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Record W2974376024 · doi:10.1093/ejil/chaa038

The Human Right to Science and Its Relationship to International Environmental Law

2020· article· en· W2974376024 on OpenAlexaff
Anna‐Maria Hubert

Bibliographic record

VenueEuropean Journal of International Law · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsInternational lawHuman rightsEnvironmental lawLawPolitical scienceCultural rightsScope (computer science)International human rights lawSociologyLaw and economicsEnvironmental ethics

Abstract

fetched live from OpenAlex

Abstract This article explores the potential contribution of international human rights law – specifically, the oft-neglected ‘right to science’ – to the interpretation, operation and progressive development of international environmental law. Science and its applications play a critical role in environmental protection. At the same time, society faces persistent controversies at this interface. Environmental regimes may lack sufficient norms and tools for regulating upstream science and innovation processes because they tend to focus narrowly on physical harms to the environment and may not address the wider ethical, legal, social and political concerns. The human right to science, which is codified in various international and regional human rights instruments, may serve to augment international environmental law and contribute to more effective, equitable and democratically legitimate and accountable processes and outcomes in relation to the application of science and technology in environmental regimes. The article begins by outlining the scope and contents of, as well as the limitations on, the right to science, focusing on Article 15(1)(b) of the International Covenant on Economic, Social and Cultural Rights (ICESCR) and its overlaps with the norms of international environmental law.1 It then analyses the ways in which the right to science may influence the development of international environmental law by elucidating mechanisms for the integration of a human rights perspective in science and technology and by outlining its potential substantive contributions to the development of international environmental law.

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)0.020
metaresearch head score (Gemma)0.026
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.993
Threshold uncertainty score0.107

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.026
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0070.081
Scholarly communication0.0140.010
Open science0.0010.011
Research integrity0.0090.010
Insufficient payload (model declined to judge)0.0100.001

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 head0.028
GPT teacher head0.297
Teacher spread0.269 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations34
Published2020
Admission routes1
Has abstractyes

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