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Record W4412124522 · doi:10.18060/28145

Perspectives of Social Workers and Other Healthcare Professionals on Collaborative Work to Address Complex Situations

2025· article· en· W4412124522 on OpenAlex

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueAdvances in Social Work · 2025
Typearticle
Languageen
FieldHealth Professions
TopicInterprofessional Education and Collaboration
Canadian institutionsUniversité de Moncton
Fundersnot available
KeywordsSocial workWork (physics)Project commissioningHealth professionalsHealth careSociologyNursingPublic relationsSocial careEngineering ethicsPsychologyPublishingMedicinePolitical scienceEngineering

Abstract

fetched live from OpenAlex

This article presents results from an original study on the experience of health care and social work (SW) practitioners within interprofessional (IP) teams. This qualitative research project is based on an interpretive paradigm and seeks to understand various aspects of the interprofessional collaboration (IPC) experience. Participants in this study (n=35) work in different practice settings, both urban and rural regions of New Brunswick, Canada. Research team used semi-structured interviews with open-ended questions for data collection. The results discussed in this article highlight aspects (individual, inter-relational, organizational, and macrostructural) that foster or hinder IPC as well as benefits of collaborative work for service users, professionals, and agencies. To conclude, we propose ideas for future research, as well as ways to think about education for health and SW programs. More specifically, it is important to foster a culture of collaboration and to develop learning opportunities with regard to complex situations and interprofessional collaboration by offering students as well as practitioners common spaces for collaborative work.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.431
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0020.000
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 head0.037
GPT teacher head0.507
Teacher spread0.470 · 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