L. Junius Brutus, a model and predecessor for the emperor Augustus. Some remarks on Dionysius of Halicarnassus 4. 71–75
Bibliographic record
Abstract
Contrarily to most traditional accounts on the foundation of the Republic, Dionysius describes the passage from the Tarquins’ monarchy to the Republic as a lawful constitutional reform, in which L. Junius Brutus played a pivotal role. In my paper I analyze the speech that Brutus delivers to the Roman patricians to endorse the establishment of a new government in Rome. The new constitution, although remaining essentially monarchical, will keep its autocratic nature concealed from the people. Throughout this paper, I show how Dionysius in his presentation of Brutus picked up elements both related to the senatorial propaganda against M. Junius Brutus — Caesar’s murderer, who claimed descent from L. Brutus and the tyrannicide Ahala — and, at the same time, the character of Augustus’s newly-founded government. This account may thus be regarded as Dionysius’ own elaboration of Augustus’s constitutional reform.
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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 | 0.000 |
| Science and technology studies | 0.004 | 0.008 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.002 | 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".