997,
    "ci95": [
     0.9996,
     0.9997
    ],
    "seed_values": [
     0.9996,
     0.9996,
     0.9997,
     0.9998,
     0.9996
    ]
   },
   "IAI@0.001": {
    "mean": 0.0034,
    "ci95": [
     0.003,
     0.004
    ],
    "seed_values": [
     0.0031,
     0.0028,
     0.0045,
     0.0032,
     0.0033
    ]
   },
   "M_A@0.01": {
    "mean": 0.9826,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.01": {
    "mean": -0.0271,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   },
   "M_A@0.001": {
    "mean": 0.998,
    "note": "mean assimilation burden; IAI is uninterpretable without it"
   },
   "D_A@0.001": {
    "mean": -0.0035,
    "note": "SIGNED directional asymmetry (assim_Q_by_P \u2212 assim_P_by_Q); sign is informative"
   }
  }
 },
 "complexity": {
  "T1_qcd": {
   "participation_ratio": 56.482,
   "zlib_len": 127.7
  },
  "T1_top": {
   "participation_ratio": 59.478,
   "zlib_len": 130.8
  },
  "L_bkg": {
   "participation_ratio": 1.112,
   "zlib_len": 15.0
  },
  "L_2prong": {
   "participation_ratio": 1.58,
   "zlib_len": 15.0
  },
  "L_3prong": {
   "participation_ratio": 1.632,
   "zlib_len": 15.0
  }
 },
 "distillation": {
  "L1": {
   "spearman_student": 0.6016,
   "spearman_quantized": 0.6012,
   "rank_survival_student": 0.36,
   "rank_survival_quantized": 0.36,
   "k": 200
  },
  "L2": {
   "spearman_student": 0.7066,
   "spearman_quantized": 0.7054,
   "rank_survival_student": 0.39,
   "rank_survival_quantized": 0.39,
   "k": 200
  },
  "L3": {
   "spearman_student": 0.6844,
   "spearman_quantized": 0.6835,
   "rank_survival_student": 0.47,
   "rank_survival_quantized": 0.47,
   "k": 200
  },
  "T1": {
   "spearman_student": 0.7063,
   "spearman_quantized": 0.7056,
   "rank_survival_student": 0.405,
   "rank_survival_quantized": 0.4,
   "k": 200
  }
 },
 "rii": {
  "T1|AE~GMM": {
   "q_A": 0.9696,
   "q_B": 0.9609,
   "q_AB": 0.94,
   "delta_miss": 0.0083,
   "independence_expectation": 0.9317,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2498,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "T1|AE~NAE": {
   "q_A": 0.9696,
   "q_B": 0.9695,
   "q_AB": 0.9686,
   "delta_miss": 0.0286,
   "independence_expectation": 0.94,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.9678,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "T1|AE~VAE": {
   "q_A": 0.9696,
   "q_B": 0.9851,
   "q_AB": 0.9556,
   "delta_miss": 0.0003,
   "independence_expectation": 0.9552,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.0215,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "T1|GMM~NAE": {
   "q_A": 0.9609,
   "q_B": 0.9695,
   "q_AB": 0.9397,
   "delta_miss": 0.0082,
   "independence_expectation": 0.9316,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2432,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "T1|GMM~VAE": {
   "q_A": 0.9609,
   "q_B": 0.9851,
   "q_AB": 0.9474,
   "delta_miss": 0.0008,
   "independence_expectation": 0.9466,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.0348,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "T1|NAE~VAE": {
   "q_A": 0.9695,
   "q_B": 0.9851,
   "q_AB": 0.9555,
   "delta_miss": 0.0003,
   "independence_expectation": 0.9551,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.0214,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L1|AE~GMM": {
   "q_A": 0.9685,
   "q_B": 0.9635,
   "q_AB": 0.9433,
   "delta_miss": 0.0101,
   "independence_expectation": 0.9331,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.3099,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L1|AE~NAE": {
   "q_A": 0.9685,
   "q_B": 0.9695,
   "q_AB": 0.9496,
   "delta_miss": 0.0107,
   "independence_expectation": 0.9389,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.3542,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L1|AE~VAE": {
   "q_A": 0.9685,
   "q_B": 0.9782,
   "q_AB": 0.953,
   "delta_miss": 0.0057,
   "independence_expectation": 0.9473,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2201,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L1|GMM~NAE": {
   "q_A": 0.9635,
   "q_B": 0.9695,
   "q_AB": 0.9418,
   "delta_miss": 0.0078,
   "independence_expectation": 0.9341,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2384,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L1|GMM~VAE": {
   "q_A": 0.9635,
   "q_B": 0.9782,
   "q_AB": 0.9579,
