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Record W4411405472 · doi:10.56883/aijmt.2025.614

The role of pluralism in fostering an ethic of social justice: Policy recommendations for music therapy education and training

2025· article· en· W4411405472 on OpenAlexaffabout
Annabelle Brault, Cynthia Bruce, Vivek Venkatesh

Bibliographic record

VenueApproaches An Interdisciplinary Journal of Music Therapy · 2025
Typearticle
Languageen
FieldPsychology
TopicMusic Therapy and Health
Canadian institutionsMcGill UniversityConcordia University
Fundersnot available
KeywordsSociologyPedagogyDignityTransformative learningScholarshipInclusion (mineral)EthosMusic educationCurriculumEnvironmental ethicsPublic relationsEngineering ethicsPolitical scienceSocial scienceLaw

Abstract

fetched live from OpenAlex

Recent social justice-focused and anti-oppressive scholarship has called for broader and more intentional inclusion of critical analyses and constructivist epistemological frames to promote equity, diversity, inclusion, accessibility, and decolonisation in music therapy education and training. The recent expansion of social justice content in the revised code of ethics of the Canadian Association of Music Therapists (CAMT) is a step in the right direction. It requires certified music therapists to actively identify, understand, and eliminate implicit biases and discriminatory practices and to cultivate awareness of the harms that have been exacted by oppressive practices within and beyond the profession. We argue, here, that preparing music therapy students to meet professional standards of practice and adhere to the social justice-focused ethical principles articulated in the code of ethics requires Canadian music therapy education programs to intentionally integrate dissension as a key aspect of social justice work throughout their curriculum. In this critical contemplation, we posit that mobilising a commitment to social justice education must first and foremost be grounded in a pluralistic ethos, which values diverse ways of being, thinking, learning and knowing. We then explore the critical integration of lived knowledge, the notions of dignity safety and intellectual insecurity in educational spaces, and arts-based social pedagogies as potentially transformative practices in socially-just music therapy education.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.684
Threshold uncertainty score0.543

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.200
GPT teacher head0.455
Teacher spread0.256 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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