Promoting Equality, Black Economic Empowerment, and the Future of Investment Rules
Bibliographic record
Abstract
It generally is assumed that rules to protect and promote foreign investment are sufficiently flexible to address the specific needs of developing and less developed countries. What happens, however, when the typical model of investment treaty rubs against national constitutional commitments, such as those mandating the promotion of equality in post-apartheid South Africa? This paper explores such tensions in the context of free trade and investment negotiations between the United States and the South African Customs Union. South Africa’s plan to generate a new black middle class via a program of Black Economic Empowerment, it turns out, was a contributing factor to the scuttling of treaty negotiations. It is suggested that powerful OECD states such as the US are less likely to tolerate divergence from their model of investment protection even where divergence arguably is mandated by constitutional commitments to the promotion of equality elsewhere.
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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 | 0.011 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.038 |
| Scholarly communication | 0.008 | 0.009 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.005 | 0.008 |
| Insufficient payload (model declined to judge) | 0.004 | 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".