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Record W4200036371 · doi:10.35530/it.072.06.1834

Contemporary customized clothes using folk motifs

2021· article· en· W4200036371 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueIndustria Textila · 2021
Typearticle
Languageen
FieldArts and Humanities
TopicFashion and Cultural Textiles
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsClothingLOOMPersonalizationTextileSpace (punctuation)Fashion designVisual artsMarketingArtAestheticsBusinessComputer scienceHistoryArtificial intelligenceArchaeology

Abstract

fetched live from OpenAlex

More and more consumers are attracted to fashion brands that make an extra effort to offer them personalized experiences. The unique details, as well as the complexity of the decorative elements of the folk costume inspire the fashion designers to return to the folk motifs, which they reinterpret and resize while integrating them in the contemporary space, offering models adapted to the customers’ tastes, sizes and preferences and at the same time to make mass customization a profitable production. This study addresses the issue of personalizing clothing items with folk motifs. In order to collect information on consumer satisfaction regarding the use of folk motifs in contemporary clothing, an online survey about the clothing available on the market and about personalized clothes with folk motifs was developed and applied. The survey was applied to a number of 548 respondents from Romania, Bulgaria, Canada and Spain. To determine the correlation between the answers to the questions for the four countries and to analyse the answers in each country, the PCA method was used. Based on the answers to the survey, certain motifs from the folk costumes were selected, reinterpreted in a modern way and inserted in two fabric patterns. The fabrics were produced on a Loom Jacquard SMIT Textile GS900.

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)0.000
metaresearch head score (Gemma)0.000
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: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.413
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0120.000

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 head0.216
GPT teacher head0.281
Teacher spread0.064 · 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