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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

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.

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)0.010
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.739
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.007
Science and technology studies0.0080.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0030.000

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