MétaCan
Menu
Back to cohort
Record W206539852

Arctic Law: The Challenges of Governance in the Changing Arctic

2013· article· en· W206539852 on OpenAlex
Donald R. Rothwell, Betsy Baker

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueProceedings of the Annual Meeting-American Society of International Law · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsnot available
Fundersnot available
KeywordsArcticIndigenousInternational lawPolitical scienceTourismPoliticsLawEnvironmental lawPublic administrationGeographyOceanographyGeology
DOInot available

Abstract

fetched live from OpenAlex

This panel was convened at 10:45 am, Friday, April 5, by its moderator, Austen Parrish of Southwestern Law School, who introduced the panelists: Betsy Baker of Vermont Law School; Suzanne Lalonde of the University of Montreal; Peter Oppenheimer of the National Oceanic and Atmospheric Administration; and Don Rothwell of the Australian National University. * * Professor Lalonde and Mr. Oppenheimer did not contribute remarks to the Proceedings. Introductory Remarks by Austen Parrish ([dagger]) Good morning and welcome to our panel discussion on Arctic Law. Before we begin, a thank you to the Program Committee, the conference organizers, and the International Environmental Law and the Rights of Indigenous Peoples Interest Groups for hosting this panel. For an Annual Meeting focused on International Law in a Multipolar World, it seems particularly apropos to have a panel dedicated to one of the polar regions. The panel's topic is an important one. Tremendous changes are occurring in the far North that implicate key questions for international law and international environmental governance. The Arctic is now the center of a number of international legal and political disputes: energy security, natural resources, and environmental degradation; climate change and its impact on indigenous populations; the remaking of global trade routes; and the delineation of the continental shelf. Degradation of the Arctic environment is particularly a concern as sea ice rapidly diminishes. The concerns have become more pronounced as shipping, tourism, and oil, gas, and mineral extraction activities increase, and as the effects of climate change, including ocean acidification, become better understood. The quickly receding polar ice has also spurred the eight Arctic circumpolar nations and other groups to more closely examine existing governance structures. While cooperation among nations and other groups interested in the Arctic has been considerable, a question remains whether the emerging structure of international environmental governance is capable of responding well to the challenges of the region. Are there gaps in the current Arctic environmental governance regimes? And, if so, how best are those gaps filled? What steps have been taken already? We are extremely fortunate to have a panel of leading experts who bring diverse perspectives--both from the government and the academy, and from Australia, Canada, and the United States--to tackle these questions. Panelists will describe the role of the Arctic Council and its future work and priorities, as well as the work of other key organizations and actors that are struggling to address issues of conservation, management, and governance of Arctic resources. The panel also intends to explore the inter-treaty linkages in the Arctic that form a foundation for environmental governance, and will touch upon the unique environmental and human rights issues facing the indigenous populations. As you will see, the panelists have differing perspectives on how various international legal mechanisms have helped (or perhaps hindered) the evolution of Arctic environmental governance. We will begin with each speaker making a brief statement. After those statements, the panelists will discuss and debate key questions related to Arctic environmental governance, and finally we will open the discussion to include the audience. We are fortunate that many in our audience bring considerable expertise in Arctic matters and international law. I'm pleased to see in the audience's first row Hans Corell, former Under-Secretary-General for Legal Affairs and the Legal Counsel of the United Nations; Alan H. Kessel, Legal Adviser to the Canadian Department of Foreign Affairs and International Trade; Ashley Roach, formerly of the Office of Legal Advisor of the U.S. Department of State; and Timo Koivurova, Director of the Northern Institute for Environmental and Minority Law, Arctic Centre/ University of Lapland, among many others. …

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.811
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.003
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.017
GPT teacher head0.281
Teacher spread0.264 · 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