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Record W1521125187

Intellectual Property as the Third Dimension of GMO Regulation

2007· article· en· W1521125187 on OpenAlexaboutno aff
Andrew W. Torrance

Bibliographic record

VenueSSRN Electronic Journal · 2007
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicGenetically Modified Organisms Research
Canadian institutionsnot available
Fundersnot available
KeywordsHarmPrecautionary principleAgricultural biotechnologyIntellectual propertyHuman healthEuropean unionBusinessMonopolyInternational tradePolitical scienceBiotechnologyPublic economicsAgricultureEconomicsGeographyLawMarket economyEnvironmental healthBiology
DOInot available

Abstract

fetched live from OpenAlex

In the past, opposition to GMOs and GM crops has tended to focus on alleged dangers to human health and environmental safety. The United States, Canada, and Europe have all established regulatory frameworks whose stated aims are to ensure that GMOs and GM crops do not harm the health of their citizens or threaten the well-being of their environments. However, these jurisdictions have set up regulatory hurdles of significantly different heights. North American neighbors, the United States and Canada, have tended to regulate GMOs and GM crops with a relatively light touch that tends to ease approval for field-testing and commercial marketing. By contrast, Europe has applied much stricter regulatory standards, with the result that few GM crops have been field-tested or GM foods allowed onto the market there. A large and growing body of scientific studies into the human health and environmental safety of GMOs and GM crops has failed to find significant justification for the extreme precautionary approach adopted by Europe. Furthermore, a WTO panel decision forcefully critical of the European regulatory regime for GMOs and GM crops was recently accepted by Europe, and may herald the adoption of a new regulatory regime more accepting of GMOs and GM crops. As prospects have faded that scientific evidence will demonstrate that GMOs and GM crops pose unique threats to human health and environmental safety, a third locus of anxieties has been growing in significance: patent monopolies over new and useful GM crops. Concerns about monopoly control of GM crops are the obverse of concerns about human health and environmental safety. Where the latter rationales counsel against the easy and widespread adoption of GM crops, the former rationale would operate to ensure such easy and widespread adoption. Both the United States and Europe offer patent protection for GM plants and animals, making regulation against patent monopolies in GM crops difficult. However, Canada does not allow the patenting of GM plants and animals, thus avoiding patent monopolies in GM crops per se. Ironically, just as Europe might look to Canada for a new method of regulating GMOs and GM crops, Canada may be undergoing a transition toward allowing such inventions to be patented. Of the three loci of regulation of GMOs and GM crops, the patent system maintains the most integrity. The scientific justifications for strictly limiting GMOs and GM crops due to concerns over human health and environmental safety have yet to materialize to any significant degree. In fact, there is so little scientific evidence of unique risks of GMOs and GM crops that even invocation of a conservative precautionary principle may be unjustified. Regardless of how regulation of GMOs and GM crops changes in Canada and Europe in the future, it is likely that concerns over monopoly control will grow in significance as a rationale for regulation, while the rationales of human health and environmental safety will continue to fade in the absence of a reversal of the current trend of scientific evidence.

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)0.020
metaresearch head score (Gemma)0.028
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
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 score0.024
Threshold uncertainty score0.108

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.028
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0050.060
Scholarly communication0.0240.025
Open science0.0030.008
Research integrity0.0190.022
Insufficient payload (model declined to judge)0.0110.002

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 head0.018
GPT teacher head0.241
Teacher spread0.224 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations5
Published2007
Admission routes1
Has abstractyes

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