MétaCan
Menu
Back to cohort
Record W3179593369 · doi:10.1111/jwip.12193

Maximizing the differentiation principle in regional IP treaties to advance food security: Limitations in West Africa's regional IP and trade regime

2021· article· en· W3179593369 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueThe Journal of World Intellectual Property · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicIntellectual Property and Patents
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsSierra leoneIntellectual propertyFood securityHuman rightsInternational tradeEconomic growthPolitical scienceGeographyDevelopment economicsBusinessEconomicsLawAgriculture

Abstract

fetched live from OpenAlex

Abstract In this article, I examine whether the contemporary regional intellectual property (IP) agreements negotiated by West African countries are more suitable than multilateral agreements to advance food security in the region, based on the provisions they make for applying the differentiation principle. In this paper, the term “West Africa” is used to designate the 15 countries that are members of the Economic Community of West African States (ECOWAS), the major regional organization in the area (The founding members of ECOWAS were: Benin, Côte d'Ivoire, Gambia, Ghana, Guinea, Guinea‐Bissau, Liberia, Mali, Mauritania [left 2002], Niger, Nigeria, Senegal, Sierra Leone, Togo, and Burkina Faso [which joined as Upper Volta]. Cape Verde joined in 1977). By reviewing relevant literature and theories, I propose that the human right to development as a differentiating paradigm may be applied in IP regulation, without compromising the requirement of nondiscrimination in IP regimes. I argue that human rights linked to the food security should be differentiated from the proprietary rights granted in IP. After critical doctrinal analysis of West Africa's regional agreements related to IP rights and food security, I conclude that rather than maximising the adoption of the differentiation principle to advance the regions food security, these treaties are surprisingly less flexible than multilateral agreements, creating further challenges for food security in the region. Consequently, I propose an alternative regional framework for differentiation, that allows for differentiation between IP and human rights norms based on the instrumentalist approach to law, as being more suitable for advancing development and food security in West Africa.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.514
Threshold uncertainty score0.440

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.175
GPT teacher head0.241
Teacher spread0.066 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it