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Record W4406818064 · doi:10.47604/jir.3188

Humanitarian Intervention and Sovereignty: A Normative Conflict in Canada

2025· article· en· W4406818064 on OpenAlexaboutno aff
Benjamin Wilson

Bibliographic record

VenueJournal of International Relations · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsSovereigntyNormativeHumanitarian interventionPolitical scienceIntervention (counseling)Political economyDevelopment economicsInternational lawLawSociologyPoliticsPsychologyEconomics

Abstract

fetched live from OpenAlex

Purpose: The aim of the study was to analyze the humanitarian intervention and sovereignty: a normative conflict in Canada. Methodology: This study adopted a desk methodology. A desk study research design is commonly known as secondary data collection. This is basically collecting data from existing resources preferably because of its low cost advantage as compared to a field research. Our current study looked into already published studies and reports as the data was easily accessed through online journals and libraries. Findings: Canada’s approach to humanitarian intervention and sovereignty is shaped by the tension between traditional non-intervention norms and the imperative to prevent mass atrocities. This normative conflict came to the fore when Canada played a pivotal role in framing the “Responsibility to Protect” (R2P) concept through the International Commission on Intervention and State Sovereignty, essentially recasting sovereignty as a duty to protect citizens rather than a shield against external scrutiny. While many Canadians support humanitarian intervention on moral grounds demonstrated through involvement express concern about the selectivity and potential abuse of humanitarian justifications, echoing broader global fears over infringing on state sovereignty. Unique Contribution to Theory, Practice and Policy: Realism, Liberalism & Constructivism theory may be used to anchor future studies on humanitarian intervention and sovereignty: a normative conflict in Canada. Regional organizations should be empowered to take the lead in addressing humanitarian crises within their respective territories, with the support of the international community, to foster legitimacy and respect for sovereignty. Policymakers should work to revise and strengthen international legal frameworks to reflect the evolving dynamics of sovereignty and humanitarian intervention.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.791
Threshold uncertainty score0.440

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 head0.008
GPT teacher head0.293
Teacher spread0.285 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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