Letters of Lubeck Magistrate to Revel concerning the trade of Revalfahrer of the last quarter of the 15th century (from the Tallinn City Archive)
Bibliographic record
Abstract
The article presents the results of a search in the Tallinn City Archive (Tallinna Linnaarhiiv), made with the materials of the collection of letters from the Lubeck City Council to the magistrate of Reval concerning the RevalfahrerCorporation. The search revealed five documents dating back to the last quarter of the 15th century. They present the specifics of the interaction of the Revel guests with the Lubeck City Council, the mechanism for hiring soldiers on merchant ships and the specifics of paying them salaries, as well as the specifics of chartering merchant ships. Much attention in this article is paid to the common traditions in the trade of the Nowgorodfahrer and the Revalfahrer of Lubeck. The appendix to the article contains the full texts of the Hanseatic sources, annotated in Russian and the necessary comments.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.029 | 0.005 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".