   "delta_miss": 0.0154,
   "independence_expectation": 0.9425,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.5625,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L1|NAE~VAE": {
   "q_A": 0.9695,
   "q_B": 0.9782,
   "q_AB": 0.9534,
   "delta_miss": 0.005,
   "independence_expectation": 0.9483,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2005,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L2|AE~GMM": {
   "q_A": 0.9683,
   "q_B": 0.971,
   "q_AB": 0.9475,
   "delta_miss": 0.0072,
   "independence_expectation": 0.9402,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2476,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L2|AE~NAE": {
   "q_A": 0.9683,
   "q_B": 0.973,
   "q_AB": 0.9538,
   "delta_miss": 0.0116,
   "independence_expectation": 0.9422,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.41,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L2|AE~VAE": {
   "q_A": 0.9683,
   "q_B": 0.9738,
   "q_AB": 0.9496,
   "delta_miss": 0.0067,
   "independence_expectation": 0.943,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2383,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L2|GMM~NAE": {
   "q_A": 0.971,
   "q_B": 0.973,
   "q_AB": 0.9503,
   "delta_miss": 0.0054,
   "independence_expectation": 0.9448,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2028,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L2|GMM~VAE": {
   "q_A": 0.971,
   "q_B": 0.9738,
   "q_AB": 0.9612,
   "delta_miss": 0.0156,
   "independence_expectation": 0.9456,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.5835,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L2|NAE~VAE": {
   "q_A": 0.973,
   "q_B": 0.9738,
   "q_AB": 0.9537,
   "delta_miss": 0.0061,
   "independence_expectation": 0.9476,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.2392,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L3|AE~GMM": {
   "q_A": 0.9871,
   "q_B": 0.9864,
   "q_AB": 0.9786,
   "delta_miss": 0.0049,
   "independence_expectation": 0.9737,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.3768,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L3|AE~NAE": {
   "q_A": 0.9871,
   "q_B": 0.9883,
   "q_AB": 0.9841,
   "delta_miss": 0.0085,
   "independence_expectation": 0.9756,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.7045,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L3|AE~VAE": {
   "q_A": 0.9871,
   "q_B": 0.9894,
   "q_AB": 0.9803,
   "delta_miss": 0.0037,
   "independence_expectation": 0.9766,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.317,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L3|GMM~NAE": {
   "q_A": 0.9864,
   "q_B": 0.9883,
   "q_AB": 0.9797,
   "delta_miss": 0.0047,
   "independence_expectation": 0.9749,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.3887,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L3|GMM~VAE": {
   "q_A": 0.9864,
   "q_B": 0.9894,
   "q_AB": 0.9821,
   "delta_miss": 0.0062,
   "independence_expectation": 0.9759,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.519,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  },
  "L3|NAE~VAE": {
   "q_A": 0.9883,
   "q_B": 0.9894,
   "q_AB": 0.9815,
   "delta_miss": 0.0036,
   "independence_expectation": 0.9779,
   "alpha": 0.01,
   "seed": 0,
   "phi": 0.3338,
   "note": "raw delta_miss is compressed when miss rates approach 1; phi is the normalized association and is the reportable statistic"
  }
 },
 "retention_map": {
  "stage_1_loaded": {
   "top_qcd": 100000,
   "top_top": 100000,
   "lhco_bkg": 1000000,
   "lhco_2prong": 100000,
   "lhco_3prong": 100000
  },
  "stage_2_representation": {
   "top": "leading-40 constituents -> 120 dims; events with <40 constituents zero-padded, none dropped",
   "lhco": "7 engineered features; none dropped"
  },
  "stage_3_split": {
   "per_class": "60000 train / 20000 threshold-calibration / 20000 evaluation (3-prong pair: 50000/20000/20000)",
   "retention_to_evaluation": "20000 of the loaded pool per class per seed; disjoint by permutation seed 1000+s"
  },
  "stage_4_scoring": {
   "events_scored": "100% of the evaluation split; no score-time rejection"
  },
  "battery_own_retention": "1.000 through representation and scoring; the only reduction is the registered split, which is content-independent (permutation), so the battery itself introduces no content-dependent selection."
