Multinational Oil Corporations Corporate Integrity Ethics and Sustainable Development in Niger Delta, Nigeria
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
The Niger Delta region has become the mainstay of the Nigerian economy, the zone is also known for its gas, hydrocarbon and water resources. These rich natural endowments have, however, not translated into concrete development of the region. Rather, the region has a catalogue of human and infrastructural problems which have been largely unattended to while its resources are being exploited. Thus, this study examines if the operation of multinational oil corporations in Niger Delta complies with the principles of corporate integrity. The study adopted descriptive survey research design of ex- post facto. The instrument used in this research work was tagged Corporate Integrity and Sustainable Development Questionnaire (CISDQ). The research questions raised for the study were analysed with Mean and Standard Deviation statistical data.
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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 | 0.008 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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