Hydrocarbon Humanitarianism: Ibrahim Shihata, ‘Oil Aid’, and Resource Sovereignty
Bibliographic record
Abstract
Abstract This article revisits Ibrahim Shihata’s role in developing the financial aid policies of the Organization of Petroleum Exporting Countries (OPEC) after the formal inauguration of the New International Economic Order project (NIEO) in 1974. As director of the OPEC Special Fund, subsequently the OPEC Fund for International Development, after its establishment in 1976, Shihata spearheaded the development of the organization’s aid policies. He also defended the NIEO as a set of sensible reform measures for redistributing wealth, resources, and technology. This article contends that Shihata’s vigorous defence of OPEC’s aid record aimed to demonstrate that the NIEO – an enterprise OPEC supported – involved not simply structural reform of the inter-state system but direct engagement with questions of intra-state distribution, and that OPEC aid was designed partly to keep the ‘Third World bloc’ from disintegrating due to the growing distance between oil-producing and non-oil-producing countries.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.026 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".