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
"Does anyone still listen to CDs?" The presentation aims to introduce the operation of our Music Collection by providing qualitative and quantitative data linked to loans, library visits, online repositories with music content, music programs and workshops. Fundamentally, our Music Collection has a value-preserving function linked to processing, preserving, and presenting the documents of local music life in a spectacular form. Virtual exhibitions based on digitized documents, various databases, and knowledge repositories are good tools for organizing knowledge. People can also be introduced to these contents during library programs (e.g., lectures, sessions, and competitions). Due to the three pillars – knowledge organization, preservation of value, and community building – our Music Collection is a place where people return to listen to music on-site in a comfortable armchair while reading their favourite magazine. Due to the ever-changing world, we must apply innovative approaches, react proactively, and adapt to changes (an example of this could be our Creative Studio). The main purpose of this study is to describe the music-related activities of a particular library (Katona József Library, Kecskemét, Hungary); it is descriptive work and does not aim to compare the data and results with those of other libraries.
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 | 0.000 | 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 | 0.003 | 0.023 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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