Demographic Factors of Muslim Youth at Public Universities in Kelantan to Consume Chocolate Bars Based on Halal Label
Bibliographic record
Abstract
Halal products which have been certified by JAKIM are safe to be consumed by consumers. The objective of this research was to determine the effect of demographic factors which are gender, age, and lifestyles towards the intention of Muslim youth at public universities in Kelantan to consume chocolate bars based on the halal label. This study used cross-sectional study with survey method via a questionnaire. Around 334 Muslim youth in public universities, Kelantan was chosen through purposive sampling technique. The results show that gender had a significant relationship with attitude, while lifestyles had significant relationship with the subjective norm and perceived behavioural control towards consuming halal labelled chocolate bars. Food manufacturers especially chocolate manufacturers should listen to consumers’ demands. To create trust in the product among consumers, an important aspect is to provide the appropriate information to make better and satisfactory choices.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".