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Record W4232492299 · doi:10.3167/ds.2020.240101

Editorial

2020· editorial· en· W4232492299 on OpenAlexaff
Jean‐Christophe Marcel, Matthieu Béra, Jean-François Bert, François Noël

Bibliographic record

VenueDurkheimian Studies · 2020
Typeeditorial
Languageen
FieldSocial Sciences
TopicEmile Durkheim and Sociology
Canadian institutionsUniversité du Québec
Fundersnot available
KeywordsMillerSociologyClassicsHistoryBiology

Abstract

fetched live from OpenAlex

This journal owes its origins to Philippe Besnard, and his initiative in creating from his base in Paris the internationally circulated Bulletin d’études durkheimiennes, produced by him over many years (1977–1987). In going on to become Durkheim Studies in 1988, it remained an internationally distributed bulletin, but now mainly in English and organized in the USA under the direction of Robert Alun Jones. It migrated once again in 1995, to develop as a bilingual journal, Durkheimian Studies / Études durkheimiennes, organized from Britain under a team headed by Bill Pickering and Willie Watts Miller. With this volume we are honoured to assume the editorship of Durkheimian Studies / Études durkheimiennes and in doing so want to acknowledge the legacy of our predecessors.

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)0.001
metaresearch head score (Gemma)0.016
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient 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: Editorial
Teacher disagreement score0.033
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0000.001

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.

Opus teacher head0.042
GPT teacher head0.390
Teacher spread0.348 · 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.

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

Citations0
Published2020
Admission routes1
Has abstractyes

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