Consumer preference for production‐derived quality: analyzing perceptions of premium chicken production methods
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 The authors assess consumer interest in a food product containing production‐derived attributes. They use the French Label Rouge system in the Ontario chicken market as an example of a producer‐controlled quality system. Conjoint analysis reveals a significant proportion of respondents value nonprice attributes; medication and housing had the highest importance scores, followed by price and brand ownership. Cluster analysis of the part‐worth utilities revealed three consumer segments: price conscious consumers; consumers focused on naturalness; and those focused on animal health. Segments do not appear to differ on the basis of socioeconomic and demographic profile of respondents. However, multiitem scales reflecting attitudes towards production systems vary significantly across segments. Price‐conscious respondents show agreement with use of medication and express concern over quality. Respondents in the naturalness segment express concern over quality, locality of production and impact of production methods on own health. Animal‐health‐conscious respondents show agreement with the use of medications, concern over quality, locality and impact of production methods on own health, but neutrality towards byproducts and traditional production methods. [EconLit citations: D120, Q130]. © 2009 Wiley Periodicals, Inc.
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 | 0.001 |
| 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