Hydrocarbon Humanitarianism: Ibrahim Shihata, ‘Oil Aid’, and Resource Sovereignty
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 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.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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