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Record W4404688077 · doi:10.54648/aiaj2024009

The Middle Distance for the Issue Of interim Relief

2024· article· en· W4404688077 on OpenAlexaboutno aff
Calvin Rokich, Kanaga Dharmananda SC

Bibliographic record

VenueAsian International Arbitration Journal · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsnot available
Fundersnot available
KeywordsInterimTribunalJurisdictionArbitrationLawPolitical scienceDispute resolutionAutonomyBusiness

Abstract

fetched live from OpenAlex

Parties to a legal dispute often seek interim measures in order to safeguard their rights pending the final resolution of the dispute. In circumstances where those parties have entered a binding agreement to have their dispute settled by arbitration, the tribunal and the court may share jurisdiction to make such interim orders. It is not always easy to draw a line between the proper jurisdiction of the court to make such orders, and where the court should make room for the tribunal to exercise its own jurisdiction. This difficulty arises as there is a natural tension found between the supervisory and supportive role that courts play to the arbitration process, and the primacy of party consent and autonomy in their agreement to arbitrate, and therefore the arbitral tribunal as the primary decision maker, for resolving the dispute. The article explores judicial approaches taken across various jurisdictions, such as Canada, Hong Kong, Australia, Singapore and the United Kingdom, in determining the extent to which courts should award interim measures both before and after arbitral tribunals are empanelled in a dispute.

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)0.024
metaresearch head score (Gemma)0.074
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: Other
Teacher disagreement score0.029
Threshold uncertainty score0.126

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.074
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0130.018
Scholarly communication0.0220.023
Open science0.0040.010
Research integrity0.0180.023
Insufficient payload (model declined to judge)0.0290.004

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 head0.025
GPT teacher head0.263
Teacher spread0.239 · 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
Published2024
Admission routes1
Has abstractyes

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