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Record W3206013881 · doi:10.1515/mill-2021-0004

The Origin and Evolution of Early Christian and Byzantine Universal Historiography

2021· article· en· W3206013881 on OpenAlexaff
R. W. Burgess

Bibliographic record

VenueMillennium · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicByzantine Studies and History
Canadian institutionsWilfrid Laurier UniversityUniversity of Ottawa
Fundersnot available
KeywordsByzantine architectureAntiqueHistoriographyNarrativeStyle (visual arts)LiteratureChronologyHistoryClassicsArtAncient historyArchaeology

Abstract

fetched live from OpenAlex

Abstract There is a long tradition of considering the lesser Byzantine historical texts - those not written in the classicizing narrative style of Herodotus, Thucydides, and Procopius - as the products of a continuous development from Hellenistic and late antique chronicles. As a result, they are all still called chronicles in spite of the fact that the only characteristics they share with earlier chronicles and one another is their condensed and ‘universal’ approach to history. In reality, there were only a very few true Byzantine chronicles, while all the other so-called chronicles developed from other Hellenistic and Roman genres into six distinct groups of texts that are completely unrelated to chronicles, apart from some content. This analysis is founded primarily upon the structure of and use of chronology by these texts, which are all represented by lengthy quotations that readers can compare for themselves.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.946
Threshold uncertainty score0.415

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.011
GPT teacher head0.181
Teacher spread0.170 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2021
Admission routes1
Has abstractyes

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