Rethinking the role of corporate social responsibility in the Nigerian oil conflict: The limits of CSR
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.
Bibliographic record
Abstract
Abstract The widespread adoption of corporate social responsibility (CSR) by oil multinational corporations (MNCs) in Nigeria supposedly marked a watershed in corporate–community relations in the Niger Delta. This is because, after decades of initially rejecting such responsibilities, oil MNCs reversal of attitude towards CSR was expected to at least tamper the scale and intensity of violence. However, despite such widespread claims of adherence to the ideals of CSR, corporate–community conflict has remained unabated and oil companies continue to be accused of familiar misdemeanour. This paper argued that structural and systemic deficiencies inherent in CSR practices limit the effectiveness of CSR as a vehicle for conflict prevention and reduction in the Niger Delta. The paper concludes by considering the implications for CSR‐conflict nexuses in the Nigerian oil industry. Copyright © 2009 John Wiley & Sons, Ltd.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it