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Record W4323537211 · doi:10.1017/9781009344999.003

Global Policymaking

2023· book-chapter· en· W4323537211 on OpenAlexaff

Bibliographic record

VenueCambridge University Press eBooks · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsUniversité de MontréalMcGill University
Fundersnot available
KeywordsGlobal governanceCollective actionPolitical scienceOrder (exchange)PoliticsCorporate governanceVariety (cybernetics)Field (mathematics)Action (physics)BricolagePublic goodEpistemologySociologyPositive economicsEconomicsNeoclassical economicsLawManagementComputer science

Abstract

fetched live from OpenAlex

This chapter explores the concept of global policymaking from a variety of angles. We begin by reviewing the development of global policymaking as a distinct field of research. We then define the concept of global policy as world-spanning courses of action over issues of common concern, and tease out its methodological and epistemological implications. The third part contrasts two approaches to global policymaking – that of global public goods, inherited from economics, and that of bricolage, which takes its cue from sociology and anthropology. We side in favor of the latter, as we believe that it better captures the processual and political nature of global governance. We emphasize the “ making of” global policy and global governance in order to answer a fundamental question: How are world-spanning collective courses of action over issues of common concern actually generated? By paying closer attention to political processes, we show that the key challenges of global governance do not primarily consist in the search for more efficient solutions to technical problems.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.938
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.036
GPT teacher head0.264
Teacher spread0.228 · 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 teacher head, not a consensus.

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

Citations2
Published2023
Admission routes1
Has abstractyes

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