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
Research in performing arts medicine has demonstrated that approximately 25% of music students experience a playing-related injury 1 .Since musicians' musculoskeletal injuries are associated with several factors related to practice habits 2,3,4 , music teachers can and should play a vital role in injury prevention.There is evidence that music teachers who receive relevant training in music-specific physiology do make changes in their teaching, and that these changes subsequently benefit their students 5 .This paper aims to provide music teachers with practical prevention strategies that can be used with all instrumentalists.Included are specific instructions regarding the nature and importance of several strategies, including: taking breaks, pacing techniques, cognitive rehearsal, ergonomics, warm-up and cool-down, preparing for performances, and the question of whether or not stretching is advisable.Emphasis will be placed on how music teachers (regardless of instrument) can incorporate prevention strategies into their lessons.
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) | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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