Sikap Pemustaka terhadap Layanan Perpustakaan di Perpustakaan Padang Panjang
Bibliographic record
Abstract
AbstractBased on the results of the study, the following is concluded. The attitude of visitors towards library services in the Padang Panjang City Library. 1) the attitude of the librarian in the Padang Panjang City Library has been very positive, seen from the attitude of the librarian who is able to serve users wholeheartedly and help users when needed. 2) the visitor's attitude is very positive towards the collection services available at the Padang Panjang City Library. This can be seen from a collection of collections quickly so it is very easy to find the desired collection. 3) visitors' attitudes towards the facilities are also very positive as seen from the facilities at the Padang Panjang City Library, neat reading tables and reading chairs that allow visitors and make visitors comfortable visiting the Padang Panjang City Library.Keyword: Library, Collection, Attitude
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".