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Introduction

2020· book-chapter· en· W4242327585 on OpenAlexaff
Bernice M. Kaczynski

Bibliographic record

VenueOxford University Press eBooks · 2020
Typebook-chapter
Languageen
FieldArts and Humanities
TopicByzantine Studies and History
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMonasticismScholarshipChristianityHistoryVariety (cybernetics)Early ChristianityAsceticismClassicsAncient historyPolitical scienceLawArchaeology

Abstract

fetched live from OpenAlex

Abstract The chapter gives an introduction to the current state of scholarship on monasticism, and it sets out an agenda for the future. It begins with a consideration of monasticism’s long historical arc, its longue durée. Few movements in the history of Christianity have had such lasting importance. The chapter then looks ahead to the great variety of monastic practices described by contributors to the volume. It draws attention to patterns of continuity and change, to recurring themes, and to major debates in the field. The experience of Christian monasticism is multifaceted, for it has assumed different forms in the Catholic, Eastern Orthodox, Oriental Orthodox, Protestant, and Anglican traditions, and in contemporary ‘new monasticism’. What, then, is Christian monasticism, and what are its essential features? It is surprisingly difficult to come to a definition of the monastic way of life, and the chapter ends with an exploration of this issue.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.524
Threshold uncertainty score0.680

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0020.001
Scholarly communication0.0070.004
Open science0.0020.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.5240.322

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 head0.029
GPT teacher head0.163
Teacher spread0.134 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2020
Admission routes1
Has abstractyes

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Same venueOxford University Press eBooks→Same topicByzantine Studies and History→French-language works237,207→