pattern
Material quality needs a measurement graph, not a shelf of facts
Useful material stats need traceability, uncertainty, lot context, and process capability attached before they become decision-grade.
Topic
Data Quality
Completeness, provenance, machine-readable contracts, and confidence signals behind every dataset.
workflow
Materials Project makes computed-property trails connector-ready
The useful future is not only reading material pages; it is querying structures, properties, and provenance fields as part of a quality evidence trail.