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Record W2086860515 · doi:10.1093/jiplp/jps134

Keep it simple: fuzzy IP law for fuzzy folk

2012· article· en· W2086860515 on OpenAlex
J. Phillips

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of Intellectual Property Law & Practice · 2012
Typearticle
Languageen
FieldComputer Science
TopicLaw, AI, and Intellectual Property
Canadian institutionsnot available
Fundersnot available
KeywordsLawLegislatureIntuitionLiabilitySimple (philosophy)Private lawSociologyLaw and economicsPolitical scienceComparative lawEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

For the most part, we live our lives in a world of calculation, estimation and approximation. The vast amount of data that we possess or acquire and are expected to process, the number of decisions we make and the quantity of law which, whether we know it or not, affect our every move, make us as dependent on our intuition as on our intellects. In our everyday private lives, we understand and accept that this is so. That is why we do not travel precisely within the speed limits laid down for us, do not make exact calculations as to whether and when we can pay for each item purchased on a credit card, and do not take legal advice before shaking a stranger’s hand or kissing a proffered cheek as to what level of response might incur civil liability. In short, if our conduct generally falls within a fuzzy and ill-defined category of normality, we forget about it and concentrate our attention on more important things. The great divide between common law and civil law traditions is instructive because it suggests that, in legislative terms, those who live within the civilian culture are comfortable to be guided by general principles, to which they adhere unless and until new principles, legislatively enacted or judicially articulated, nudge them into a different direction. The common law tradition, which is perhaps more focused on the precise meanings of words than on their general drift, has however produced two great English-speaking nations populated by those who, while, abjuring the literal interpretation of statutes and precedents, are magnetically attracted to literalism and cannot literally get it out of their system. This divide is found in intellectual property law where, in the United States, each word of a legislative draft becomes a battleground over which battles economic, political, cultural and semantic are fought, the contestants each invoking the terms of a constitution which are expressed in terms of principle which warmly accommodate a variety of conflicting positions. It is also found in the European Union, where the relatively spare and principled prose of harmonising directives, nourished by the fertile pronouncements of their respective recitations, is accommodated in the national law of civil jurisdictions with greater ease and at less length than in common law lands, where the notion that Parliament means what it says —and means to be silent over that which it does not say —remains deep-rooted. Copyright and patent law both furnish food for thought in this context. In the United States, in Canada and in the United Kingdom there has been continued tension as to the correct dividing line between copyright infringement and the fair use by one person of another person’s copyright-protected work. This has generated proposals for legislative reform, legal and economic reviews, litigation and furious lobbying. In similar vein neither the passage of the America Invents Act, nor the declaration that an acceptable solution has been found for the one-Europeone-patent question, has led to debate dying down. Rather, it has shifted it from one set of issues to another.

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.

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)0.004
metaresearch head score (Gemma)0.012
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.913
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0010.009
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.055
GPT teacher head0.302
Teacher spread0.247 · 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