Italy in the Twilight of the Empire: The Decline of Roman Law and Culture under Theoderic the Great (c. 493-526)
Bibliographic record
Abstract
The goal of this study is to contribute to the understanding of how Roman law continued to survive and evolve in Italy to reflect changes social, political, and cultural taking place in the peninsula from the fourth century to sixth. Evidence for this is drawn primarily from the Edictum Theoderici, a collection and emendation of Roman law comprising 154 edicts in addition to a prologue and epilogue. Composed by an unknown group of Roman jurisprudents working under the Ostrogothic king Theoderic the Great (493-526), and intended as a guidebook for settling disputes between Goths and Romans, the ET is a body of source material that yields valuable historical insights into Italy's transition from Roman province to barbarian kingdom. It also raises important questions as to just how peaceful, prosperous, and Roman-like Theoderic’s Italy really was.
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How this classification was reachedexpand
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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".