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},
"porosity-modulus": {
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}
},
"leave_one_family_out": [
{
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},
{
"omitted_family": "dislocation-density-strength",
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"pairwise_auc": 1.0
},
{
"omitted_family": "obstacle-spacing-orowan",
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},
{
"omitted_family": "particle-fraction-modulus",
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},
{
"omitted_family": "pearlite-spacing-strength",
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},
{
"omitted_family": "porosity-modulus",
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}
],
"leave_one_family_out_range": {
"top1_accuracy": [
1.0,
1.0
],
"mean_reciprocal_rank": [
1.0,
1.0
],
"pairwise_auc": [
1.0,
1.0
]
},
"chance": {
"top1_accuracy": 0.5555555555555556,
"pairwise_auc": 0.5
}
}
},
"layer_scan": {
"jacobian": {
"best_precision": 0.8541666666666666,
"best_layer": 28,
"best_depth_percent": 68.29268292682927,
"max_layer_corrected_p": 1.999960000799984e-05,
"workspace_band_mean_layer_precision": 0.6919642857142856,
"workspace_band_mean_layer_p": 1.999960000799984e-05,
"late_band_mean_layer_precision": 0.8003472222222223,
"late_band_mean_layer_p": 1.999960000799984e-05
},
"direct": {
"best_precision": 0.8819444444444444,
"best_layer": 26,
"best_depth_percent": 63.41463414634146,
"max_layer_corrected_p": 1.999960000799984e-05,
"workspace_band_mean_layer_precision": 0.6974206349206348,
"workspace_band_mean_layer_p": 1.999960000799984e-05,
"late_band_mean_layer_precision": 0.8107638888888888,
"late_band_mean_layer_p": 1.999960000799984e-05
},
"raw": {
"best_precision": 0.8819444444444444,
"best_layer": 26,
"best_depth_percent": 63.41463414634146,
"max_layer_corrected_p": 1.999960000799984e-05,
"workspace_band_mean_layer_precision": 0.6919642857142857,
"workspace_band_mean_layer_p": 1.999960000799984e-05,
"late_band_mean_layer_precision": 0.796875,
"late_band_mean_layer_p": 1.999960000799984e-05
}
},
"guardrail": "Within-mechanism relation topology is a post-hoc graph analysis of a cohort whose earlier registered similarity replication failed."
},
"guardrail": "Graph topology measures organization and retrieval. It does not by itself establish causal use, a literal chain of thought, consciousness, or unrestricted scientific understanding."
}