The Cambridge Companion to the Roman Republic
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The Cambridge Companion to the Roman Republic examines all aspects of Roman history and civilization from 509 to 49 BC. The key development of the republican period was Rome's rise from a small city to a wealthy metropolis, which served as the international capital of an extensive Mediterranean empire. These centuries produced a classic republican political culture, closely associated with the growth of a world empire. They also witnessed the slow disintegration of republican government under the relentless and combined pressure of external commitments, growing internal dissension, and the boundless ambition of successful military leaders. In the second edition of this Companion volume, distinguished European, Canadian, and American scholars present a variety of lively current approaches to understanding the political, military, and social aspects of Roman history, as well as its literary and visual culture. The second edition includes a new introduction, three new chapters on population, slavery, and the rise of empire, and updated bibliographies and maps.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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 | 0.005 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 it