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Record W3049154397

Consumers First, Digital Citizenry Second: Through the Gateway of Standard-form Contracts

2020· article· en· W3049154397 on OpenAlexaff
Marina Pavlović

Bibliographic record

VenueSSRN Electronic Journal · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsBusinessEnforcementContext (archaeology)DigitizationService (business)Goods and servicesConsumption (sociology)Service providerDigital goodsMarketingEconomicsMarket economyPolitical scienceTelecommunicationsEngineering
DOInot available

Abstract

fetched live from OpenAlex

The digital and global economy has fundamentally changed the very concept of a consumer, the consumer’s place in society, and the relationship between the consumer and other actors, such as governments. By buying goods and using services, consumers still play the role of passive actors in the market economy. However, in today’s society, with the increased digitization of goods and services, not only does traditional consumption behaviour make us consumers, but virtually all aspects of our daily lives and social interactions are made possible by, and conditional on, being consumers first. Indeed, citizens must consume digital products in order to fulfill other social, economic, and cultural roles. Before we acquire a digital good or service that enables us to be producers, farmers, creators, learners, critical thinkers, or citizens, we must click on or sign lengthy terms and conditions—standard-form contracts—imposing the provider’s terms of service. Standard-form contracts lead to increased private ordering in the digital context—that is, service providers building their own rules and enforcement mechanisms in lieu of, or parallel to, state’s rules and enforcement mechanisms. Standard-form contracts have now become the dominant regulatory mechanism of consumer relationships. Migrated from the commercial space, those standard-form contracts have also become important regulatory mechanisms of digital civic participation, as governments are now using such contracts for service delivery. This chapter frames the relationship between consumers and citizens within the context of our growing dependency on standard-form contracts that effectively make us consumers first. It identifies the ineffectiveness in the current legal rules governing standard-form contracts and provides a related policy research agenda needed to limit the expansive private ordering of standard-form contracts.

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)0.007
metaresearch head score (Gemma)0.011
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 score0.020
Threshold uncertainty score0.064

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.011
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0060.024
Scholarly communication0.0200.029
Open science0.0010.011
Research integrity0.0060.010
Insufficient payload (model declined to judge)0.0190.004

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 head0.011
GPT teacher head0.237
Teacher spread0.226 · 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".

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Citations0
Published2020
Admission routes1
Has abstractyes

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