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Record W1957609283

Managing Chaos in the West African Sub-Region: Assessing the Role of ECOMOG in Liberia

2003· article· en· W1957609283 on OpenAlexaffvenue
David Carment, Rasheed Draman

Bibliographic record

VenueJournal of military and strategic studies · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Peace and Security Dynamics
Canadian institutionsCarleton University
Fundersnot available
KeywordsPolitical scienceMandatePeacekeepingPoliticsDiplomacyDevelopment economicsIntervention (counseling)Power (physics)Economic growthPolitical economyGeographyPublic administrationSociologyLawEconomics
DOInot available

Abstract

fetched live from OpenAlex

The West African sub-region is a troubled region with Liberia as the epicenter of most of the conflicts currently raging on in that region. This piece is an assessment of ECOWAS' efforts to bring peace to Liberia. The focus of the study is the ECOMOG's intervention in Liberia from 1990 to 1997. We argue that the course of ECOWAS diplomacy in Liberia was fraught with problems and growing pains; the result of a lack of a cease-fire on the ground before the force was deployed; the absence of a clear and enforceable mandate and divisive regional power politics and the absence of the much expected American leadership. These shortcomings notwithstanding, ECOMOG's efforts in Liberia have helped the region as a whole. The net result has been a rapid but positive learning experience for the peacekeeping nations of West Africa, improved regional stability and an emerging regionally based conflict management capacity.

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)0.002
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.263
Threshold uncertainty score0.745

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.038
GPT teacher head0.314
Teacher spread0.276 · 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 teacher head, 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

Citations11
Published2003
Admission routes2
Has abstractyes

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