Musicians' health: Applying the ICF framework in research
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
PURPOSE: Injuries described as 'playing-related' in musicians have a prevalence rate of up to 87%. Nevertheless, healthcare consultation rates among this population remain low. Using the theoretical framework of the World Health Organization's International Classification of Functioning, Disability and Health (ICF), the author examined the musicians' health literature to determine potential causes for the shortcomings in the provision of evidence-based treatment for injured musicians. METHOD: A review of the literature on musicians' health was performed from 1998 to December 2005. In total, 131 papers were reviewed. RESULTS: Much of the literature on musicians' health is related to the domain of Body Structure and Function within the ICF framework. However, even in these relatively well-defined areas, clinicians appear to agree that the 'best treatment' depends enormously on the interplay of biopsychosocial factors and on the musician's context. Underrepresented areas in the literature include Environmental Factors, Personal Factors, and the domain of Participation. CONCLUSIONS: This review demonstrates a lack of research in some health and health-related domains in the musicians' health literature. The author suggests that these underrepresented areas within the ICF framework may explain shortcomings in the availability of effective, evidence-based treatment for musicians. The use of a framework to shape future research in this field is advocated.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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