"Plant Breeders’ Rights, Farmers’ Rights and Food Security: Africa’s Failure of Resolve and India’s Wobbly Leadership"
Bibliographic record
Abstract
"Since 2000s, Africa and India severally rejected the notion that UPOV’s 1991 standard of Plant Breeders Rights (PBRs) is the only route to fulfil their obligations under Article 27 of the TRIPs Agreement. Objecting to the exclusive focus of the UPOV regime on formal plant breeders, African countries insisted on a holistic approach to plant breeders’ rights to include protection for rights of communities, farmers and their indigenous knowledge, innovation and practices. Consequently, under the African Union’s (AU) auspices, Africa proposed the Model Law for the Protection of the Rights of Local Communities and Breeders, and for Regulations of Access to Biological Resources. Self-evidently, the law not only recognises the centrality of the smallholder indigenous and local community farmers on the continent’s food production, it also underscores the interconnectedness of biodiversity conservation, farmers’ rights, traditional knowledge, access and benefit sharing over genetic resources within then emergent international regimes. Nearly two decades after, Africa’s resolve has proven to be fickle. The continent has reversed itself and fully embraced the UPOV regime. At about the same time as the Model Law, India enacted the Protection of Plant Varieties and Farmers’ Rights Act, 2001 – an instrument consistent with the spirit of Africa’s Model Law. Both regimes take into account the role of local farmers as the backbone of agricultural innovation, food production and food security in the developing world, including Africa and India, thereby further enhancing the idea of farmers’ rights in food and agriculture law and policy. This Article juxtaposes the circumstances around Africa’s failure of resolve and India’s wobbly experience over farmers’ rights. It calls attention to farmers’ rights as a site for a missed and yet potentially redeemable opportunity for both Africa and India to advance South-South solidarity for food security"
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.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.006 |
| 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".