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“Without Losing What We Know”: Dissenting social work in the context of epochal crises

2022· article· en· W4385508123 on OpenAlexafffundabout
Donna Baines

Bibliographic record

VenueAotearoa New Zealand Social Work · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsUniversity of British Columbia
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsDissentDissenting opinionSociologyHegemonyArgument (complex analysis)Neoliberalism (international relations)PoliticsSocial workGender studiesSocial sciencePolitical scienceLaw

Abstract

fetched live from OpenAlex

INTRODUCTION: This article builds on Fraser’s (2021, 2019) argument that the overlapping crises of social reproduction, climate, economy, and public health have resulted in a splintering of the hegemony of dominant groups. This generates a “wilding of the public sphere” in which groups urgently seek counter-hegemonic storylines and alternative solutions to interwoven crises (Fraser, 2021, n.p.). This article further theorises consent and dissent in social work practice and workplaces. METHODS: Data were collected using qualitative interviews and a convenience sample of ten executive directors and managers of social services in a large city in Canada. Data were analysed using a constant comparison method involving multiple readings of the field notes and transcripts, until patterns and themes could be discerned. FINDINGS: The article analyses three themes, namely, dissent as: 1) working on the edges of the state; 2) working on decolonisation including what it means to be a settler; and 3) critical reflection. The themes are then discussed together under a final interwoven theme that is argued to reflect new hegemonies, in particular political world-making, building new emancipatory knowledges, theory, practice and hegemonies. CONCLUSION: Social-justice-engaged practices can emerge within systems hostile to social solidarity, suggesting that dissent is resilient to neoliberalism though it may sometimes operate quietly and at the level of individual practice. This resistance and the nascent, shared, dissenting narratives can contribute to the de-legitimatisation of oppressive social structures as social workers search for, and build, more emancipatory approaches.

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)0.039
metaresearch head score (Gemma)0.041
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.052
Threshold uncertainty score0.204

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0390.041
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.004
Science and technology studies0.0520.142
Scholarly communication0.0180.016
Open science0.0050.023
Research integrity0.0090.012
Insufficient payload (model declined to judge)0.0030.000

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 head0.047
GPT teacher head0.356
Teacher spread0.308 · 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 designTheoretical or conceptual
Domainnot available
GenreCommentary

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

Citations3
Published2022
Admission routes3
Has abstractyes

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