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Record W3211698959 · doi:10.1017/aju.2021.61

International Courts’ Shadow Effects and the Aims of Judicialized International Cooperation

2021· article· en· W3211698959 on OpenAlexaff
Nicole de Silva

Bibliographic record

VenueAJIL Unbound · 2021
Typearticle
Languageen
FieldEnvironmental Science
TopicInternational Maritime Law Issues
Canadian institutionsConcordia University
Fundersnot available
KeywordsInternational courtTribunalShadow (psychology)United Nations Convention on the Law of the SeaLawInternational lawPolitical sciencePublic international lawScholarshipDelegationSettlement (finance)Law and economicsEconomics

Abstract

fetched live from OpenAlex

In “Judicialization of the Sea: Bargaining in the Shadow of UNCLOS,” Sara Mitchell and Andrew Owsiak make a valuable contribution to an expanding body of scholarship that considers whether and how international courts have out-of-court “shadow effects.” The authors argue that, in the UN Convention on the Law of the Sea (UNCLOS) regime, the threat of binding international dispute settlement (IDS)—which entails high costs for states—encourages rational potential litigants to settle out of court through other peaceful and less costly IDS mechanisms. In this essay, I challenge the narrow focus of Mitchell and Owsiak's analysis, considering the diverse aims and processes of judicialized international cooperation in two key ways. First, the authors’ focus on peaceful IDS as the sole outcome of interest overlooks other important cooperation goals driving judicialization and delegation to international courts. An emphasis on out-of-court IDS, even when achieved peacefully, can actually undermine other objectives for judicialized international cooperation, including the development of international law and greater compliance with international law. Second, Mitchell and Oswiak's theoretical mechanism assumes that an international court contributes to its out-of-court influence through its case law, but this discounts how international courts can engage in a range of out-of-court, non-adjudicative activities that can affect potential litigants’ cost-benefit analyses regarding judicialized versus non-judicialized IDS. Indicating its preference for increasing its “direct effects” through adjudicating disputes, the International Tribunal for the Law of the Sea (ITLOS) has developed capacity-building and training programs to encourage judicialized IDS under UNCLOS and states’ litigation at the ITLOS. Overall, I highlight how there is a broad range of actors and processes underpinning international courts’ out-of-court effects, and how these actors and processes can work towards multiple, at times conflicting, aims for judicialized international cooperation.

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: Empirical
Teacher disagreement score0.724
Threshold uncertainty score0.997

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)0.0040.000

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 head0.003
GPT teacher head0.220
Teacher spread0.217 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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