Coin Hoards Dated to the Time of Maximinus I from the Territory of Present-Day Serbia
Bibliographic record
Abstract
There are three known hoards from the territory of present-day Serbia \nwhich end with coins of Maximinus I: the Supska II, Ravna and Mehovine hoards. \nTaking into account the Roman division of the provinces, the hoards from Ravna and \nSupska (II) originated from the territory of Upper Moesia, while the Mehovine hoard \nrepresents a find from this period, deposited in Lower Pannonia. Since the latest pieces \nin all three hoards are dated broadly from January/autumn AD 236 to the first quarter \nof AD 238, the reasons for burying the finds may be different: the terror spread by \nMaximinus’ agents when collecting taxes; the violence of the troops and of the local \nadministration; or a reaction to the news of the rebellions in Africa and in Rome.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".