Archeologické doklady neskororímskeho vojenského konfliktu v blízkosti obce Ajdovščina (Slovinsko)
Bibliographic record
Abstract
The recent archaeological finds that came to light on the steep southern slope of Trnovski gozd, a karst plateau located a few kilometres east and north of Ajdovščina in the Vipava Valley (Vipavska dolina in Slovenian, W Slovenia), reflect the great significance that the communication along the valley had for the Roman army, especially in the period of Roman expansion (1st century BC) and in the Late Roman period. The artefacts from the Late Roman period comprise six scatters of coins (possibly purse contents), most of the 76 individually recovered coins and at least a quarter of the non-numismatic finds largely consisting of Roman weapons. The weapons include 17 plumbatae and 16 three-bladed arrowheads
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How this classification was reachedexpand
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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".