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Record W3122756581 · doi:10.1163/18786561-00504002

International eia Law and Geoengineering: Do Emerging Technologies Require Special Rules?

2015· article· en· W3122756581 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueClimate Law · 2015
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Geoengineering
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsScope (computer science)GeoengineeringGlobal commonsCorporate governancePolitical scienceInternational lawPrecautionary principleEnvironmental lawClimate changeEnvironmental planningLaw and economicsBusinessEnvironmental resource managementLawSociologyEconomicsComputer scienceEnvironmental scienceEcology

Abstract

fetched live from OpenAlex

This article explores the adequacy of the international rules on environmental impact assessment to contribute to geoengineering governance, with a focus on three fundamental challenges. First, the near-universal trigger for eia is the likelihood of significant environmental impact, which may prove to be insufficiently precautionary in light of current risk preferences surrounding geoengineering. Second, the scope of eia has traditionally focused narrowly on the assessment of direct physical impacts; however, many of the concerns that geoengineering research raises relate to environmental and social risks associated with downstream technological implications. A third and related challenge is the consultation requirements under eia laws, which focus on affected states and affected members of the public. Because many geoengineering activities are anticipated to impact the global commons, there is no clear institutional mechanism for implementing notification and consultation. Additionally, the broader sets of concerns that geoengineering raises are spatially unbounded, again making the identification of consultation partners uncertain. The article concludes with a discussion of the implications of the challenges and limitations of the rules of eia for geoengineering.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.971
Threshold uncertainty score0.607

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 science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.022
GPT teacher head0.243
Teacher spread0.220 · 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