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 research study aims to analyze the sources and consequences of beverages’ Brand Equity, and more specifically, the beer Brand Equity in a Sothern European mature market. For this purpose, based on the customer-based Aaker’s Brand Equity model, we developed an empirical study, using structural equation modeling (SEM) in order to assess how beer Brand Equity stems from in the brewery industry and to analyze its consequences in consumer behavior. Our findings suggest that the beer brand image is the most important dimension for beer Brand Equity. Moreover, a significant positive influence was found for all the dimensions analyzed, namely brand awareness, perceived quality and loyalty; while we found empirical support for the influence of beer Brand Equity on purchase intention and the consumer willingness to pay a premium price. This research brings relevant implications for brewery marketing managers, who should strengthen their beer brand image, and further consider beer Brand Equity as a key variable in consumer behaviour.
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 | 0.008 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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