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Record W4246858640 · doi:10.32920/ryerson.14662533

The Brickyards Journal Connecting Consumers To Sustainable Fashion Through Print Media

2021· preprint· en· W4246858640 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
Typepreprint
Languageen
FieldSocial Sciences
TopicSustainable Urban and Rural Development
Canadian institutionsToronto Metropolitan UniversityQueen's University
Fundersnot available
KeywordsFashion industryClothingFast fashionSustainabilityBusinessAdvertisingMovement (music)MarketingFashion designConsumer demandPolitical scienceArtEconomicsAesthetics

Abstract

fetched live from OpenAlex

The Brickyards Journal is a creative exploration into print media and information distribution – analyzed particularly within the slow fashion/sustainable fashion industry. The project utilizes an arts-based research approach to explore the intersections of the Slow Food and Slow Fashion industries, and their relationships with consumers through print media. While slow food has become a popular sustainably-driven movement, slow fashion has struggled to create the same roots in consumers fashion shopping habits and perspectives towards clothing. This paper analyzes the steps taken by the Slow Food movement and considers how to educate consumers on sustainability and the fashion industry in an analogous way. The result is a creative project that makes sustainable fashion information available and most importantly applicable, through a 54-page printed journal drawing new attention to both the local industry and the practices that will allow us to continue to flourish as a society.

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)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.533
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.000
Scholarly communication0.0030.000
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.029
GPT teacher head0.312
Teacher spread0.282 · 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

Citations0
Published2021
Admission routes1
Has abstractyes

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