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Record W1830958489 · doi:10.31235/osf.io/z94kq

Beyond Search Costs: The Linguistic and Trust Functions of Trademarks

2016· article· en· W1830958489 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicIntellectual Property Law
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsTrademarkFunction (biology)IncentiveQuality (philosophy)NormativeTransaction costScholarshipLaw and economicsJurisprudenceBusinessIntellectual propertyInstitutionEconomicsMicroeconomicsPolitical scienceLawEpistemology

Abstract

fetched live from OpenAlex

Modern trademark scholarship and jurisprudence view trademark law as an institution aimed at improving the amount and quality of information available in the marketplace by reducing search costs. By providing a concise and unequivocal identifier of the particular source of particular goods, trademarks facilitate the exchange between buyers and sellers, and provide producers with an incentive to maintain their goods and services at defined and persistent qualities.Working within this paradigm, this Article highlights that reducing search costs and providing incentives to maintain quality are related yet distinct functions and shows that recognizing their distinct nature enriches our understanding of trademark law. The Article first develops a distinction between two functions of trademarks: a linguistic and a trust functions. Then, the Article demonstrates how the distinction provides a matrix for evaluating the normative strength of various trademark rules and doctrines. Under this matrix, rules that promote both functions would be considered normatively strong; rules that promote neither function would be normatively weak; and rules that promote one function but not the other would be normatively ambiguous, their strength depending on the results of a closer cost-benefit analysis.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.917
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.038
GPT teacher head0.298
Teacher spread0.260 · 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

Quick stats

Citations2
Published2016
Admission routes1
Has abstractyes

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