RECONSIDERING THE<i>AFFECTATORES REGNI</i>
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
In the beginning, Rome was ruled by kings. Their expulsion heralded the foundation of the Republic, a political system strong enough to withstand both internal and external threats to the state. Among these internal threats was the possibility of an elite man trying to set himself up as a king. Modern scholarship agrees that there were three such attempts to recreate a monarchy in the early Republic: Spurius Cassius in 485, Spurius Maelius in 439 and Marcus Manlius Capitolinus in 385/4. The affectatores regni purposefully courted the plebs in order to gain supreme power. But Roman virtue was too strong; all three men were caught, tried (either publicly or privately) and executed. Their possessions were seized and consecrated to the gods; their families shunned their memory. These attempts to establish tyranny revealed both the fragility and the power of the Republic.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it