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 study aims to determine the effect of product design and product quality on consumer purchasing decisions of Saint Barkley in the Bandung Region. The research method used is descriptive quantitative research method. Research data obtained from the distribution of questionnaires. The respondent selection technique is simple random sampling with a total of 100 people. The scale model used is the Likert scale and uses descriptive analysis. Product Design variable with the percentage score of the Product Design variable questionnaire is 56.04% in the interval position 52% - 68% in the less good category. And the Product Quality variable with Product Quality variable is 81.28% in the 68% - 84% interval position in the good category.
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 | 0.011 | 0.002 |
| Meta-epidemiology (narrow) | 0.003 | 0.003 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.005 | 0.012 |
| Science and technology studies | 0.027 | 0.001 |
| Scholarly communication | 0.015 | 0.013 |
| Open science | 0.007 | 0.009 |
| Research integrity | 0.000 | 0.009 |
| Insufficient payload (model declined to judge) | 0.003 | 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