Money and mid-republican Rome
Bibliographic record
Abstract
Abstract Rome’s mid-republican period is back in the centre of attention. Roman money and coinage, however, are largely absent from the debate. As this field has seen important developments in recent years, this paper surveys recent research in order to explore how numismatic sources can contribute to our understanding of this formative period in Roman history. First, we present an overview of these new developments, which we then contextualise in the framework of the Roman economy, Roman state formation and the development of a distinct Roman identity. We argue for a development from coinage irregularly commissioned by individual Roman magistrates to a regular Roman state coinage; from haphazard production often outside Rome to large-scale and more regular coordinated production clearly institutionalised within the Roman state, with a distinct Roman appearance. We propose to recognise two principal moments of acceleration in this process: around 240 and, above all, 210 b.c.e. , and show how these insights relate to broader debates on mid-republican 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 | 0.001 | 0.001 |
| 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 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".