A Blurring Frontier: The Territory of Caere in the Fourth and Third Centuries B. C. E.
Bibliographic record
Abstract
Abstract At the end of a long history of increasingly close relationships with its neighbor, the Etruscan city of Caere became a sort of “satellite state” of Rome and was eventually transformed into a praefectura in 273 B. C. E. Historians have focused on the institutional aspect of the process, with its progressive “softening” of the political frontier between the two cities through the ciuitas sine suffragio , which paved the way for eventual assimilation. This paper examines the archeological record of the territory of Caere in the period between the late fourth and the third centuries B. C. E., tracking the development of settlement patterns and the cultural changes revealed by the material culture. Complex dynamics developed in the territory of Caere during this crucial period, with different groups adopting diverging strategies to adapt to the challenges and opportunities of the new situation.
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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 | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".