A Hidden Gem in the World of Natural Syrup Market
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
Background: Understanding consumer’s preferences in the development and marketing of date syrup is crucial for developing its global market. Limited studies have attempted to understand the issues related to consumer’s preferences for date syrup, even though such understandings are essentials for its effective marketing as a promising alternative natural syrup. The present study was therefore conducted to investigate the sensory properties, purchase attributes, and usages of date-syrup among the consumers in Pakistan. Design, Methodology, and Approach: A total of 135 consumers, comprising students, faculty, and staff from three different universities in Pakistan, participated in this study. The study questionnaire included sensory tests, rank order of brands tests, and rating of purchase-related attribute tests to evaluate the consumer preferences for date-syrup. Findings and Implications: The results showed that consumers prefer a great taste, least sweet, least thick, smoothest, most soluble, medium dark in color, and mouthfeel date syrup. Additionally, a reasonable price, good packaging, and no added sugar were the purchase-important attributes of date syrup. The purchase attributes did not differ across varying demographics. These findings indicate that the enterprises striving to promote date syrup as an alternative sweetener should pay greater attention to customer-preferred sensory properties, usages, and purchase-related attributes. Conclusion: This is the first study that evaluated the consumer’s preferences for date syrup in Pakistan. The results suggest that consumers prefer the great taste, smoothness, reasonable price, good packaging, and no added sugar as purchase-important attributes for date syrup. Therefore, enterprises promoting the use of date syrup as an alternate sweetener must concentrate on these aspects for its effective marketing.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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