MétaCan
Menu
Back to cohort
Record W3173458187 · doi:10.1080/13600826.2021.1947783

Nigeria’s ‘Border Diplomacy’: Rhetoric or Substance for Regional Hegemonic Leadership?

2021· article· en· W3173458187 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

VenueGlobal Society · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCross-Border Cooperation and Integration
Canadian institutionsCarleton University
Fundersnot available
KeywordsRhetoricDiplomacyHegemonyForeign policyIndependence (probability theory)Political economyPolitical scienceSociologyLawPolitics

Abstract

fetched live from OpenAlex

Following independence in 1960, Nigeria intentionally crafted a ‘big brother' honorific title for itself inspired by a Pan-Africanist Afrocentric ideology which it pursues through altruistic sharing of its human, military and economic resources. Successive governments have internalized this Africa-focused foreign policy thrust to establish a putative regional influence in Africa. However, despite belatedly signing the African Continental Free Trade Agreement which seeks to increase intra-African trade and introducing a novel visa-on-arrival policy for African passport holders, the porosity of Nigeria's boundaries continues to pose a threat and has led to the closure of land borders with its West African neighbours in August 2019. This article examines the implications of Nigeria's schizophrenic ‘border diplomacy' for its continental leadership and argues that the substance and rhetoric of the country's border diplomacy represent a foreign policy interest which prioritizes its people, economy and national security while normatively extending Nigeria’s hegemonic leadership in Africa.

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)0.000
metaresearch head score (Gemma)0.000
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.431
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.110
GPT teacher head0.417
Teacher spread0.308 · 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