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Record W3189956296 · doi:10.1093/grurint/ikab099

Decolonising Copyright: Reconsidering Copyright Exclusivity and the Role of the Public Interest in International Intellectual Property Frameworks

2021· article· en· W3189956296 on OpenAlexfundno aff
Jade Kouletakis

Bibliographic record

VenueGRUR International · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCopyright and Intellectual Property
Canadian institutionsnot available
FundersUniversity of Cape TownInternational Development Research CentreUniversity of Pennsylvania
KeywordsIntellectual propertyPublic interestLaw and economicsNorm (philosophy)Interpretation (philosophy)Public domainTRIPS architectureValue (mathematics)IndividualismPolitical scienceSociologyLaw

Abstract

fetched live from OpenAlex

Abstract International intellectual property frameworks conceive of copyright exclusivity as a largely individualistic, westernised and capitalistic benefit which must be balanced against and limited by the non-commercial, competing public interest. This is expressed primarily by way of limitations to and exceptions from the norm of exclusivity recognised within these frameworks. This article argues for an alternative interpretation of copyright exclusivity as being justified by the public interest. However, unlike the works of Geiger et al., this interpretation is not premised upon the constitutional and quasi-constitutional patterns accounting for the public interest foundations of IP. Instead, it is premised upon the conceptualisations of indigenous communities within the Global South relating to exclusivity over intangible property for the communal benefit. This article argues that a paradigm shift in the international community at a supranational level, such as the removal of the TRIPS Agreement from the WTO, is needed in order to better reflect the norms and values of the Global South. By reassessing the nature of copyright exclusivity rather than delegating conversations about non-commercial communal needs to limitations and exceptions, the Global South is no longer seen as mere passive receptors of Western norms and values, but as active participants with inherent value in the creation of a truly global IP framework.

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 imitation

Not 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.

metaresearch head score (Codex)0.027
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.994
Threshold uncertainty score0.144

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0270.023
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0060.104
Scholarly communication0.0190.024
Open science0.0030.016
Research integrity0.0090.012
Insufficient payload (model declined to judge)0.0040.000

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 head0.040
GPT teacher head0.227
Teacher spread0.187 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations4
Published2021
Admission routes1
Has abstractyes

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Same venueGRUR InternationalSame topicCopyright and Intellectual PropertyFrench-language works237,207