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Record W7161961091 · doi:10.82308/7640

Anti-circumvention technology legislation in Canada : drafting a new law in the wake of the DMCA

2003· dissertation· en· W7161961091 on OpenAlexaboutno aff
Natanya Garcia

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldBusiness, Management and Accounting
TopicCopyright and Intellectual Property
Canadian institutionsnot available
Fundersnot available
KeywordsLegislationObligationIntellectual propertyDigital Millennium Copyright ActFair dealingCopyright ActFace (sociological concept)Balance (ability)

Abstract

fetched live from OpenAlex

In becoming a signatory to the World Intellectual Property Organization (WIPO) Treaties, Canada has undertaken the obligation to provide protection against the circumvention of technological measures designed to protect copyright works. While on its face the obligation appears simple, in reality it brings about an intersection of policy, law and technology; a complex situation with far reaching repercussions. The U.S., a co-signatory to the WIPO Treaties, responded to this tension by enacting the Digital Milennium Copyright Act (DMCA), which heavily regulated circumvention technology and garnered wide-spread criticism. Critics labeled the law as unpredictable and overbroad legislation, which has chilled free speech, violated fair use, stifled research and study and encouraged monopolies by eliminating competition. Drawing largely on the U.S. experience, this thesis aims to suggest a possible route for Canada to take when fulfilling its own obligations under the WIPO. It will begin with a review of the relevant provisions of the Treaties to determine the extent of Canada's obligation. It will then examine Canada's proposal papers and the responses of its citizens to the questioned posed regarding future anti-circumvention legislation. It will also examine the DMCA in detail and attempt to distil its flaws. Finally, it will investigate the extent of the need for new anti-circumvention legislation in Canada by examining Canada's existing laws dealing with the protection of technology measures. Such process will provide evidence that Canada has, to a large extent, complied with its obligations under the WIPO while maintaining the delicate balance between the stakeholders of copyright law. Thus while new anti-circumvention legislation may still be in order, Canada has the latitude to craft a law that fully recognizes the rights of all stakeholders in the copyright equation and is consistent with its own copyright policies.

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)0.025
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: Other · Consensus signal: none
Teacher disagreement score0.208
Threshold uncertainty score0.918

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.025
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.004
Science and technology studies0.0190.012
Scholarly communication0.0180.004
Open science0.0030.003
Research integrity0.0110.011
Insufficient payload (model declined to judge)0.0030.000

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 head0.014
GPT teacher head0.204
Teacher spread0.189 · 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
GenreOther

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
Published2003
Admission routes1
Has abstractyes

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