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Record W2911379033 · doi:10.1515/aut-2018-0057

Attitudes of Young European Consumers Toward Recycling Campaigns of Textile Companies

2019· article· en· W2911379033 on OpenAlexaboutno aff
Magdalena Grębosz, Dagna Siuda

Bibliographic record

VenueAutex Research Journal · 2019
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEnvironmental Sustainability in Business
Canadian institutionsnot available
Fundersnot available
KeywordsClothingBusinessQuarter (Canadian coin)MarketingVoucherSustainabilityTextileAdvertisingPolitical science

Abstract

fetched live from OpenAlex

Abstract The aim of this article was to identify the attitudes of young consumers in Europe toward recycling campaigns of clothing companies. In the article, the results of own empirical research conducted among young consumers from Poland, France, and Spain in the fourth quarter of 2017 are presented. Recycling campaigns implemented by fashion brands, consisting of exchanging old cloths for discount vouchers, are an example of environmentally friendly innovations and fit into the concept of circular economy. The research results confirmed a minor engagement of young consumers in recycling campaigns of clothing companies. However, they declared the willingness to participate in such actions. According to the authors, an effective marketing communication strategy is fundamental to engage young consumers in clothing recycling and develop sustainable forms of clothing disposal. Clothing companies that are perceived as supporting the environment have a chance to reinforce the brand image.

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 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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.015
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.001
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 head0.063
GPT teacher head0.327
Teacher spread0.264 · 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 teacher head, not a consensus.

Study designObservational
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".

Quick stats

Citations29
Published2019
Admission routes1
Has abstractyes

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