MétaCan
Menu
Back to cohort
Record W4407989488 · doi:10.1017/9781108663410.001

General Introduction

2025· book-chapter· en· W4407989488 on OpenAlexaff

Bibliographic record

VenueCambridge University Press eBooks · 2025
Typebook-chapter
Languageen
FieldArts and Humanities
TopicHistorical Studies on Reproduction, Gender, Health, and Societal Changes
Canadian institutionsThe King's UniversityWestern University
Fundersnot available
KeywordsHistory

Abstract

fetched live from OpenAlex

The Cambridge History of the Papacy is organized to provide readers with a critical–historical survey of the structural development of the papacy as an institution and as an actor in Church history, and in world history. It is hard to imagine a sphere of human activity over the past two millennia that has not been influenced by, and influenced in turn by, papal action – be it in the domains of religious belief and practice; social, cultural, and political thought; art, science, medicine, ethics, diplomacy, and international relations. Four questions – each addressed throughout the three volumes of the present work – have framed that vision across vast chronological and geographical expanses: the pope’s centrality within the Catholic Church, the primacy of papal power as an instrument of governance, the papacy’s cultural influence in society and culture, and the implications of secularity for its place in the lives of believers and non-believers alike. Each question – and the search for answers – converges around the fundamental question of papal authority : its original claims; the ebbs and flows of its effective reach; and the numerous ways in which claims, and expressions of papal authority and supremacy, have been contested within the Catholic tradition, and from without.

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 score0.465
Threshold uncertainty score0.763

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0020.002
Scholarly communication0.0060.005
Open science0.0020.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.4650.242

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 head0.044
GPT teacher head0.209
Teacher spread0.165 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCambridge University Press eBooksSame topicHistorical Studies on Reproduction, Gender, Health, and Societal ChangesFrench-language works237,207