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
ABSTRACT This paper outlines a new framework for the historical study of Rome and Italy during the middle republican period. We argue that traditional approaches centred upon social struggles at home and battles abroad, res domi militiaeque , do not sufficiently capture the dynamism of Roman society during the early stages of imperial expansion. Recent scholarship has been rightly critical of the appropriateness of applying concepts of Hellenisation to the period, as Rome's interactions with Magna Graecia and the Greek East in the fourth and third centuries look very different than they would in subsequent centuries. Moving in a new direction, we sketch the contours of an approach that foregrounds the many connectivities (temporal, geographical, methodological, historical) apparent from the interdisciplinary study of middle republican Rome and Italy. The result encourages a new mode of historical inquiry into the development of middle republican Rome and Italy, one which sees Rome already in this moment as both expansively interconnected with and actively involved in wider Mediterranean and Eurasian history.
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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 | 0.003 | 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 | 0.003 | 0.001 |
| 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 it