Do counterfeits devalue the ownership of luxury brands?
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.
Bibliographic record
Abstract
The purpose of this study was to explore the perceptions and attitudes of original luxury brand owners towards counterfeit luxury goods. The results indicated that all respondents found luxury products fun and worth the price they paid for them, whether they were original or counterfeit. Almost 30 percent of respondents owned no counterfeits and only original goods. These respondents believed that counterfeits were inferior products and believed that ownership of original luxury products was more prestigious compared to counterfeit luxury goods. Conversely, those who owned more counterfeits had a positive image of them and did not believe these products were inferior. Overall, 70 percent of respondents indicated that the value, satisfaction, and status of original luxury brand names were not decreased by the wide availability of counterfeits. Further, the majority of respondents disagreed that the availability of counterfeits negatively affects their purchase intentions of original luxury brands.
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 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it