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Record W2488902540 · doi:10.1017/cbo9781316534564.011

Conclusion: The “miracle” of multilateral pecking orders

2016· book-chapter· en· W2488902540 on OpenAlexaff
Vincent Pouliot

Bibliographic record

VenueCambridge University Press eBooks · 2016
Typebook-chapter
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsMcGill University
Fundersnot available
KeywordsDiplomacyMiraclePecking orderPoliticsHangWorld orderPolitical scienceLawEngineering

Abstract

fetched live from OpenAlex

“What makes the world hang together?” asks Ruggie in one of his many insightful pieces. In a sense, what this book endeavored to do belongs to the same family of interrogations. In it I inquired into the various processes that go into making the social theater of world politics so prone to social stratification dynamics. What makes international pecking orders possible? Why is multilateral diplomacy so pervasively hierarchically ordered? In order to provide an answer to these questions, I went down to the “infinitely small” in the social world: patterns of established ways of doing things. I then worked my way up to understand how macro-phenomena such as international hierarchies come to emerge out of everyday, ordinary processes of diplomacy. To Ruggie's very deep question, then, my deceptively simple response is that practices are what make the world hang together. Imagine for a moment that the social world is a bit like an onion – that it is comprised of several superimposed layers that more or less fit together. Mapping the shape of one particular layer will tell important things about the onion but certainly not everything that we need to know. Clearly, we need to peel off several layers in order to grasp the onion's full complexity. I would suggest that studying the structuring and structured effects of practices should be done in an analogous way, by delineating the multiple processes that make the world hang together. Drawing inspiration form Bourdieu, in this book I looked into four streams of social forces which, as they combine in and through practice, generate the opportunities and constraints that structure the diplomatic stage: situations, dispositions, relations and positions. These distinct social layers, which are related though irreducible to one another, coevolve and interact, a bit like the strings of a giant spider web. None could exist without the others, as they all rest upon one another. For that reason, looking for “the one” string that upholds the web – or analogously, the one social force that explains the world – seems futile. Capturing the totality of the web, by looking into how strings hang together, should be the analytical priority. The main argument of this book is relatively straightfoward: International pecking orders are generated, reproduced and sometimes contested in and through the process of multilateral diplomacy.

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)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.011
Threshold uncertainty score0.038

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0030.015
Scholarly communication0.0060.009
Open science0.0020.004
Research integrity0.0040.009
Insufficient payload (model declined to judge)0.0110.004

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 head0.021
GPT teacher head0.235
Teacher spread0.213 · 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 designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2016
Admission routes1
Has abstractyes

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Same venueCambridge University Press eBooksSame topicGlobal Peace and Security DynamicsFrench-language works237,207