Music-centred psychotherapy for adults with mood and anxiety disorders: A programme evaluation
Bibliographic record
Abstract
This paper outlines the creation and programme evaluation of a music therapy group for adults within an inpatient mood and anxiety disorder treatment programme in Southwestern Ontario, Canada. The author first discusses the process involved in programme development and facilitation of a four-session closed group framework of resource-oriented and music-centred psychotherapy. The author then presents the results from a programme evaluation that included 154 patients, elucidating lived experiences from the music therapy group. Quantitative results trace patients’ perceptions of music therapy’s impact within the domains of mood, anxiety, interpersonal connections, expression, and musical resource development. Qualitative themes explore patients’ experiences in music therapy in the areas of lightness and depth, interpersonal connections, relationships to music, and trying something new. Patients’ lived experiences and perceptions of the group’s impact validate that music therapy can invite in-depth therapeutic process while also developing and celebrating patients’ resourceful use of music in their everyday lives.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".