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Record W2994180961

Beyond Orthodox Strategies: Managing Conflicts and Sustaining Peace Through Communal Ethics, Traditional Values and Methodsin Africa

2016· article· en· W2994180961 on OpenAlexvenueno aff
I. Johnson

Bibliographic record

VenueStudies in sociology of science · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican cultural and philosophical studies
Canadian institutionsnot available
Fundersnot available
KeywordsInternational communityContext (archaeology)Political scienceSanctionsMediationPeaceful coexistencePolitical economySociologyEnvironmental ethicsLawDevelopment economicsPolitics
DOInot available

Abstract

fetched live from OpenAlex

The phenomenal rise in violent conflicts in Africa since the end of the Cold War has been an obstacle to peace and sustainable development. This paper observed that in spite of the proportionately high rate of resources expended on defence, internal strife and ethno-religious conflicts constitute features of most states in contemporary Africa. Much of the success of resolving and managing conflicts in Africa has been due in large part to the involvement of the international community. Through a variety of measures, from mediation,through sanctions to military interventions, many states in Africa have taken measures to bring an end to violence. Although this progress is laudable, the reality is that communal conflicts continue to ravage the continent. Despite the concerns surrounding international involvement in peace processes, this paper posits that the community of nations remains a necessary actor in managing conflicts and sustaining peace. Every African community has its own cultural strategies, institutions and values for monitoring, preventing, managing and resolving conflicts. The paper concludes that a homegrown peace approach within the context of communal ethics and traditional mechanisms should be incorporated in the methods of resolving conflicts and sustaining peace in contemporary 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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.011
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.011
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.032
Scholarly communication0.0060.006
Open science0.0010.004
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.357
GPT teacher head0.465
Teacher spread0.107 · 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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2016
Admission routes1
Has abstractyes

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