MétaCan
Menu
Back to cohort
Record W4308609574 · doi:10.18060/24952

Mapping an Integrative Critical Race and Anti-Colonial Theoretical Framework in Social Work Practice

2022· article· en· W4308609574 on OpenAlexaff
Siham Elkassem, Andrea Murray-Lichtman

Bibliographic record

VenueAdvances in Social Work · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Work Education and Practice
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsRacismSocial workSociologyPraxisCultural humilityWhite supremacyInstitutional racismPublic relationsCritical race theoryCultural competenceCriminologyGender studiesPolitical sciencePedagogyLaw

Abstract

fetched live from OpenAlex

The social inequities highlighted by the racial injustice protests of 2020 and the COVID-19 pandemic challenge the social work profession to respond to the past and present social consequences that disproportionately impact Black, Indigenous, and People of Color (BIPOC). We argue that social work's commitment to social justice has not taken up an explicit anti-racism mission to eradicate white supremacy, racism, and coloniality in the profession. We further argue that although social service agencies often include a commitment to cultural competence/humility, practices continue to be rooted in color-blind approaches to service and treatment. Social work's failure to address racism poses challenges for those from racialized backgrounds experiencing psychological distress due to racism and other inequities. Building upon the theoretical foundations of Critical Race Theory (CRT) and Anti-Colonialism, we provide a conceptual framework for practice and service delivery with BIPOC clients through social work praxis. This conceptual framework offers three overarching directives that include integrated critical race and anti-colonial theoretical concepts for social work practice and service delivery. We discuss the implications for application of this conceptual framework in practice and service delivery.

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)0.020
metaresearch head score (Gemma)0.012
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.121

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.002
Science and technology studies0.0160.094
Scholarly communication0.0120.011
Open science0.0020.011
Research integrity0.0030.006
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 head0.021
GPT teacher head0.425
Teacher spread0.404 · 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
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

Citations7
Published2022
Admission routes1
Has abstractyes

Explore more

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