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Record W4313477863 · doi:10.1080/08841233.2022.2147259

Integrating Practice Research into Social Work Field Education in Canada

2023· article· en· W4313477863 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.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Teaching in Social Work · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsUniversity of CalgaryMcGill UniversityMemorial University of Newfoundland
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsSocial workAccreditationField (mathematics)SociologyPedagogyWork (physics)Professional developmentArgument (complex analysis)Practice researchField researchEngineering ethicsMedical educationPublic relationsPolitical scienceMedicineSocial scienceEngineering

Abstract

fetched live from OpenAlex

Given the increasing value placed on research among social work practitioners, and that field education is primarily responsible for the integration of social work values, knowledge, and practice, it is essential that research skills be incorporated into BSW and MSW field practica. In 2020, a team of faculty co-investigators and students explored the integration of research activities into Canadian BSW and MSW field practica through the review of online field education materials of all accredited programs. We make the argument that not only is it essential for professional social workers to receive training in practice research, but also that there is much room for us to integrate such research into field education. We begin with a review of the literature regarding social work student attitudes toward research, widely known to be hesitant and even hostile, before discussing the limited international literature (English and French) on the experience of integrating research into field education. After describing our methods, we then present our findings in terms of BSW and MSW programs at Canada’s anglophone and francophone universities. We conclude with a discussion of the implications in terms of ways to increase the role of research in field practica.

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)0.019
metaresearch head score (Gemma)0.029
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.591
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0190.029
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.007
Science and technology studies0.0040.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.003
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 head0.075
GPT teacher head0.488
Teacher spread0.413 · 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