Punching above Weight: How the African Union Commission Exercises Agency in Politics
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
Conventional narratives suggest that the African Union Commission (AUC), like most international public administrations and international organisations (IOs) housed in the less materially endowed regions of the world, exercises no meaningful agency on international issues. This article however seeks to show that the AUC is neither a glorified messenger and docile follower of orders of governments nor is it an empty vessel that timidly goes where the wind of governments blows. Rather, the AUC exercises significant agency on issues that affect not just the African continent but also the broader international system. The AUC is often at the heart of international agenda-setting, norm development, decision-making, rule creation, policy development, and it sometimes offer strategic leadership. The article demonstrates six pathways through which the AUC acts like a tail wagging a dog.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| 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