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
Bali Perabot is a trading business that sells various types of furniture, ranging from spring beds, cabinets, and other furniture types. Bali Perabot owner still wants to expand his business. In order to expand the area of marketing, this business has to open branches up to three branches. It surely requires a huge cost and difficult management. The complexity of the business process management is compounded when the store has to serve a lot of customers who do not do transactions, but just merely inquired information about the product that is being sold, especially if it adjacents to several festivals. Based on these problems, Bali Perabot requires a more effective solution in order to expand the marketing scope without having to open many branches and to serve a better information for customers. The solution obtained was to develop a marketing website based on the needs of Bali Perabot owner by using Joomla CMS and is equipped with additional extensions, named VirtueMart 3.0.6.2 and SJ Filter for VirtueMart - Joomla! Module. The developed website has eventually provided convenience to customers who want to search a furniture based on product category, price, and several important specifications needed to determine a product selection.
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 | 0.001 | 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 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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