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Record W2011576368

Litigating Canada-U.S. Transboundary Harm: International Environmental Lawmaking and the Threat of Extraterritorial Reciprocity

2007· article· en· W2011576368 on OpenAlexaboutno aff
Austen L. Parrish, Shi-Ling Hsu

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnvironmental Science
TopicInternational Maritime Law Issues
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceScholarshipExtraterritorialityReciprocity (cultural anthropology)International lawLawmakingHarmContext (archaeology)SovereigntyLawCustomary international lawEnvironmental lawPolitical economySociologyPublic international lawJurisdictionLegislaturePoliticsGeographySocial science
DOInot available

Abstract

fetched live from OpenAlex

This Article joins a spirited debate ongoing among international law scholars. Numerous articles have debated the changing nature of international law and relations: the impact of globalization, the decline of territorial-sovereignty, the ever important role that non-state actors play, and the growing use of domestic laws to solve transboundary problems. That scholarship, however, often speaks only in general theoretical terms, and has largely ignored how these changes are playing out in countries outside the United States in ways that impact American interests.\nThis Article picks up where that scholarship leaves off. It examines one of the perennial challenges for international environmental law - how to address transboundary pollution. It does this in the context of an unlikely flashpoint, the Canada-U.S. relationship. The Article explores the possibility that Canadians will use their own domestic environmental laws in Canadian courts to remedy transboundary harm. The Article argues that in light of the recent chill in Canada-U.S. relations, the growing extraterritorial reach of U.S. environmental laws, and the recent changes in law and science that Canadians (and, in particular, those living in the province of Ontario) are likely to turn to extraterritorial environmental statutes, and then file suit under those statutes, as a means of addressing U.S. pollution that causes cross-border harm.

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)0.006
metaresearch head score (Gemma)0.010
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 score0.889
Threshold uncertainty score0.806

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0290.024
Scholarly communication0.0140.005
Open science0.0030.006
Research integrity0.0110.009
Insufficient payload (model declined to judge)0.0050.000

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 head0.201
Teacher spread0.198 · 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

Citations4
Published2007
Admission routes1
Has abstractyes

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Same topicInternational Maritime Law IssuesFrench-language works237,207