Poverty, Agency and Resistance in the Future of International Law: An African Perspective
Bibliographic record
Abstract
This article enquires into the likely posture of future international law with respect to African peoples. It does so by focusing on three of the most important issues that have defined, and are likely to continue to define, international law’s engagement with Africans. These are: the grinding poverty in which most Africans live, the question of agency in their historical search for dignity, and the extent to which these African peoples can effectively resist externally imposed frameworks and measures that have negative effects on their social, economic and political experience. International law’s future posture in these respects is considered through an examination of concrete debates relating to agricultural subsidies, debt usury and relief therefrom, and the relocation of framework socioeconomic governance of almost every African state to external institutions. Insights about what the future holds for the effectiveness of Third World resistance are derived from a consideration of the broad lessons that can be learned from the successes or failures of some past Third World struggles.
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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 | 0.010 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.017 | 0.054 |
| Scholarly communication | 0.013 | 0.020 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.006 | 0.007 |
| 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".