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Record W4229456629 · doi:10.52042/unetjoss020102

The State, Security, and Intervention beyond West Africa: examining the arc of instability and conflict on the continent of Africa

2022· article· en· W4229456629 on OpenAlexaff
Gani Joses Yoroms

Bibliographic record

VenueUNET JOSS Journal of Science and Society · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsDepartment of National Defence
Fundersnot available
KeywordsInternational securityPeacekeepingIntervention (counseling)PoliticsState (computer science)Security studiesHuman securityInternational relationsCold warPolitical scienceCollective securityPolitical economyDevelopment economicsSociologyLawEconomics

Abstract

fetched live from OpenAlex

Considering the tense moments of crises and conflicts which West Africa went through before the end of the Cold War, it was least expected that the post-cold-war era would unleash another moment of crisis—one that would be even more devastating to the entire continent. However, the end of the Cold War, and the events at the aftermath of 9/11, saw not only West Africa, but the entire African continent, immersed in a series of ongoing critical security paradoxes. This paper attempts to contribute to, and build upon, the insights of a key expert, Emmanuel Aning Kwesi, on the West Africa security conundrum as enunciated in the publication, “West Africa Security Perspectives: Kwesi Aning Explains,” published by the Danish Institute for International Studies. Emanuel Kwesi Aning, a Professor of Political Science and International Relations at the Kofi Annan International Peacekeeping Training Centre, Ghana, was tasked to explain how the West African subregion found itself smeared by critical security scenarios. Aning, in his discourse, focused on eight critical security challenges in the sub-region, including the weak nature of the state, the rise and existence of organised crime, illegal mining, climate change, demography and urbanization, armed robbery at sea and piracy, security, and intervention. This paper continues the dialogue with Kwesi Aning by summarizing the eight critical security paradoxes into three major areas: the character of the state, the nature of security, and the necessity for external intervention. This paper also goes beyond the West African scenario in which Professor Kwesi Aning situated his discourse and submits that this challenge is not only for West Africa, but for the entire continent.

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)0.011
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.043
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.005
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 head0.027
GPT teacher head0.280
Teacher spread0.253 · 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; both teacher heads agree on what is shown here.

Study designQualitative
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

Citations2
Published2022
Admission routes1
Has abstractyes

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Same venueUNET JOSS Journal of Science and SocietySame topicGlobal Peace and Security DynamicsFrench-language works237,207