Bibliographic record
Abstract
The documented three coins, until now unrecorded among the finds from the Hradiště near Stradonice, extend the range of Celtic coin types that were imported to this oppidum from the west. The first one, an unusual stater of the Kellner I B type, is important in the Czech area since most of the coins from the Regenbogen-Schusselchen group found at the Stradonice oppidum are subaerates. The second specimen, a quarter-quinar, probably belonging to the quinars of the so-called Prague type, is an extremely rare coin which can be classified as belonging to this group based on the image of a stylized horse on the reverse. These coins were probably brought to the Stradonice oppidum from the Thuringian area in present-day Germany. The third and last small silver coin of the ‘mit strengem Gesicht’ type represents a rather unique issue imported to the Czech territory from the area of southern Germany and, together with the above-mentioned coins, it attests to the trade contacts maintained by the population of the Hradiště oppidum with merchants from the territories of today’s Germany from the middle of the 2nd to the middle of the 1st centuries B.C.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.031 | 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".