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      "dan_to_mbon_contact_fraction": [
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      "selection": "All existing KC-to-MBON11 edges; no graph pruning or added connections.",
      "compartment_assignment": "Cell-type-level gamma1/peduncle inference; aggregate edges do not resolve receptor localization.",
      "modulation": "PPL101 outgoing edges deliver a transmitter trace to every recorded target. Only the specified KC-to-MBON11 efficacy response is modeled. Other target responses remain unknown.",
      "baseline_difference": "Two PPL101 cells use a modulatory channel rather than the baseline default fast excitatory sign.",
      "evidence": [
        "https://doi.org/10.1016/j.neuron.2015.11.003",
        "https://doi.org/10.7554/eLife.16135",
        "https://male-cns.janelia.org/download/"
      ]
    },
    "source_sha256": {
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      "doom_learning_v6/stability.py": "8d6694ab570d49f9aaa952173e08e172c1375ada3e308a1cb896f2d3540181af",
      "doom_learning_v6/survival.py": "21339bbc71ea32622c00c5fccaa9767523064940c33b0e40befbea250d17637f",
      "doom_learning_v6/__init__.py": "81761cced1f9167f5f85509e8473fa234a9727af7358a2b7f44722dce3604de0",
      "doom_learning_v6/brain.py": "0c6ef6e3f80edd076c05cfaaea0e14d36b0e439c597f9456b00387062484593f",
      "doom_learning_v6/rule.py": "0df2ae1bf10b97a213064b3ac3934227539d08e51521a99cdb56fe7f5b44b725",
      "doom_learning_v6/visual.py": "788c06afd646528b0f5a9d3a8daa6838278709a15f1a90159b2ed4f9e6531c88",
      "doom_learning_v6/calibration.py": "a62951dc94ebf395933f656a002cf3765cae493bfe0337aea158b45d2487e5b6",
      "doom_learning_v6/analyze.py": "15623eab650fc2becd71754365dd3ffeab72af70fb5344644e99c8232522a9e1",
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    },
    "reinforcement": "Nonfatal damage: next-step +4 mV-equivalent PPL101 current for 200 ms. Overlapping hits extend exposure. Terminal damage excluded; pending exposure cancelled at reset.",
    "rounds": "Continuous fast neural state, efficacy state and memory traces across normal game resets; no per-round equilibration. Different from the historical isolated-trial pilot.",
    "claim": "Experimental plasticity is enabled. Useful vision, associative learning and survival improvement have not been established."
  }
}
