John Skylitzes: A Synopsis of Byzantine History, 811–1057
Why this work is in the frame
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Bibliographic record
Abstract
This book was first published in 2010. John Skylitzes' extraordinary Middle Byzantine chronicle covers the reigns of the Byzantine emperors from the death of Nicephorus I in 811 to the deposition of Michael VI in 1057, and provides the only surviving continuous narrative of the late tenth and early eleventh centuries. A high official living in the late eleventh century, Skylitzes used a number of existing Greek histories (some of them no longer extant) to create a digest of the previous three centuries. It is without question the major historical source for the period and is cited constantly in modern scholarship. This edition features introductions by Jean-Claude Cheynet and Bernard Flusin, along with extensive notes. It will be an essential and exciting addition to the libraries of all historians of the Byzantine age.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| 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 it