Between Rome and Carthage: Southern Italy during the Second Punic War
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
Hannibal invaded Italy with the hope of raising widespread rebellions among Rome's subordinate allies. Yet even after crushing the Roman army at Cannae, he was only partially successful. Why did some communities decide to side with Carthage and others to side with Rome? This is the fundamental question posed in this book, and consideration is given to the particular political, diplomatic, military and economic factors that influenced individual communities' decisions. Understanding their motivations reveals much, not just about the war itself, but also about Rome's relations with Italy during the prior two centuries of aggressive expansion. The book sheds new light on Roman imperialism in Italy, the nature of Roman hegemony, and the transformation of Roman Italy in the period leading up to the Social War. It is informed throughout by contemporary political science theory and archaeological evidence, and will be required reading for all historians of the Roman Republic
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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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it