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Record W2137518243 · doi:10.1093/bjsw/bcs011

Encouraging Professional Growth among Social Work Students through Literature Assignments: Narrative Literature's Capacity to Inspire Professional Growth and Empathy

2012· article· en· W2137518243 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueThe British Journal of Social Work · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsnot available
FundersUniversity of New England
KeywordsBachelorSocial workProfessional developmentNarrativeEmpathySocial mediaSociologyCreativityLibrary scienceCreative writingWork (physics)Media studiesPsychologyPedagogyPolitical scienceVisual artsSocial psychologyEngineeringArtLaw

Abstract

fetched live from OpenAlex

Journal Article Encouraging Professional Growth among Social Work Students through Literature Assignments: Narrative Literature's Capacity to Inspire Professional Growth and Empathy Get access Linda M. Turner Linda M. Turner * Associate Professor Turner teaches social work in Australia's University of New England. She formerly taught Bachelor of Social Work students at St Thomas University in Fredericton, New Brunswick, Canada. Prior research and publication have focused on creativity and social work. *Correspondence to Dr Linda M. Turner, Ph.D., MSW, M.Ed., BSW, Associate Professor, School of Health, University of New England, Armidale, New South Wales, 2351, Australia. E-mail: Linda.Turner@une.edu.au Search for other works by this author on: Oxford Academic Google Scholar The British Journal of Social Work, Volume 43, Issue 5, July 2013, Pages 853–871, https://doi.org/10.1093/bjsw/bcs011 Published: 13 March 2012 Article history Accepted: 01 December 2011 Published: 13 March 2012

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 categoriesMeta-epidemiology (narrow), Science and technology studies, Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.685
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
Bibliometrics0.0000.004
Science and technology studies0.0170.001
Scholarly communication0.0020.002
Open science0.0010.000
Research integrity0.0000.002
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 head0.023
GPT teacher head0.346
Teacher spread0.323 · 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