Per-material, per-gate prediction/measurement pairs and residuals for the rare-earth-free permanent-magnet screening chain (6 calibration anchors, 3 structure families).
Per-family bias correction rescues the τ-MnAl false negative (3/4 gates) to textbook agreement. 6-anchor calibration table across 3 structure families. Two closed sweeps (Cu2Sb, FeB Pnma) hold up under correction. Next: add D022-MnGa as a second L10 anchor.