MétaCan
Menu
Back to cohort
Record W3198785405 · doi:10.1080/00083968.2021.1965893

Dispatches from Nigeria: the actions of Royal Dutch Shell and ChevronTexaco in the Warri Crisis, 2003–2004

2021· article· en· W3198785405 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.

venuePublished in a venue whose home country is Canada.
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

VenueCanadian Journal of African Studies / Revue canadienne des études africaines · 2021
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicNatural Resources and Economic Development
Canadian institutionsnot available
Fundersnot available
KeywordsEthnic groupGovernment (linguistics)Intervention (counseling)Political scienceEconomyBusinessDevelopment economicsLawEconomicsMedicine

Abstract

fetched live from OpenAlex

Royal Dutch Shell and ChevronTexaco played central roles in the Warri Crisis, a period of deadly violence in the Nigerian oil town of Warri in 2003 and 2004. Scholars have portrayed the crisis as a resource war between local ethnic groups, but US diplomatic cables published by WikiLeaks show that Shell and ChevronTexaco shaped the main events of the crisis. The two oil companies pressured the Nigerian government to intervene in Warri when violence between local ethnic groups disrupted oil production. Shell worked closely with the Nigerian government to fund, plan and implement a military intervention, and provided Nigerian security forces with cash, equipment and logistical support. Offering an unprecedented look into the secret actions of the oil companies, the WikiLeaks cables reveal that Shell and ChevronTexaco were dominant actors in the Warri Crisis. Both companies acted in ways that contributed to the violence.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.709
Threshold uncertainty score0.953

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
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 head0.042
GPT teacher head0.216
Teacher spread0.174 · 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