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Inequitable by Design: The Patent Culture, Law, and Politics Behind COVID-19 Vaccine Global Access

2023· article· en· W4380047185 on OpenAlexfundno aff
Ximena Benavides

Bibliographic record

VenueUniversity of Michigan Journal of Law Reform · 2023
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicPharmaceutical Economics and Policy
Canadian institutionsnot available
FundersUniversity of British ColumbiaYale UniversityGAVI Alliance
KeywordsIntellectual propertyEquity (law)ScholarshipContext (archaeology)PoliticsGlobal healthHealth equityHealth careEconomicsPolitical scienceEconomic growthDevelopment economicsLaw

Abstract

fetched live from OpenAlex

COVID-19 vaccine access has been highly inequitable worldwide, with coverage depending largely on a country’s wealth. By the end of 2021, 64.1% of people living in high-income countries had received at least one dose of the vaccine, compared to only 5.4% of those in low-income countries. Similarly, only high- and upper-middle-income countries had received the most effective vaccines. The uneven distribution of these lifesaving vaccines is made complex due to the convergence of several factors, but it suggests that the extraordinary expanding and ossifying market and political power of a few vaccine manufacturers founded on intellectual property and complementary policies is a decisive factor in shaping our healthcare systems and securing equitable access to vaccines. This Article analyzes the power dynamics of vaccine manufacturing and distribution of U.S. pharmaceutical companies in the context of global COVID-19 vaccination. Drawing on the health-justice and law-and-political-economy scholarship of the last decade, this Article demonstrates how a “patent culture” shaped by intellectual property law fundamentally neglects health-equity principles while politicizing healthcare access. These contemporary frameworks suggest that the global COVID-19 vaccine-access problem is the result of avoidable policy choices made by big manufacturers and affluent governments. Despite a long history of inequities in access to healthcare, policy choices—as predicted by Hart’s inverse equity theory—have favored a purposely inequitable-by-design vaccination program driven by the wealth and power of those allowed to control vaccine production and supply globally. Finally, this Article proposes ways to challenge the normalized and institutionalized patent culture that has commodified access to lifesaving medicines beyond national borders. As it examines national and international legal strategies to address the vaccine-access problem, the Article suggests equity-based principles of public value, transparency, and inclusivity to guide healthcare governance and future reformation of the vaccine-access landscape. An interdisciplinary analysis of the first year of the global vaccine rollout provides an account critical to future policies aiming to address the structural conditions needed to attain equitable health outcomes, even after the pandemic.

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)0.011
metaresearch head score (Gemma)0.020
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 score0.993
Threshold uncertainty score0.062

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.020
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0070.037
Scholarly communication0.0120.010
Open science0.0010.005
Research integrity0.0040.007
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 head0.115
GPT teacher head0.297
Teacher spread0.182 · 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

Citations3
Published2023
Admission routes1
Has abstractyes

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