MétaCan
Menu
Back to cohort
Record W2978051991 · doi:10.1080/13533312.2019.1673739

International Peacebuilding as a Case of Structural Injustice

2019· article· en· W2978051991 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueInternational Peacekeeping · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicPeacebuilding and International Security
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsPeacebuildingInjusticePolitical sciencePublic administrationLaw

Abstract

fetched live from OpenAlex

In the face of the repeated failure of international peacebuilding to build peace, one strand of the literature argues that failure can only be understood by ‘zooming in’ – by focusing on peacebuilders, the local populations they purport to help, and the relationship between them. This article draws on the insights of this literature to argue that international peacebuilding should be understood as an instance of structural injustice. Studies of the encounter between international interveners and local populations tend to focus on the differences between these groups and their problematic relationship. I argue that ‘zooming in’ reveals much more than the differences between interveners and locals: it uncovers how their relationship presents parallels and similarities with others, such as the relation between colonizers and colonized. The relationship between internationals and locals is problematic not because of each group’s characteristics and their difference, but because of the social positions they relate from. These hierarchical social positions give some groups the power to intervene in the lives of others. The article argues that the encounter between internationals and locals should be ‘de-exoticized’ and that hierarchy, rather than difference, should be at the centre of the critical peacebuilding literature.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.932
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.015
GPT teacher head0.362
Teacher spread0.347 · 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