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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

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.

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)0.003
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.924
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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