MétaCan
Menu
Back to cohort
Record W3000104735 · doi:10.1093/isp/ekz028

Scattered and Unsystematic: The Taught Discipline in the Intellectual Life of International Relations

2020· article· en· W3000104735 on OpenAlexaff
Aaron Ettinger

Bibliographic record

VenueInternational Studies Perspectives · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicInnovative Teaching Methodologies in Social Sciences
Canadian institutionsCarleton University
Fundersnot available
KeywordsDisciplineScope (computer science)International relationsSociologyField (mathematics)Engineering ethicsPedagogyPolitical scienceSocial scienceLawEngineeringPolitics

Abstract

fetched live from OpenAlex

Abstract Prompted by Hagmann and Biersteker's (2014) call for a critical pedagogy of international relations, this article addresses the “taught discipline” of international relations arguing that the field needs a sustained and systematic debate on the role of IR pedagogy. In typical disciplinary stocktaking, scholars focus primarily on the “published discipline” and the “practiced discipline,” leaving a gap in our understanding of a major component of academic international relations—teaching. This article maps the discipline's intellectual system of influence and exchange to demonstrate the attenuated influence of the taught discipline. Then it presents critical questions to initiate a robust debate on the place, purpose, and scope of IR pedagogy. The purpose here is to improve the quality and thoughtfulness of classroom teaching, and to explore the underappreciated potential of the taught discipline as a site of rejuvenation in the intellectual life of international relations.

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)0.010
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.995
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.019
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0050.056
Scholarly communication0.0120.007
Open science0.0010.007
Research integrity0.0020.009
Insufficient payload (model declined to judge)0.0030.000

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 head0.237
GPT teacher head0.468
Teacher spread0.231 · 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 designTheoretical or conceptual
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

Citations20
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueInternational Studies PerspectivesSame topicInnovative Teaching Methodologies in Social SciencesFrench-language works237,207