MétaCan
Menu
Back to cohort
Record W2592538197 · doi:10.1515/bjals-2016-0016

Investor-State Dispute Settlement and the Future of the Precautionary Principle

2016· article· en· W2592538197 on OpenAlex
Haydn Davies

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

VenueBritish Journal of American Legal Studies · 2016
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicAgricultural safety and regulations
Canadian institutionsnot available
Fundersnot available
KeywordsPrecautionary principleSovereigntyInvestment (military)International tradeScope (computer science)BusinessUncertaintyState (computer science)European unionInternational economicsEconomicsPublic economicsEconomic policyPolitical scienceLawPolitics

Abstract

fetched live from OpenAlex

Abstract The proliferation of bilateral investment treaties and investment chapters in trade megatreaties and the associated increase in the preference of investors for investor-state dispute settlement has given rise to concerns that the regulatory sovereignty of both developed and developing states might be compromised. In response to these concerns many trade agreements (including the recently concluded Comprehensive Economic Trade Agreement between the European Union (EU) and Canada) have incorporated provisions designed to protect the regulatory sovereignty of nation states, especially in relation to labour standards, public health, phytosanitary and environmental protection. This paper examines the nature and scope of environmental protection measures in investment chapters and attempts to analyse the extent to which these measures will, in practice, prevent challenges by investors seeking to chill or prevent environmental regulations which might threaten their investments. The analysis concentrates particularly on measures based on the precautionary principle and uses the current EU restrictions on neonicotinoid pesticides as a case study. The paper concludes that the measures included in investment chapters designed to prevent such challenges by investors will not necessarily achieve the desired level of protection for environmental regulatory sovereignty.

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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.958
Threshold uncertainty score0.408

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 studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.009
GPT teacher head0.219
Teacher spread0.210 · 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