Optimalisasi Layanan Anak Melalui Kegiatan Wisata Literasi di Dinas Kearsipan dan Peprustakaan Provinsi Sumatera Barat
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
The West Sumatra Provincial Archives and Libraries Office, as an institution with responsibility for literacy development in the region, is required to continue to innovate in providing services that suit the needs and characteristics of children's libraries. The main goal is to increase children's interest in reading and introduce them to the world of literacy in a fun way. We also want to create positive experiences so that children are more interested in returning to the library. The literacy tourism program comes as a creative solution that combines elements of education and recreation, creating a fun learning experience for children. This research used a qualitative approach with descriptive methods. Data analysis used an interactive model, which consists of three main stages; data condensation, data presentation, conclusion drawing. The results of this study show strategic efforts in increasing children's interest in reading and literacy in the West Sumatra region. The literacy tourism program emerged as an innovative solution that combines learning elements with recreational activities, creating a fun experience for children in interacting with books and literacy activities.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| 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