Lamps from the foundation pits (fossae) in the principia of the castrum of Novae
Bibliographic record
Abstract
Oil lamps found in foundation pits excavated on the site of the first principia in the Roman fortress of Novae (ŠviŠtov, Bulgaria), built shortly after AD 69, are part of the waste discarded by a legion which manned the site for the previous quarter of a century, starting from AD 45. These lighting devices provide essential information on the supply chain of the legionary camp of Novae before 71, when the pits were ultimately filled. The assemblage illustrates the high quality of the materials sent to the legion, including exclusive imports mainly from Italy and Asia Minor, but also from the Aegean world and South Pannonia. It further underscores the fact that military supply chains in the 1st century AD did not follow the easiest and shorter routes and, as regards lamps, frequently ignored nuch closer and already active lamp-producing centers.
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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 | 0.002 | 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 | 0.000 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".