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Record W4408554953 · doi:10.1111/ijsw.70009

“Walking the talk”: Putting environmental social work theory into practice

2025· article· en· W4408554953 on OpenAlexaffabout
Meg Labron, Susan Burke

Bibliographic record

VenueInternational Journal of Social Welfare · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsSocial workWork (physics)SociologyPsychologyPublic relationsApplied psychologyPolitical scienceEngineeringEconomicsEconomic growth

Abstract

fetched live from OpenAlex

Abstract This study explored how environmental social work is done in practice, looking at those who are already doing this work. Six social workers who integrate land and place in their practice in the Northwest Territories (NWT), Canada, participated in a reflective outdoor activity followed by an in‐depth interview. Five themes emerged from the data, including Lessons from the Land, Lessons in Ways of Being for Social Workers, Lessons from Being in Relationship, Lessons for our Workplaces and Profession, and Lessons in Practice. This article offers practical examples for social workers and other service providers seeking to connect their practice to the land; it also contributes practice wisdom to emerging discussions regarding both what can be done in environmental social work practice and how.

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: Empirical
Teacher disagreement score0.454
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0030.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.016
GPT teacher head0.405
Teacher spread0.389 · 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

Citations0
Published2025
Admission routes2
Has abstractyes

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