Capital Accumulation, Environmental Pollution, and Public Health Challenges in the Nigerian Petroleum Industry: Lessons on Market Criminology
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 Petroleum exploration activities started in Nigeria’s Niger Delta in the early twentieth century as part of the expansive process of primitive accumulation instituted by the British colonial administration to advance its economic interest. Since petroleum resources were discovered in commercial quantities in the region in 1956, transnational extraction corporations (including Shell, Chevron, and ExxonMobil) in collaboration with the emergent domestic compradors have plundered the resource wealth. While decades of crude oil and gas production in the region have enormously enriched the captors of the petroleum industry, the host communities have suffered debilitating economic and health consequences. This article discusses the public health challenges resulting from this predatory political economy, along the lines of a bourgeoning body of literature that conceptualizes preventable market-driven harms as criminal.
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 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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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