On the Chronology of the 11th-century Russian Metropolitans. An Answer to A. P. Tolochko
Bibliographic record
Abstract
The article deals with the amendments made by A. P. Tolochko to the traditional chronology of the Russian metropolitans of the 11th cent., compiled by A. Poppe, and shows the weaknesses of both chronologies. Based on the latest epigraphic finds, a new chronology of the Metropolitans until the last quarter of the 11th cent. is proposed: Theophylact was transferred to Russia from the Metropolitan see of Sebasteia sometime before 1015; Theopempt became the Metropolitan no later than 1039; John ascended the throne after 1039 and reigned until 1051; Hilarion became the Metropolitan in 1051 (probably after July 24) and ceased to be in 1052 (before November 4); Ephraim received the Metropolitan see in 1052 (until November 4) and retained it at least until 1055; George, mentioned under 1072, could have become the Metropolitan as early as 1055.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".