MétaCan
Menu
Back to cohort
Record W2101392544 · doi:10.2139/ssrn.2196117

Defragmenting International Investment Law to Protect Citizen-Consumers: The Role of Amici Curiae and Public Interest Groups

2012· article· en· W2101392544 on OpenAlexaff
Alberto Salazar

Bibliographic record

VenueSSRN Electronic Journal · 2012
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Arbitration and Investment Law
Canadian institutionsCarleton University
Fundersnot available
KeywordsPublic interestInvestment (military)LawPolitical sciencePublic investmentBusinessPublic administrationPublic fund

Abstract

fetched live from OpenAlex

Investment arbitration decisions are often inconsistent. In particular, complaints about the unpredictability of NAFTA Chapter 11 jurisprudence and the difficulties in balancing foreign investors’ interest and public policy are common and unresolved. An examination of the role of interest groups may shed important light on the resolution of that problem as they are involved in the social construction of the meaning and use of NAFTA Chapter 11 through arbitration and public debate. This work discusses the extent to which amici curiae empower public interest groups that seek to protect citizen-consumers. It argues that currently amici curiae provides an extremely narrow list of participation rights to public interest groups that, coupled with economic and political disadvantages in many cases, result in censoring the views of such groups and playing the political role of symbolic accountability. This work proposes an expansive view of amici curiae for public interest groups in light of the potential of the latter to counter the influence of corporate interest groups and to contribute to both minimize NAFTA Chapter 11 inconsistencies and strike a more realistic balance between the public interest and foreign investors’ interest. The overall impact of such expansive amici curiae will probably be the defragmentation of NAFTA Chapter 11, that is to say, public interest groups will be empowered to introduce public interest considerations such as human rights, environmental protection and public health into NAFTA analysis, that are likely to protect the interest of local citizen-consumers. However, that requires not only greater legal powers for public interest groups, but also favorable financial and political conditions for an effective participation of public interest groups in NAFTA disputes. The argument is illustrated with a brief discussion of amici curiae in the context of anti-smoking groups and tobacco policies in Canada affecting particularly vulnerable groups with high rates of tobacco consumption such as aboriginal communities and low-income groups.

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)0.031
metaresearch head score (Gemma)0.048
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.038
Threshold uncertainty score0.162

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0310.048
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0100.030
Scholarly communication0.0190.017
Open science0.0030.012
Research integrity0.0380.025
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 head0.015
GPT teacher head0.222
Teacher spread0.207 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations19
Published2012
Admission routes1
Has abstractno

Explore more

Same venueSSRN Electronic JournalSame topicInternational Arbitration and Investment LawFrench-language works237,207