MétaCan
Menu
Back to cohort
Record W6963734014 · doi:10.25316/ir-17512

In history's shadow: Child welfare discourses regarding Indigenous communities in the Canadian Social Work journal

2022· article· en· W6963734014 on OpenAlexaboutno aff

Bibliographic record

VenueVIUspace · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsnot available
Fundersnot available
KeywordsSocial workIndigenousComplicityWelfareSilenceColonialismAccountabilityChild protectionDominance (genetics)

Abstract

fetched live from OpenAlex

This article reviews all items in the Canadian Social Work journal over its almost 90-year history that relate to child welfare practice in an Indigenous context. We review the journal contents as a way of understanding the profession’s voice, noting that a journal’s discursive practice reflects disciplinary discourse and that this journal positioned itself as a platform for social work debates. Our analysis contributes also to the truth-telling and accountability of social workers. While around 10% of the 1500 journal articles focused on child welfare practice, only 9 of these 152 articles addressed child welfare practice with Indigenous children and families. Our discourse analysis highlights that there was contemporaneous silence regarding social work complicity in the residential schools movement, the Sixties Scoop, and the current Millennium Scoop. In the 1980s, sustained critique around the role of social work in perpetuating colonization began to emerge. The journal, though, left child protection discourse unexamined and thus overlooked its role in maintaining dominant Canadian child welfare practice. We suggest that White supremacy and settler colonial discourses support the dominance of the child protection discourse, and that part of decolonizing child welfare practice relates to revealing and resisting these discourses and generating alternative decolonized discourses.

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)0.010
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesBibliometrics, Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.991
Threshold uncertainty score0.912

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.023
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0090.010
Science and technology studies0.0660.062
Scholarly communication0.0230.008
Open science0.0020.008
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0040.000

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 head0.037
GPT teacher head0.317
Teacher spread0.280 · 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.

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
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueVIUspaceSame topicSocial Work Education and PracticeFrench-language works237,207