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Record W4311872517 · doi:10.32920/21691853

Evaluative criteria for sleepwear: A study of privately consumed product in the People’s Republic of China

2022· preprint· en· W4311872517 on OpenAlexaff
Osmud Rahman, Yan Jiang, Wing‐sun Liu

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldArts and Humanities
TopicFashion and Cultural Textiles
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsProduct (mathematics)ChinaPsychologyPerceptionMarketingAdvertisingApplied psychologySocial psychologyBusinessGeographyMathematics

Abstract

fetched live from OpenAlex

<p>The purpose of this study is to explore and investigate Chinese male consumers’ perceptions and behaviours towards low involvement and privately consumed product – pyjamas. According to our literature review, little research has been devoted to this particular topic. In this study, multiple product cues were used to measure and uncover what constitute consumers’ evaluation and purchase decisions. The questionnaire survey for this study was conducted in a second-tier city by using the convenience sampling method. In total, 256 useable questionnaires were collected and analysed. This study shows evidence that a majority of the Chinese male respondents did not wear pyjamas for sleeping. The intrinsic cues of sleepwear were ranked relatively higher than extrinsic cues, and the comfort cue was the most important criterion for product evaluation. Further research on this topic focusing on different products, samples and cities are recommended. The findings of this study provide insight and implications for fashion practitioners to develop their product and business in China.</p>

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)0.001
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.065
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.131
GPT teacher head0.353
Teacher spread0.222 · 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 designQualitative
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

Citations4
Published2022
Admission routes1
Has abstractyes

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