# Validation ## Validation Pipeline Every entry in the Scandium Dataset passes through a deterministic validation pipeline before entering its tier. ### Structural Validation 1. **Nsites ≥ 2**: Eliminates single-atom entries (no meaningful structure) 2. **Volume > 10 ų**: Eliminates entries with zero or implausible volume 3. **Min distance check**: Flags overlapping atoms (OQMD artifact detector) 4. **Space group computation**: spglib symmetry detection ### Property Validation 1. **Target presence**: At least 2 of 3 targets (FE, EaH, BG) must exist 2. **Physical range**: FE in [-5, +5] eV/atom, BG in [0, ~10] eV 3. **Stability check**: EaH < 0.1 eV/atom or null (for Gold tier) ### Quality Flags Flags are generated by validators and ingested during scoring: | Flag | Meaning | |------|---------| | `overlapping_atoms` | Min distance < 0.5 Å | | `corrupted_structure` | Structure JSON unparseable | | `extreme_*` | Property outside physical range | | `heavy_element` | Contains elements with Z > 92 | | `noble_gas` | Contains noble gas elements | | `missing_spacegroup` | No space group computed | | `bad_volume` | Volume missing or zero | | `missing_EaH` | EaH not available (known for JARVIS) | ## Tier Gates ### Raw (Gate 0) - Source and formula present - Fallthrough for all entries ### Validated (Gates 1-4) 1. Valid structure (nsites ≥ 2, volume > 10) 2. At least 2 of 3 targets present 3. No critical quality flags 4. Quality score ≥ 70 ### Gold (Gates 5-8) 5. Not a duplicate (no duplicate_group) 6. No label conflicts (no disagreement flags) 7. Stable or near-stable (EaH < 0.1 or null) 8. Complete metadata (space_group, density, elements) ### Strict Gold (Gates 9-11) 9. Provenance complete (source_id + checksum) 10. Quality score ≥ 80 (calibrated: 85.2% valid at this threshold) 11. No known defects (volume > 0, density > 0, space_group present) ## Verification Reports See `reports/validation_reports/` for: - Per-source validation results - Per-family validation results - Cross-source agreement verification