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Record W4408940264 · doi:10.5038/1911-9933.18.1.1962

Revivifying the Responsibility to Protect: Strengthening the Normative Consensus for Atrocity Prevention

2024· article· en· W4408940264 on OpenAlexvenueno aff
Matthew Levinger

Bibliographic record

VenueGenocide Studies and Prevention · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsResponsibility to protectNormativePolitical scienceGenocideCriminologyLaw and economicsLawPsychologyHuman rightsSociology

Abstract

fetched live from OpenAlex

This paper examines weaknesses in the Responsibility to Protect (R2P) principle, drawing on the scholarly literature on norm diffusion and norm cooptation. Despite having been unanimously adopted by the UN General Assembly in 2005, the R2P doctrine almost immediately attracted criticism that it reinforced a neocolonial stance by nations of the Global North toward those of the Global South. This critique grew in force during the chaotic aftermath of the 2011 intervention in Libya, which had been authorized as an R2P mission. The Russian invasion of Ukraine, the Israel-Hamas conflict, and the intensifying competition between the United States and China have further complicated efforts to build international consensus around atrocity prevention missions. In addition to assessing the causes of the fragmentation of the R2P norm, the essay seeks to identify productive possibilities for strengthening the normative consensus among UN member states on behalf of civilian protection, based on insights from practitioners and the author’s experiences working on U.S. atrocity prevention initiatives.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.649
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
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 head0.076
GPT teacher head0.416
Teacher spread0.340 · 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.

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

Citations1
Published2024
Admission routes1
Has abstractyes

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