MétaCan
Menu
Back to cohort
Record W4386422183 · doi:10.1177/00208728231196366

The state of eco-social work training in Canada: Transformative praxis for climate constrained futures

2023· article· en· W4386422183 on OpenAlexafffundabout
Tracy Smith‐Carrier, Julie MacArthur

Bibliographic record

VenueInternational Social Work · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsRoyal Roads University
FundersCanada Research Chairs
KeywordsTransformative learningPraxisSociologyClimate justiceCourseworkPracticumSocial workIndigenousEnvironmental ethicsFutures contractExperiential learningPublic relationsPedagogyEngineering ethicsPolitical scienceClimate changeEngineeringEcologyLaw

Abstract

fetched live from OpenAlex

As climate disasters increase, social workers will increasingly be called upon to help communities with the related dislocations, eco-anxieties, and social transformations. This article explores the extent to which Canadian social work schools are preparing social workers to advance socio-ecological justice. It examines the coursework in these programmes as new standards come into effect in 2023. We consider radical, eco-social, feminist and Indigenous pedagogies, and focus on how experiential learning and transformative hope can address the manifold systemic challenges we now face. Rather than bolting eco-education onto existing programming, radical perspectives and transformative praxis must be embedded into social 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.

How this classification was reachedexpand

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)0.002
metaresearch head score (Gemma)0.001
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: none
Teacher disagreement score0.606
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0040.000
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 head0.039
GPT teacher head0.359
Teacher spread0.320 · 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 teacher head, not a consensus.

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

Citations8
Published2023
Admission routes3
Has abstractyes

Explore more

Same venueInternational Social WorkSame topicSocial Work Education and PracticeFrench-language works237,207