Coffee culture unravelled: exploring the coffee shop experience model in the Vietnamese context
Bibliographic record
Abstract
Amidst the captivating realm of the coffee shop experience, this study contributes to its significance across various literature streams and diverse forms. More specifically, the study focuses on the concept of the ‘ideal coffee shop experience’ from the perspectives of consumers and coffee shop owners/managers in Vietnam, drawing upon the experience economy and experience co-creation literature. The investigation takes place in Vietnam, a country renowned for its coffee exports and thriving coffee shop industry. Through qualitative data collected via interviews and an online questionnaire, the study uncovers divergent preferences between the supply and demand sides regarding the coffee shop's physical environment, product quality and variety, service staff performance/traits, and location or parking availability. Building on these findings, the study proposes the ‘supplier and consumer coffee shop experience’ model, which offers a comprehensive understanding of coffee shop experiences and provides valuable insights for practitioners and researchers in the relevant fields.
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How this classification was reachedexpand
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".