In Other News: The Significance of Canadian Media Sources in an Analysis of Local Music Collection Literature
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
Music libraries have an important role in preserving and providing access to local music materials for scholarly and general audiences. This paper is based on research carried out as part of the “Regional Music Collections” project (led by Carolyn Doi, University of Saskatchewan, and now entitled “Sounds of Home: Exploring Local Music Collections and Collecting in Canada”). During this portion of the project, we conducted a qualitative systematic review and thematic analysis of the literature on local music collections. The paper will provide a brief description of the literature review process and content analysis, followed by a more detailed exploration of eight Canadian newspaper articles. In exploring the articles, NVivo software was used to identify three potential themes: new, copyright, and free. The goal of this paper is to see if these themes can aid in identifying what Canadian media sources say about local music collections, what the relationships are between a community and such a collection, and how Canadian media sources might inform practices for managing collections of local music.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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