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Record W3199818095 · doi:10.3138/utlj-2021-0007

Farewell to the F-word? Fragmentation of international law in times of the COVID-19 pandemic

2021· article· en· W3199818095 on OpenAlexvenueno aff
Sivan Shlomo Agon

Bibliographic record

VenueUniversity of Toronto Law Journal · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Law and Aviation
Canadian institutionsnot available
Fundersnot available
KeywordsFragmentation (computing)International lawPolitical scienceScholarshipLawDialecticLaw and economicsSociologyEpistemology

Abstract

fetched live from OpenAlex

The proliferation of international legal regimes, norms, and institutions in the post-Cold War era, known as the ‘fragmentation’ of international law, has sparked extensive debate among jurists. This debate has evolved as a dialectical process, seeing legal scholarship shifting from grave concern about fragmentation’s potentially negative impacts on the international legal order to a more optimistic view of the phenomenon, with recent literature suggesting that the tools needed to contain fragmentation’s ill-effects are today all at hand, thus arguing that the time has come ‘to bid farewell to the f-word.’ Drawing on the COVID-19 crisis as a test case and considering the unresolved problems in existing fragmentation literature that this crisis brings to the fore, this article asks whether such calls have perhaps been premature. Existing works on fragmentation, the article submits, including those bidding farewell to the f-word, have mainly focused on the problems of conflicts between international norms or international institutions, especially conflicts between international courts over competing jurisdictions and interpretations of law. But, as the COVID-19 case – and, particularly, the deficient cooperation marked between the numerous international organizations reacting to the crisis – shows, the fragmentation of the international legal order does not only give rise to the potential consequences of conflicts of norms and clashes between international courts. Fragmentation also gives rise to pressing challenges of coordination when a proactive and cohesive international response is required to address global problems like COVID-19, which cut across multiple international organizations playing critical roles in the creation, administration, and application of international law. By foregrounding cooperation between international organizations as a vital-yet-deficient form of governance under conditions of fragmentation, the article argues, the COVID-19 crisis not only denotes that the time is not yet ripe to bid farewell to the f-word. It further points to the need to expand the fragmentation debate, going beyond its conflict- and court-centred focus, while probing new tools for tackling unsettled problems that arise from the segmentation of international law along sectoral lines.

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 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 score0.945
Threshold uncertainty score0.999

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.284
Teacher spread0.265 · 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 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

Citations4
Published2021
Admission routes1
Has abstractyes

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