South Africa's bilateral relationships in the evolving foreign policy of an emerging middle power
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
This article introduces the special issue on ‘South African Foreign Policy: identity, directions, and intentions’. Here we seek to summarize key insights from the contributions to this special issue to deepen understanding of South Africa’s evolving post-apartheid foreign policy through an exploration of the nature and trajectory of key bilateral relationships from both the global ‘South’ (Brazil, China, Iran, the AU) and ‘North’ (Japan and the UK). This window on the country’s international relations enriches understanding of the normative and structural factors that influence not only South African foreign policy, but those of what Edouard Jordaan calls emerging middle powers as they seek to position themselves as influential actors in international affairs. We sketch the contours of these key South African relationships in four areas where the tendencies and tensions of emerging middle power foreign policies are apparent: regionalism, multilateralism, reform of global governance, and approach to moral leadership.
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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 | 0.001 | 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