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Record W7051592676

Officially Obsolete? A Critical Examination of the Canadian Official Marks Regime and its Waning Relevancy in Trademark Law

2022· article· en· W7051592676 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2022
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsTrademarkScrutinyMonopolyExpansiveLegislatureIntellectual propertyPower (physics)
DOInot available

Abstract

fetched live from OpenAlex

When the Trademark Act (‘‘TMA”) came about in 1985, a unique aspect of Canadian trademark law was created: the official marks regime under section 9(1)(n). The official marks regime is available to public authorities and universities as a means of sidestepping the lengthy and expensive process of trademark registration and providing special protection for official marks. Once public authorities and universities obtain an official mark through this system, they are entitled to an expansive monopoly that allows them to use their mark for commercial use, while simultaneously keeping the official mark out of the public domain. Moreover, while trademarks are expungable from the registry for a number of reasons, up until recently official marks were virtually impossible to remove from the trademark database.\nHowever, the official marks regime, since its birth, has faced significant scrutiny for being overbroad, allowing too much power to the valid authorities, and hindering industries. As such, the courts and the legislature have begun to limit the power of section 9(1)(n).

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)0.024
metaresearch head score (Gemma)0.054
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.743
Threshold uncertainty score0.862

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.054
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0060.010
Science and technology studies0.0490.059
Scholarly communication0.0310.015
Open science0.0060.005
Research integrity0.0110.018
Insufficient payload (model declined to judge)0.0060.000

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 head0.248
Teacher spread0.234 · 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 designNot applicable
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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

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