Must-Have Items: A Position-Oriented Product is More Appealing in Korea than Canada
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
This study demonstrates position-oriented effects associated with products (e.g., products and their appeal) in Korea and Canada. Given that Koreans tend to focus on a vertical “pecking order” hierarchy and position-extended thinking via Confucianism, they are likely to consider their own position when purchasing products. In particular, Koreans tend to presume a relationship between their individual position and a product. This presumption concerning position-oriented products influences their beliefs toward superiors’ product ownership, leading Koreans (as opposed to Canadians) to have a higher level of positive attitude toward products related to people in superior positions. In contrast, Canadians tend to show less sensitivity toward the same position-oriented products. Furthermore, Koreans tend to display more positive reactions than Canadians with respect to the appeal of position-oriented luxury products (e.g., a chairman’s watch). Finally, this study suggests practical and academic implications.
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 | 0.000 | 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) | 0.001 | 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