MétaCan
Menu
Back to cohort
Record W4408930685 · doi:10.47941/jmlp.2615

Navigating the Intersection of Trade and Human Rights: A Critical Analysis of the Impact of US-Canada Trade Tensions on Indigenous Communities.

2025· article· en· W4408930685 on OpenAlexaffabout
Clement Appiah-Kubi

Bibliographic record

VenueJournal of Modern Law and Policy · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal trade, sustainability, and social impact
Canadian institutionsCrandall University
Fundersnot available
KeywordsIndigenousIntersection (aeronautics)Human rightsInternational tradePolitical scienceGeographyBusinessLawCartography

Abstract

fetched live from OpenAlex

Purpose: The ongoing US-Canada trade tensions have sparked concerns about the potential human rights implications, particularly for Indigenous communities. This article critically examines the intersection of trade and human rights, analyzing the impact of tariffs and trade restrictions on the rights of Indigenous peoples. Through a review of international human rights law, trade agreements, and case studies, this article highlights the vulnerabilities of Indigenous communities in the face of trade tensions. It argues that governments, businesses, and Indigenous communities must work together to promote human rights and mitigate the negative impacts of trade tensions. Methodology: This study adopts a case study approach to examine the specific ways in which US-Canada trade tensions have affected Indigenous communities, particularly in relation to economic rights, land sovereignty, and cultural sustainability. It integrates legal analysis, policy review, and qualitative data collection to assess the broader human rights implications. A detailed review of trade agreements, including CUSMA (USMCA), WTO rulings, and domestic policies affecting Indigenous trade and resource rights. Findings: The ongoing trade tensions between the United States and Canada have had significant and often overlooked consequences for Indigenous communities whose economies, cultural practices, and sovereignty are deeply interconnected with cross-border trade. Unique contributions to theory, practice and Policy: While the broader economic implications of tariffs, resource disputes, and trade agreements such as the Canada-United States-Mexico Agreement (CUSMA) have been widely analyzed, the specific impact on Indigenous nations remains understudied. This paper critically examines how trade restrictions, tariffs, and border enforcement measures disproportionately affect Indigenous economic stability, self-governance, and treaty rights.

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 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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.593
Threshold uncertainty score0.827

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 science0.0000.000
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 head0.021
GPT teacher head0.329
Teacher spread0.309 · 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 teacher head, not a consensus.

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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Modern Law and PolicySame topicGlobal trade, sustainability, and social impactFrench-language works237,207