Chinese identification, acculturation and conspicuous consumption in a multicultural society: a theoretical framework and empirical evidence
Bibliographic record
Abstract
This study is an investigation Chinese identification, acculturation and conspicuous consumption in a multicultural society. The primary objectives of this study were to examine the relationship between Chinese identification and conspicuous consumption and the moderating effect of acculturation dimensions on the relationship between Chinese identification and conspicuous consumption. Extended theoretical frameworks were developed and empirical evidence was provided. The research site selected for this study was Toronto Canada. The study used quantitative research method for a questionnaire survey of a purposive sample of 254 ethnic Chinese respondents. Qualitative research methods were also applied with twelve in-depth interviews and participant observation. The triangulated results revealed a strong relationship between Chinese identification and conspicuous consumption and no moderated effect of acculturation dimensions on the proposed relationship. Chinese women, young Chinese adults and reference groups are forced to be influential factors. Theoretical and managerial implications are also discussed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".