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illusion-brain/brain-domains / framework /quality_macaque_confound.json
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{
"n_cells": 137,
"pos_rate": 0.7007299270072993,
"baseline_cv": {
"mean": 0.7658314904909332,
"sd": 0.16061201614306705,
"folds": [
0.55,
0.6,
0.8428571428571429,
0.8823529411764706,
0.9539473684210527
],
"p": 0.0,
"null_q95": 0.6175747825445967
},
"T1_seg_index_auc": 0.19029471544715448,
"T1_feature_vs_seg_index": {
"log_nu": 0.2422329711027753,
"log_rate": -0.040081867517552376,
"zero_frac": 0.018492501788010773,
"fano": 0.061349178067040266,
"presence": -0.2801703607560465,
"rate_drift": 0.3151496635480518
},
"T2_first_half_cv": {
"mean": 0.5864219114219115,
"sd": 0.17720003137734158,
"folds": [
0.7692307692307693,
0.4166666666666667,
0.8333333333333334,
0.4583333333333333,
0.45454545454545453
]
},
"T3_with_seg_index": {
"cv": {
"mean": 0.8379759559326123,
"sd": 0.12345460215047613,
"folds": [
0.7,
0.6785714285714286,
0.9071428571428571,
0.93048128342246,
0.9736842105263158
]
},
"coef": {
"log_nu": 0.41387043865194467,
"log_rate": -0.2106667525674101,
"zero_frac": 0.3940798901376928,
"fano": -0.12992767861710897,
"presence": 0.1609463857219707,
"rate_drift": -0.24941587116025785,
"seg_index": -0.639822431990639
},
"intercept": 0.9914844870952694
},
"T4_residualized": {
"cv": {
"mean": 0.6765530135499176,
"sd": 0.10482388743399126,
"folds": [
0.55,
0.6714285714285714,
0.7071428571428572,
0.5989304812834224,
0.8552631578947368
]
},
"slope_vs_seg_index": {
"log_nu": 0.001199460055125424,
"log_rate": 0.0037058345267126274,
"zero_frac": -0.0008838164683349643,
"fano": 0.0018390421751650987,
"presence": -0.0009589847745863126,
"rate_drift": 0.0025329979597531757
}
},
"verdict": "片段序号单独就有 AUC 0.190,标签含强时间成分;前一半片段内 AUC 掉到 0.586,模型主要靠时间"
}

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