Praha-Vinoř. Opevněné centrum prvních Přemyslovců ve světle mincovních nálezů
Bibliographic record
Abstract
The study presents single coin finds obtained by the systematic metal detector survey from the area of the settlement complex in Prague-Vinoř. Here, a stronghold of the first Přemyslids with an associated settlement were established at the turn of the 9th and 10th centuries. In the 11th and 12th centuries, a large (probably church) burial ground and a high medieval manorial seat existed in this area. To date, a total of 58 single coin finds have been recorded from all the above-mentioned locations, with 16 coins dating from the 10th to early 13th centuries. The oldest is a unique coin of the bishop of Augsburg, St. Ulrich of Augsburg, minted in the early days of his coinage (perhaps even before the conventional year 955), the rest are domestic deniers. 17 coins belong to the years 1300–1526, 9 coins were struck before the last quarter of the 16th century. The remaining 13 individual coins were minted after the year 1648. The single coin finds present irreplaceable but rapidly disappearing evidence of the changing socio-economic functions of the site, and the development of the cultural landscape.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.031 | 0.009 |
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".