 },
 "deviations": [
  {
   "id": "D1",
   "registered": "R2 tests the normalized-autoencoder remedy of Dillon et al.",
   "actual": "the implemented model is a perturbative energy-normalized AE (Gaussian-noise negatives, hinge energy ratio), not the published NAE (model-distribution negatives via MCMC/Langevin).",
   "consequence": "the registered NAE prediction is untested. Row frozen and relabeled pNAE-surrogate. Faithful port deferred to v0.3.",
   "severity": "material \u2014 invalidates one registered prediction, does not touch the AE/VAE/GMM core"
  },
  {
   "id": "D2",
   "registered": "R3 fits the PCA spectrum on the POOLED representation",
   "actual": "complexity() is called per class on its own first 5,000 samples, with no common standardization, and the zlib quantization rescales each class to its own 1st-99th percentile range.",
   "consequence": "cross-class complexity comparison is weaker than registered. Compounding evidence of invalidity: all three LHCO classes return zlib_len exactly 15.0 (no resolution), and the directional result does not follow the PR ordering uniformly \u2014 T1 is LCBH-consistent (lower-complexity QCD assimilated at 0.9962 vs 0.9683) while L1 and L2 run the other way (higher-complexity signal assimilated more, 0.972/0.975 vs 0.818/0.707). LCBH is INCONCLUSIVE from this run: not confirmed, not falsified.",
   "severity": "material \u2014 no LCBH claim may be made from v0.2"
  },
  {
   "id": "D3",
   "registered": "R4 reports teacher/student Spearman on BACKGROUND",
   "actual": "main() passes Qev, the withheld PARTNER class, into distill(); the reported correlations and rank survival are on the withheld class.",
   "consequence": "the finding stands but must be described correctly: on the withheld class, global rank agreement is moderate (rho 0.60-0.71) while only 36-47% of the teacher top-1% survives into the student top-1%. Arguably more informative than the registered background test \u2014 moderate global fidelity conceals tail-rank destruction exactly where a trigger operates \u2014 but it is not what was registered.",
   "severity": "descriptive \u2014 the estimand must be renamed, the numbers stand"
  },
  {
   "id": "D4",
   "registered": "R4 quantizes the student to 8-bit fixed point",
   "actual": "weights and biases are rounded to 8-bit-spaced values; activations and arithmetic remain floating point.",
   "consequence": "this is a WEIGHT-QUANTIZATION SURROGATE, not an FPGA-equivalent fixed-point deployment. The near-identical pre/post rank survival is reassuring only for that limited transformation.",
   "severity": "descriptive"
  },
  {
   "id": "D5",
   "registered": "R6 computes RII for each pair and alpha",
   "actual": "only the seed-0 miss mask at alpha=0.01 is stored; every RII row is seed 0, alpha 0.01.",
   "consequence": "RII results are a pilot, not the registered measurement. They are nonetheless informative once normalized: phi ranges from +0.968 (T1 AE~pNAE \u2014 near-maximal miss coincidence, expected since pNAE is an AE variant) to +0.021 (T1 AE~VAE \u2014 essentially independent misses). Raw delta_miss alone badly understates this spread because miss rates are near 1.",
   "severity": "scope \u2014 no cross-seed or cross-alpha RII claim may be made"
  },
  {
   "id": "D6",
   "registered": "95% bootstrap CI over 10,000 resamples of seeds AND evaluation sets",
   "actual": "boot_ci resamples the five seed-level scalars only; each seed does use a different content-independent split, so split variability enters indirectly, but this is not a hierarchical bootstrap over events.",
