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Record W3122409079

Learning from Below: Theorising Global Governance Through Ethnographies and Critical Reflections from the Global South

2016· article· en· W3122409079 on OpenAlexaff
Sujith Xavier

Bibliographic record

VenueSSRN Electronic Journal · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Law and Human Rights
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsEurocentrismInternational lawGlobal governanceScholarshipPremisePolitical scienceUniversalismCorporate governanceSources of international lawSociologyEpistemologySocial scienceLawPublic international law
DOInot available

Abstract

fetched live from OpenAlex

This paper explores the various means by which we can overcome the universalism imbedded in international law and international institutions. It asks: How can international lawyers and international law scholars learn from the Global South? This ‘how’ question prompts another, but related question: should we learn from the Global South?\nThere is a rich interdisciplinary body of literature that signals to the Global South, or Europe’s other, as a site of knowledge production. The eurocentrism of the social sciences can be identified by examining the various founding fathers of their respective theories (especially sociology). This paper builds on southern theory in order to learn from these diverse perspectives in theorising global governance.\nThis paper is organised in three sections. First, it sets out the rationale for a reorientation towards the Global South by examining the current state of global governance theory. In the second section, this paper focus on the broad theoretical foundations of the Third World Approaches to International Law [TWAIL] movement. TWAIL scholarship is a reaction against the colonial and imperial projects of international law. Its main claims are set out and then there is an examination of its proposals as a means to arrive at an answer to the second question: should we learn from the Global South?\nIn the final section, this paper explores the question of how we can learn from the Global South. In answering this question, the author offers two insights. The first is based on the premise of international law as a field of practice. The second attempts to problematise the ethics of international legal scholarship.

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)0.015
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.019
Threshold uncertainty score0.079

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0190.075
Scholarly communication0.0130.028
Open science0.0020.014
Research integrity0.0040.008
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 head0.023
GPT teacher head0.333
Teacher spread0.310 · 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 designQualitative
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

Citations2
Published2016
Admission routes1
Has abstractyes

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