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  "analysis": "published_physical_drift_state_dependence_diagnostic",
  "confirmatory": false,
  "supports_task_learning_improvement": false,
  "provenance": {
    "zenodo_record": "15692914",
    "doi": "10.5281/zenodo.15692914",
    "release": "v1.0.1",
    "source_tree": "maguzj-imperfect-learning-physical-systems-71b8d72"
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      "local_affine_model": {
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  "headroom_sensitivity": [
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      "terminal_headroom_v": 0.03,
      "forward_test_rmse_ratios_affine_over_constant": {
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      "affine_improves_both": true
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    {
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  "summary": {
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    "affine_improves_both_forward_tests": true,
    "affine_improves_both_for_all_headroom_thresholds": true
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}