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Record W2598489906 · doi:10.1163/18748945-03001022

Introduction

2017· article· en· W2598489906 on OpenAlexaff
Margo S. Gewurtz, Seija Jalagin

Bibliographic record

VenueSocial Sciences and Missions · 2017
Typearticle
Languageen
FieldArts and Humanities
TopicChristian Theology and Mission
Canadian institutionsYork University
Fundersnot available
KeywordsTransnationalismInternationalism (politics)Explanatory powerSociologyVariety (cybernetics)Perspective (graphical)Power (physics)Relation (database)Political sciencePolitical economyGender studiesSocial scienceEpistemologyPoliticsLaw

Abstract

fetched live from OpenAlex

Mission history is in multiple ways transnational: it involves ongoing activities across national borders by non-government actors. Despite being sent by national mission societies, missionaries’ lived experiences involved a type of Christian internationalism with contacts, friendships and professional relationships with a variety of foreigners and missionaries from other countries and denominations. Transnationalism, defined as a perspective rather than a theory or methodology, seems well suited for small-scale and local cases rather than the larger ambitions of global history with which it is often confused. The concept of the transnational space invites comparative work on single missions and missionaries that combines the local and the transnational. It enables us to see similarities without losing appreciation of the explanatory power of cultural specificities. Ours is a project to complicate the relation between metropole and colony and our contributors pay attention to ‘national’ and ‘non-national’ at the same time.

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)0.005
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: Editorial · Consensus signal: none
Teacher disagreement score0.381
Threshold uncertainty score0.883

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.002
Scholarly communication0.0060.004
Open science0.0020.004
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.3810.184

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 head0.068
GPT teacher head0.319
Teacher spread0.252 · 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
GenreEditorial

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
Published2017
Admission routes1
Has abstractyes

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