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Record W3088628845 · doi:10.1177/0020702020959250

Analytic eclecticism and International Relations: Promises and pitfalls

2020· article· en· W3088628845 on OpenAlexaff
Fred Chernoff, Jérémie Cornut, Patrick James

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Relations and Foreign Policy
Canadian institutionsSimon Fraser University
Fundersnot available
KeywordsEclecticismEpistemologyScholarshipConstructivism (international relations)SociologyEmpiricismPragmatismInternational relationsPoliticsPolitical sciencePhilosophyLaw

Abstract

fetched live from OpenAlex

Some scholars in International Relations and comparative politics continue to debate how to obtain the strongest explanatory theory whereas others hold that each approach should be treated as its own area of research. Both of these groups tend to agree that factors from across paradigms cannot be coherently combined with each other. On the contrary, Sil and Katzenstein have argued for analytic eclecticism in scholarship, which would not treat research traditions or paradigms as strict limitations on theory construction. Inspired by pragmatism, they have made a compelling case that considerations of usefulness and knowledge cumulation are more important than paradigmatic fidelity. This forum examines analytic eclecticism from the points of view of neo-empiricism, feminism, and interpretive constructivism, followed by a reply by Sil. A decade has passed since the publication of Sil and Katzenstein’s Beyond Paradigms, so it seems appropriate to reflect upon the strengths and weaknesses of analytic eclecticism.

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)0.117
metaresearch head score (Gemma)0.100
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.997
Threshold uncertainty score0.618

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1170.100
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0060.007
Science and technology studies0.0100.137
Scholarly communication0.0210.059
Open science0.0050.020
Research integrity0.0120.027
Insufficient payload (model declined to judge)0.0040.001

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 head0.017
GPT teacher head0.335
Teacher spread0.318 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations5
Published2020
Admission routes1
Has abstractyes

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