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Record W2348868337 · doi:10.1093/isr/viw006

Sites of Knowledge (Re-)Production: Toward an Institutional Sociology of International Relations Scholarship

2016· article· en· W2348868337 on OpenAlexaff
Félix Grenier, Jonas Hagmann

Bibliographic record

VenueInternational Studies Review · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicContemporary Sociological Theory and Practice
Canadian institutionsUniversité de Moncton
Fundersnot available
KeywordsScholarshipKnowledge productionProduction (economics)SociologySocial sciencePolitical scienceLawKnowledge managementEconomics

Abstract

fetched live from OpenAlex

In his 1998 article, The Sociology of a Not So International Discipline , Ole Wæver suggested to assess the development and organization of the International Relations (IR) discipline through a three-tier comparative sociological research framework. It is by looking at the intellectual, institutional, and political layer of IR, so he argued, that one can fully understand the specificities of IR as a complex social field of work as well as the particular forms of knowledge that are developed in this field. In the years following its publication, Wæver’s article was joined and followed up by a growing and increasingly sophisticated body of literature studying IR scholarship. Yet, a thorough reading of this literature shows that the emerging sociology of IR has come to focus strongly on only two of Wæver’s three analytical layers: It is the intellectual and political layers of IR that garnered significant attention thus far, whereas work about the field s institutional layer remains surprisingly scarce. This forum seeks to address this gap by means of promoting a dedicated engagement with the field’s institutional determinants: How is the institutional layer of IR organized in different places? How is the discipline embedded in distinct sites? And how is it governed by material and immaterial institutional constraints? To answer these questions, the forum s six individual contributions focus on conventional university departments and hybrid sites of international relations alike. In doing so, the forum s ambitions are both to highlight the empirical diversity of sites and settings where specialized knowledge about international relations is produced, shaped, and re-instantiated, and to illustrate how a focus on the institutional layer of IR can become an important vector for opening up the literature to insights from related fields of study.

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)0.021
metaresearch head score (Gemma)0.019
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.991
Threshold uncertainty score0.110

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.019
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0100.009
Science and technology studies0.0090.101
Scholarly communication0.0340.060
Open science0.0050.018
Research integrity0.0110.009
Insufficient payload (model declined to judge)0.0060.001

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 head0.359
GPT teacher head0.493
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 designQualitative
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

Citations19
Published2016
Admission routes1
Has abstractyes

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