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Record W2788220016

Critical Thinking in Social Work Education: A Delphi Study of Faculty Understanding

2018· article· en· W2788220016 on OpenAlexfundno aff
Patricia Samson

Bibliographic record

VenueScholarship at UWindsor (University of Windsor) · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Critical Thinking Development
Canadian institutionsnot available
FundersUniversity of Windsor
KeywordsWork (physics)SociologyDelphi methodEngineering ethicsPedagogySocial scienceEpistemologyEngineeringComputer sciencePhilosophy
DOInot available

Abstract

fetched live from OpenAlex

Critical thinking is a topic that is important to both teaching and learning in higher education, yet the effectiveness of universities in producing graduates who have the capacity to think critically has been debated. For the profession of social work, dedicated to an agenda of social justice for marginalized populations, the ability to engage in critical thinking and reflective practice is paramount. In this light, a reconceptualization of what critical thinking is in social work education and how it can be fostered within the changing landscape of teaching and learning in the 21st century is essential. In a qualitative Delphi study conducted with 28 social work faculty members internationally, six themes emerged from a thematic analysis of the data. A qualitative research design was utilized to gain a rich understanding of what critical thinking is in social work education, specifically addressing the following: how do expert social work faculty understand critical thinking, how is critical thinking operationalized in the classroom, and how do social work educators know when students are thinking critically. After three iterations, consensus was achieved on several points, including the view that critical thinking is a multidimensional process. The emerging themes of critical thinking as a multidimensional process, epistemological influences and understanding, pedagogy, critical perspective and anti-oppressive lens, lack of a shared understanding, and assessment identified from this study are described as being interrelated and reciprocal. There is richness in the diversity of thought and pedagogy that informs social work education, which participants suggest is an asset in promoting the understanding and development of critical thinking in students. Findings from this study will aid in informing both curriculum development and a pedagogy to support the development of these skills for the next generation of social workers.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.050
metaresearch head score (Gemma)0.076
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.266

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0500.076
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.004
Science and technology studies0.0200.015
Scholarly communication0.0100.007
Open science0.0030.015
Research integrity0.0050.007
Insufficient payload (model declined to judge)0.0030.001

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 head0.124
GPT teacher head0.372
Teacher spread0.248 · 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 source (direct Gemma or distilled Codex), 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

Citations5
Published2018
Admission routes1
Has abstractyes

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