Chinese consumers’ preferences for quality signals on fresh milk: Brand versus certification
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
Abstract This study examines the influences of brand and certification on Chinese consumers’ choices of fresh milk products. Specifically, we examine interrelationships between brand and certification for fresh milk and how trust and consumption habits affect consumers’ reactions to these different quality signals. Our results show that Chinese consumers tend to buy branded rather than unbranded fresh milk products and that fresh milk carrying quality certifications is also preferred. We find evidence of both substitution and complementary effects between brands and certifications. Results from a latent class model reveal three latent consumer groups for fresh milk: brand/certification seekers, price‐sensitive shoppers, and habitual buyers. Habitual buyers are loyal to the brand they most frequently purchase, whereas respondents who exhibit higher levels of trust and education are more likely to be brand/certification seekers. [EconLit Citations: Q13; D12].
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 | 0.002 |
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