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Record W7117381869 · doi:10.1080/14678802.2025.2598580

Expertise and policy influence during international transition: Astri Suhrke confronts post-conflict peace and development in the 1990s

2025· article· en· W7117381869 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueConflict Security and Development · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsnot available
Fundersnot available
KeywordsFocus (optics)Government (linguistics)Field (mathematics)

Abstract

fetched live from OpenAlex

This article reports three examples among Astri Suhrke’s manifold efforts to use her research and reasoning to influence intervening powers and organisations in post-conflict peace and development: explaining the concept of human security in the 1990s normative contest to redefine international humanitarian and peacebuilding interventions in a post-Cold War international system, warning the Tokyo donors’ conference for Afghanistan against undermining the political agenda with their economic agenda, and demonstrating the serious statistical flaws in Paul Collier’s advice on post-conflict aid and conflict recurrence after civil wars. It reflects on reasons why these efforts were unsuccessful, including the power of the World Bank, practitioners’ romance with statistics, the continuing balance of international power in favour of the United States and within that context, Canada’s attention to its role on the Security Council during the Kosovo conflict and NATO bombing, and the victory instead of the doctrine of Responsibility to Protect and the concept of failed states. It concludes that far more lasting than these momentary battles are Astri’s vast research, moral commitments, and creation and nurturing of an entire generation of younger scholars.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.878
Threshold uncertainty score0.734

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.015
GPT teacher head0.298
Teacher spread0.282 · 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