Calibration
Source metadata, explicit calibration and measured standards are distinguished in the result.
Validation
Calibration before interpretation.
AyaScope records where calibration came from, exposes user controls and reports uncertainty or low-confidence outcomes instead of hiding them.
Uncertainty
Measurements retain units, method context, review status and known uncertainty sources.
Provenance
Exports record the source identity, software version, analysis settings and calibration origin.
Limits
Automated candidates are not a substitute for expert review of the experiment.