The Metaphrasis of Niketas Choniates’ ›History‹ Introduction, Edition, Commentary
Bibliographic record
Abstract
This volume presents, for the first time, a critical edition of a highly unusual Byzantine text: the Metaphrase – or intralingual translation – of the early 13th-century History ( Chronike Diegesis ) of Niketas Choniates. The original History of Choniates has always been considered a monument of Byzantine historical and rhetorical discourse. Its highly learned, Atticizing style of Greek, however, frequently made it obscure to readers, even in the Byzantine period. As a result, in the second quarter of the 14th century, probably in Constantinople, an individual or group of individuals undertook to transpose the entire work into a simpler register of Greek, closer to the everyday language of the period. Accordingly, the text as published here brings to light a major body of primary linguistic material, enabling scholars in the field to judge for themselves the nature and extent of the linguistic and stylistic enterprise represented by the Metaphrase. The introductory matter and accompanying analysis provide background information on the manuscript tradition of the Metaphrase, as well as an assessment of its linguistic and cultural context and genesis.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".