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Record W7005414212

A Review of CAMR and its Potential to Address Public Health Problems

2023· other· en· W7005414212 on OpenAlexaboutno aff

Bibliographic record

VenueQUT ePrints (Queensland University of Technology) · 2023
Typeother
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicDevelopmental Biology and Gene Regulation
Canadian institutionsnot available
Fundersnot available
KeywordsLegislationIntellectual propertyDeveloping countryPublic healthPandemicPublic interestSanctionsMultinational corporation
DOInot available

Abstract

fetched live from OpenAlex

The current COVID-19 pandemic has highlighted the significance of the export-oriented compulsory licensing mechanism for countries lacking domestic manufacturing capacity. Article 31bis, the first amendment to the World Trade Organization (WTO) Agreement on Trade-Related Aspects of Intellectual Property Rights (TRIPS Agreement), is aimed at giving effect to the WTO General Council Decision 2003, which waived the domestic market requirement of compulsory licensing. In 2005, Canada became the first country to amend its patent laws to provide for Canada’s Access to Medicines Regime (CAMR) as enabling legislation to implement the WTO General Council Decision 2003. Canada clearly described its regime as a humanitarian initiative aimed at helping developing countries that lack sufficient drug and/or vaccine manufacturing capacity of their own and rely upon imports to address their public health problems. The legislation was compromised, however, by the conflicting desire to protect the corporate interests of patent-holding corporations. The CAMR system is thus incapable of delivering on its promises because of the unnecessarily added extra layers of complication, restrictions, and regulatory requirements to the requirements of Article 31bis, which is itself too onerous to invoke for resource-poor countries. This research paper also evaluates Canada’s efforts to reform CAMR and suggests an overhaul of the export-oriented compulsory licensing mechanism to provide a functional and expeditious one-licence solution workable for importing countries and acceptable to generic drug companies.

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 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)0.000
metaresearch head score (Gemma)0.000
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: Review · Consensus signal: Review
Teacher disagreement score0.252
Threshold uncertainty score0.597

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.013
GPT teacher head0.233
Teacher spread0.220 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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

Citations0
Published2023
Admission routes1
Has abstractyes

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