Health Education Literacy and Accessibility for Musicians: A Global Approach. Report from the Worldwide Universities Network Project
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
OBJECTIVE: To address the need for accessible health education and improved health literacy for musicians throughout their lifespan. METHODS: Formation of a multicultural, international, and interdisciplinary collaborative research team, funded by the Worldwide Universities Network. The goal is to design a multi-strand research program to develop flexible and accessible approaches to health education for musicians, thus improving their health literacy. RESULTS: Two team meetings took place in 2018. The first was held 11 to 15 April 2018 in Perth, Australia, and involved a review of existing literature and interventions on health education in music schools, intensive development of research topics, aims, and methodologies, and identification of potential funding sources to support future large-scale research programs. This resulted in the draft design of three research projects, finalized during a second meeting in Maastricht, the Netherlands, 27 to 31 August 2018. DISCUSSION: These intensive meetings identified the need for both cultural change in music education settings as well as improved health literacy in musicians across global geographical regions. A global project to address health literacy and health education accessibility for musicians has commenced.
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 | 0.002 | 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 | 0.000 |
| 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