Scandium-Dataset / scripts /audit_reports /phase6_quality_audit.json
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{
"phase": "Phase 6: Quality Audit",
"timestamp": "2026-07-21 23:12:16",
"score_distribution": {
"mean": 77.44848012237001,
"median": 78.0,
"std": 7.596226967988087,
"min": 48.0,
"max": 88.0
},
"calibration": [
{
"bin": "50-60",
"n": 4807,
"valid_pct": 0.0,
"sg_pct": 99.8,
"complete_pct": 99.8
},
{
"bin": "60-70",
"n": 32273,
"valid_pct": 26.4,
"sg_pct": 100.0,
"complete_pct": 100.0
},
{
"bin": "70-80",
"n": 146001,
"valid_pct": 99.0,
"sg_pct": 100.0,
"complete_pct": 100.0
},
{
"bin": "80-90",
"n": 83649,
"valid_pct": 99.9,
"sg_pct": 100.0,
"complete_pct": 100.0
}
],
"monotonic_valid_pct": true,
"monotonic_sg_pct": true,
"per_source_scores": {
"mp": {
"mean": 87.44164898454078
},
"oqmd": {
"mean": 73.36850622889743
},
"jarvis": {
"mean": 77.78117087991275
}
},
"sub_scores": {
"geometry": {
"mean": 16.74465755889807,
"max": 23
},
"dft": {
"mean": 19.696942998965252,
"max": 20
},
"metadata": {
"mean": 11.82321581212603,
"max": 15
},
"novelty": {
"mean": 14.207444176176837,
"max": 15
},
"chemical": {
"mean": 14.97621957620383,
"max": 15
}
},
"findings": [
{
"severity": "PASS",
"phase": "calibration",
"check": "monotonic_valid_pct",
"status": "valid% increases with score",
"detail": ""
},
{
"severity": "PASS",
"phase": "calibration",
"check": "monotonic_sg_pct",
"status": "SG% increases with score",
"detail": ""
},
{
"severity": "HIGH",
"phase": "source_bias",
"check": "mp_oqmd_score_diff",
"status": "p=0.0000, diff=14.1",
"detail": ""
},
{
"severity": "MEDIUM",
"phase": "score_range",
"check": "no_scores_ge90",
"status": "0 entries \u2265 90 \u2014 scoring is conservative",
"detail": ""
}
],
"summary": {
"CRITICAL": 0,
"HIGH": 1,
"MEDIUM": 1,
"LOW": 0,
"PASS": 2
}
}