Prubířský kámen raně středověké společnosti
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The article maps the occurrence of touchstones and artefacts that are candidates for this classification, from Scandinavia to Pannonia, with a particular focus on the period between the 10th and 12th centuries, when trade in one part of Europe was conducted primarily using coins, while precious metal was used as currency elsewhere. The apparent differences in the frequency of tools used for determining the quality of precious metal in various parts of Europe raise questions on the mechanisms of the distribution of these metals in Central Europe. The author finds evidence of an important change in the availability of precious metal in the arrival of silver to rural Bohemia in the final quarter of the 10th century, almost immediately after the commencement of the minting of Přemyslid denars. He also sees evidence of the establishment of social classes that were able to accumulate precious metal in the oldest medieval hoards of silver in the Bohemian countryside.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 0.006 |
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 it