MétaCan
Menu
Back to cohort
Record W4414453525 · doi:10.1093/bjsw/bcaf177

Bringing indigenous educational leadership perspectives into social work leadership education

2025· article· en· W4414453525 on OpenAlexaff
Candace Brunette, Rosemary Vito

Bibliographic record

VenueThe British Journal of Social Work · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsThe King's UniversityWestern UniversityLaurentian University
FundersOffice of the University Provost, Arizona State University
KeywordsIndigenousEducational leadershipLeadership studiesSocial workIndigenous educationValue (mathematics)Shared leadershipWork (physics)

Abstract

fetched live from OpenAlex

Abstract This article explores how educators benefit from partnerships with Indigenous peoples and collaborations across disciplines and positionalities in responding to policy calls to transform social work teaching environments to better reflect Indigenous voices. Drawing on an “Indigenous ethical space of engagement” (Ermine 2007: 194), the authors share their experiences collaborating on an Indigenous teaching project entitled “Matoogiying Gaminigowiziying (Sharing our Gifts): Indigenous Learning Bundles” at Western University. They worked together to introduce Indigenous educational leadership content into a graduate-level Administration and Supervision social work leadership course at King’s University College during the 2023 and 2024 academic years. Drawing on a conversational approach, the authors will begin by locating themselves, then reflect on social work leadership education, the gaps in Indigenous social work leadership research, and outline the value in drawing on Indigenous educational leadership research to fill gaps in teaching social work leadership. They will describe the creation and content of the Indigenous Learning Bundles, the social work education policy context, and how the leadership bundle was integrated into the graduate social work leadership course. To conclude, they will share personal insights they have garnered by reflecting together through a conversational approach centered on their collaborative teaching experience.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Scholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.822
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.004
Science and technology studies0.0180.001
Scholarly communication0.0010.001
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 head0.060
GPT teacher head0.360
Teacher spread0.299 · 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 routes1
Has abstractyes

Explore more

Same venueThe British Journal of Social WorkSame topicSocial Work Education and PracticeFrench-language works237,207