   "consequence": "intervals must be labeled 95% bootstrap intervals OVER SEEDS (n=5). Related: the 20,000-event calibration split places roughly 20 events behind the alpha=1e-3 threshold, so fourth-decimal differences at that operating point carry no weight.",
   "severity": "labeling \u2014 qualitative conclusions unaffected, precision claims must be reduced"
  },
  {
   "id": "D7",
   "registered": "IAI as the directional estimand",
   "actual": "IAI alone is uninterpretable when both directions fail: T1 GMM at alpha=1e-3 has IAI 0.0010 with M_A 0.9963; L3 VAE has IAI 0.0002 with M_A 0.9989.",
   "consequence": "M_A (mean assimilation burden) and signed D_A now accompany every IAI in this file. Low IAI at a severe operating point means symmetric failure, not symmetry.",
   "severity": "material \u2014 added post hoc to this file and required for all future reporting"
  }
 ],
 "architecture_labels": {
  "AE": "dense reconstruction autoencoder, score = MSE",
  "VAE": "encoder-side latent-norm VAE, d_z=8, score = sum mu_i^2 (AXOL1TL-class)",
  "GMM": "20-component Gaussian mixture, score = -log p (diagonal covariance on the 120-dim T1 representation)",
  "pNAE-surrogate": "PERTURBATIVE energy-normalized autoencoder: negatives drawn by Gaussian perturbation of the minibatch with a hinge energy-ratio penalty. THIS IS NOT the published normalized autoencoder of Dillon et al., SciPost Phys. Core 6 (2023) 074, whose normalization samples negatives from the MODEL distribution via MCMC/Langevin. The registered NAE-remedy prediction is therefore NOT TESTED by this run. Relabeled 2026-08-12 after Assembly audit; the row is frozen as run, not overwritten. A faithful NAE/WNAE port is a new registered experiment (v0.3)."
 },
 "audit": {
  "date": "2026-08-12",
  "round": "Assembly, four witnesses",
  "binding_register": "LABOR",
  "adopted": "all six LABOR corrections plus the deviations block; verified against code and data before adoption",
  "rejected": [
   "Two witnesses described the run as \"unassailable\", \"the thesis is proved\", and the payload as \"pristine\". Rejected: the run contains seven recorded deviations, one registered prediction untested, and one hypothesis inconclusive. That register is precisely what the program forbids.",
   "\"LCBH confirmed\" (one witness, from PR ordering). Rejected on the data: T1 is LCBH-consistent, L1 and L2 run the opposite direction. Inconclusive.",
   "\"Virtually zero independent discovery coverage\" from delta_miss > 0 (one witness). Rejected: normalized, T1 AE~VAE phi is +0.021 \u2014 near-independent misses. The uniform-correlation reading is an artifact of reading raw delta_miss at miss rates near 1.",
   "\"NAE is not a universal remedy\" / \"the remedy fails under high dimensions\" (two witnesses). Rejected: the implemented model is not the published NAE (see D1). Nothing here tests the remedy."
  ]
 },
 "carry_to_paper": "Solid enough for P1: the top/QCD reconstruction inversion reproduces across five independent trainings (AE 0.838 forward, 0.243 reversed) and is present under a density score (GMM 0.873 / 0.319); substantial direction-dependence appears across all tested families on the LHCO background/signal pairs; the near-structure control produces much smaller directional gaps; and stringent background-rate thresholds drive very high partner-class assimilation, making absolute retention (M_A) and directional asymmetry (D_A) distinct quantities that must be reported separately. The VAE result is a feature, not an embarrassment: it alone avoids the T1 inversion (0.535 / 0.739) while carrying the largest T1 asymmetry \u2014 so the failure is not universally oriented, and ARCHITECTURE CHANGES THE ORIENTATION OF THE BLIND SPOT. From the distillation pilot: global student-teacher agreement is not tail retention."
}