Becoming visible: Exploring the meaning of busking for a person with mental illness
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
Background: Busking is a long-standing occupation associated with entertaining others in public places for donations, and is enjoyed globally. Yet, little research has been conducted on this occupation or its mental health benefits.Aim: A single case study design was selected to explore the meaning of busking for James, an individual who has a mental illness.Methods: Three in-depth interviews were used to explore the meaning of busking. Data were analyzed inductively and categorized using Spradley’s domain analysis.Results: For James, busking provides a mission in life and a means of visibility, acknowledgement, and contribution to society. Busking also serves a variety of practical purposes, such as making ends meet, and has other unanticipated benefits. While James identified busking as what he was meant to do and providing a means of recovery, he also identified barriers to participation for others considering busking as occupation.Conclusions: For one individual with a mental illness, busking served as occupational means to a variety of outcomes, including improved mental health and well-being. Researchers are encouraged to use single case designs to further understandings of the idiosyncratic nature of participation in occupations and how they promote health.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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