The Yearbook of Polar Law
Bibliographic record
Abstract
Editorial Note, Gudmundur Alfredsson, Timo Koivurova and Adam Stepien Articles: Cooperation and Geopolitics in the North Changing the Arctic Paradigm from Cold War to Cooperation: How Canada's Indigenous Leaders Shaped the Arctic Council, Thomas S. Axworthy and Ryan Dean Northern Europe and the Arctic Agenda: Roles of Nordic and Other Sub-regional Organizations, Alyson J. K. Bailes and Kristmundur Th. Olafsson Iceland: A Small Arctic State Facing Big Arctic Changes, Margret Cela Arctic Security - Global Dimensions and Challenges, and National Policy Responses, Lassi Heininen Multilevel Governance of Change in the Polar Regions Uranium Mining in Nunavut, Katja Gocke Climate Change Turn in the Regional Development Strategies of an Arctic Region, Case Finnish Lapland, Ilona Mettiainen Breaking the Wall of Monocentric Governance: Polycentricity in the Governance of Persistent Organic Pollutants in the Arctic, Tahnee Lisa Prior The Polar Regions and the Development of International Law: Contemporary Reflections and Twenty-First Century Challenges, Donald R. Rothwell Arctic Maritime Transport The Shape of Things to Come: The Russian Federation and the Northern Sea Route in 2011, Erik Franckx An International Polar Code of Navigation: Consequences and Opportunities for the Arctic, Andrea Scassola The Arctic Search and Rescue Agreement: Text, Framing and Logics, Corine Wood-Donnelly Impact Assessments in the Arctic Environmental Assessment in Russian Law: Can It Promote Sustainable Development in the Russian Arctic?, Inna A. Ignatieva Evaluating Espoo: To What Extent does the Espoo Convention Protect the Arctic Marine Environment?, Rachael Lorna Johnstone Social Impact Assessment, Including Impact Assessments in Relation to Mineral Extraction in Greenland, Thomas Trier Hansen and Bent Ole Gram Mortensen Sealing and Whaling The Impact of the Ban on Seal Products on the Rights of Indigenous Peoples: A European Issue, Dorothee Cambou The Neglected Tradition? - The Genesis of the EU Seal Products Trade Ban and Commercial Sealing, Nikolas Sellheim The International Convention for the Regulation of Whaling and International Whaling Commission - Conservation or Preservation - Can the Gordian Knot Be Cut (or Untangled)?, Malgosia Fitzmaurice Human Rights of Indigenous Peoples Securing the Rights: A Human Security Perspective in the Context of Arctic Indigenous Peoples, Kamrul Hossain Language Rights for Indigenous Peoples: The Case of the Russian Federation, Elena Knyazeva Revitalisation of Ainu Culture and Protection of their Right to Culture: Learning from Norwegian Sami Experiences, Hiroshi Maruyama Human Rights of Non-indigenous Arctic Inhabitants Impact of Climate Change on Elderly People in the Arctic, with Special Focus on the European High North: A Human Rights Perspective, Shahnaj Begum Implementation of the EU Immigration Policy in the Barents Euro-Arctic Region: Towards a Framework for Policy Analysis, Nafisa Yeasmin Perspectives (non-peer-reviewed papers) Problems of the Legal Bases of Environmental Safety of the Arctic, Alexandra Ivanova 'Himadri'and the Global Politics of Melting Ice: India's Arctic Presence and the March Towards Global Governance, Anuradha Nayak The Status of Unrecognized Indigenous Communities and Rural Old-Residents of the Russian Arctic, Maxim Zadorin Recent Developments in Polar Law Polar Law Textbook II - 2013, Natalia Loukacheva Book Reviews: Book Review: Human Rights and the Environment: Philosophical, Theoretical and Legal Perspectives By Linda Hajjar Leib, Queen Mary Studies in International Law Vol. 3, Martinus Nijhoff Publishers, Leiden, Boston 2011, pp. 182. ISBN9789040188658, by Leena Heinamaki Book Review: Steve Vanderheiden (Ed.) The Politics of Energy: Challenges for a Sustainable Future. Routledge, London and New York: 2012, VIII + 165 pp., hardback, ISBN13: 978-0-415-52307-3 by Michael Laiho Book Review: Il regime giuridico dell'Artico: una nuova frontiera per il diritto internazionale (Eng. The Legal Regime of the Arctic: A New Frontier for International Law) by Fiammetta Borgia, Studi e documenti di diritto internazionale e comunitario 59, Editoriale Scientifica (2012), 590 pp. ISBN 978-88-6342-370-9 by Andrea Scassola Book Review: Statuksettomat saamelaiset Paikantumisia saamelaisuuden rajoilla (Non-Status Sami Locations within Sami Borderlands) Doctoral Thesis by Erika Sarivaara. Sami Allaskuvla, DIEDUT 2/2012, 300pp. ISBN 978-82-7367-031-1 by Tanja Joona Book Review: Mario Prost, The Concept of Unity in Public International Law, Hart Publishing, Oxford, 2012, pp. 226. Hardback: 9781849460439 by Ulf Linderfalk
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".