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illusion-brain/brain-domains / framework /quality_label_reliability.json
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{
"n_cells": 231,
"n_regions_total": 36,
"n_regions_eligible": 28,
"label_split_half_spearman_median": 0.49710594562451044,
"label_split_half_spearman_q10": 0.41946774807603204,
"label_split_half_spearman_q90": 0.5775077191123822,
"ceiling_auc_median": 0.7228051702176653,
"ceiling_auc_q10": 0.6735740359992121,
"ceiling_auc_q90": 0.7794246031746032,
"observed_auc_quality_axis": 0.414,
"within_region_log_sd_median": 0.7716513327833064,
"within_region_log_sd_q10": 0.3903398096651047,
"within_region_log_sd_q90": 1.5325145248888812,
"within_region_log_sd_by_region": {
"MB": 0.2512926476093372,
"MOp": 0.33208601834185103,
"CP": 0.3714193949547963,
"SUB": 0.37919825261930157,
"VPL": 0.4014813667109078,
"VISl": 0.44096461988678887,
"ZI": 0.5295208503172414,
"MRN": 0.5307103138440834,
"TT": 0.574810917535357,
"SNr": 0.5899294005336233,
"SCsg": 0.6212479655722839,
"PO": 0.6681279546747154,
"CA1": 0.6693219385829571,
"TH": 0.6865302498859608,
"ORB": 0.7201006250567652,
"DG": 0.7460114040643276,
"SCig": 0.7487019044822167,
"VISam": 0.7634312182969935,
"VISp": 0.7798714472696194,
"VISpm": 0.8393666082575632,
"LD": 0.8622507458224203,
"SCm": 0.9243572875616811,
"LGd": 0.9269612290729525,
"VISa": 1.0666034541683667,
"POL": 1.1033416988289186,
"LP": 1.151541115103299,
"POST": 1.1679741993124368,
"SSp": 1.1861432932240696,
"ACA": 1.2982064881975175,
"RSP": 1.3769733785181049,
"VPM": 1.4585710742331528,
"MOs": 1.4631182329560013,
"PL": 1.6019108168217613,
"CA3": 1.7408866444307975,
"ILA": 2.1517838865803607,
"SCs": 2.7902107100581994
},
"verdict": "标签分半可靠度仅 0.497,完美特征的上限也只有 AUC 0.723;实测 0.414 仍显著低于该上限,说明强效应不存在,但弱效应无法排除。"
}

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