Sensory Analysis of Butterfly Pea (Clitoria ternatea L.) Flower Tea Drink Using Central Composite Design
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
Butterfly pea (Clitoria ternatea L.) flower tea is a functional drink that is helpful in improving nutrition and health.The level of preference for the tea drink needs to be studied; thus, the accurate product formula can be obtained in its postharvest handling and processing.This research aimed to optimize the microwave-dried pea flower tea drink using the central composite design (CCD) method.The treatment factors studied were microwave power and drying time, with the treatment response as a sensory test of butterfly pea flower tea, including colour, aroma, taste, and aftertaste.The results of CCD analysis show that microwave power and drying time significantly affect the colour, aroma, and taste of butterfly pea tea but have no significant effect on the aftertaste.The optimum sensory formula was obtained at microwave power (X₁) of 180 watts and drying time (X₂) of 17 minutes, with a prediction of colour of 5.8 ≈ 6 (likes), aroma of 5.1 ≈ 5 (somewhat like), taste of 5 .03≈ 5 (somewhat like) and aftertaste of 4.05 ≈ 4 (neutral).
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it