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Record W4410347964 · doi:10.1093/fpa/oraf006

Leadership Styles and International Agenda-Setting: Understanding Small-State and Middle-Power Leadership on the Responsibility to Protect

2025· article· en· W4410347964 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

VenueForeign Policy Analysis · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsPower (physics)Leadership stylePolitical scienceState (computer science)Public administrationPublic relationsComputer science

Abstract

fetched live from OpenAlex

Abstract Small states and middle powers suffer from a “power deficit” that leaves them with limited means and opportunities to exercise coercive power in international relations. Nevertheless, a growing number of studies has documented the success of these states in influencing international affairs. This study examines how different leadership styles matter for small-state and middle-power agenda-setting in international affairs. Drawing on recent advances in management theory and foreign policy analysis, we construct a typology of foreign policy leadership styles. Rather than viewing leadership as the personal style or characteristic of an individual leader, we understand leadership as positional, relational, and processual styles. We apply our typology to Canadian, Swedish, and Danish diplomatic activities to promote and influence the Responsibility to Protect agenda in the UN. We find all three leadership styles, but a dominance of processual leadership, especially enabling leadership, which supports the creation of emergent fora in which ideas and concepts can develop among different kinds of actors and the transmission of insights from these fora back into a more formalized context.

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)0.002
metaresearch head score (Gemma)0.002
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.412
Threshold uncertainty score0.899

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
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 head0.237
GPT teacher head0.357
Teacher spread0.119 · 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