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Record W4409667815 · doi:10.1080/02615479.2025.2491501

A qualitative examination of social work students’ participation in an interprofessional pain curriculum symposium

2025· article· en· W4409667815 on OpenAlex
Rachelle Ashcroft, Peter Sheffield, Keith Adamson, David Burnes, Andie MacNeil, Nivetha Prabaharan

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSocial Work Education · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsSocial workCurriculumMedical educationWork (physics)Interprofessional educationQualitative researchSociologyPsychologyPedagogyMedicinePolitical scienceHealth careSocial scienceEngineering

Abstract

fetched live from OpenAlex

There have been calls for more mobilization of social workers within chronic pain services because social workers are uniquely positioned to address stress, depression, and anxiety related to pain. This qualitative study aimed to understand social work students’ perceptions of the benefits and challenges of participating in an interprofessional pain curriculum. Four focus groups were conducted with 14 participants who were graduate-level social work students that participated in an interprofessional pain curriculum symposium. This study revealed five benefits to students: i) learning new knowledge about pain, ii) applying social work knowledge and skills, iii) gaining confidence in the value of social work contributions to care, iv) exposing other disciplines to social work, and v) collaborating with other disciplines. This study also revealed four challenges: i) learning biomedical content, ii) inadequate social work-specific content, iii) encountering difficulties with interprofessional collaboration, and iv) other disciplines having had little previous exposure to social work. Understanding the benefits and challenges of participating in an interprofessional education symposium on pain will help social work educators better prepare social work students to engage in such learning opportunities, and ultimately, will better prepare social workers for a future practice in interprofessional collaborative contexts.

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 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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.428
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.039
GPT teacher head0.534
Teacher spread0.495 · 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