The Research on the Effect of Non-Brand Relevance of Spokescharacters to Gen Z with Regulation of Conformity
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
In the contemporary society, the spokescharacters have played a significant role in the market. Especially brand collaboration, collaborating with famous virtual characters, become more acceptable for the business. However, this kind collaboration tends to ignore and eliminate the relevance of the spokescharacters and the image of the brand. As result, this research explored that the reduce of relevance would affect the purchase intention of Gen Z, the largest fan group of virtual characters, and whether the Conformity would reduce this influence. The result demonstrated that, the relevance of spokescharacters is not a factor that would influence purchase intention among the Gen Z, even if they are not fans of the virtual characters. However, the influence of Conformity is still significant.
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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 | 0.002 | 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 | 0.000 |
| 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 it