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Record W4401525310 · doi:10.1093/ia/iiae114

When socialization fails: breaking the habit of engagement with China

2024· article· en· W4401525310 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueInternational Affairs · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Relations and Foreign Policy
Canadian institutionsnot available
Fundersnot available
KeywordsHabitSocializationChinaPsychologyPolitical scienceSocial psychology

Abstract

fetched live from OpenAlex

Abstract Why do states sustain failing policy? The literature on path dependency and cognitive habits shows how foreign policy logics become axiomatic. Yet these explanations focus too much on people and not enough on policies. We argue that the content of policies matters for the degree and depth of their entrenchment. Policies with long-term time horizons, immeasurable objectives and diffuse effects are especially vulnerable to stasis. Engagement policies toward China are a paradigmatic example. We focus on Canada's engagement policy, which exhibits both stasis and change, and refer to similar policies of other countries. Drawing on primary evidence including interviews with high-level diplomats and decision-makers, we find that engagement aimed at socializing China was sustained despite growing evidence of its failure—including through a multi-year diplomatic crisis. Change only became possible through ‘institutionalized debate’, meaning the purposeful creation of formal channels for debate. The article makes three contributions. First, we identify a novel explanation of stasis, showing that the content of policies matters. Second, we introduce a practical pathway—institutionalized debate—that can disrupt stasis once a policy logic is habituated. Finally, we identify an aspect of socialization ignored in the literature: when operationalized as policy, it becomes resistant to reversal.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient 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 score0.986
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

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

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 head0.017
GPT teacher head0.318
Teacher spread0.301 · 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