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Record W4226184512 · doi:10.1017/s1754470x22000162

Being an anti-racist clinician

2022· article· en· W4226184512 on OpenAlexafffund
Monnica T. Williams, Sonya C. Faber, Caroline Duniya

Bibliographic record

VenueThe Cognitive Behaviour Therapist · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicRacial and Ethnic Identity Research
Canadian institutionsUniversity of Ottawa
FundersCanadian Institutes of Health ResearchCanada Research Chairs
KeywordsRacismHarmRacializationPsychologyEconomic JusticeSocial psychologyWhite (mutation)Psychometrics of racismCriminologyPsychotherapistSociologyGender studiesRace (biology)Political scienceLaw

Abstract

fetched live from OpenAlex

Abstract Racism is a pervasive problem in Western society, leading to mental and physical unwellness in people from racialized groups. Psychology began as a racist discipline and still is. As such, most clinical training and curricula do not operate from an anti-racist framework. Although most therapists have seen clients with stress and trauma due to racialization, very few were taught how to assess or treat it. Furthermore, clinicians and researchers can cause harm when they rely on White-dominant cultural norms that do not serve people of colour well. This paper discusses how clinicians can recognize and embrace an anti-racism approach in practice, research, and life in general. Included is a discussion of recent research on racial microaggressions, the difference between being a racial justice ally and racial justice saviour, and new research on what racial allyship entails. Ultimately, the anti-racist clinician will achieve a level of competency that promotes safety and prevents harm coming to those they desire to help, and they will be an active force in bringing change to those systems that propagate emotional harm in the form of racism. Key learning aims (1) Knowledge of how racism manifests in therapy, psychology and society. (2) Understanding the difference between racial justice allyship versus saviourship. (3) Increased awareness of microaggressions in therapy. (4) Appreciation of the importance of combatting systemic racism.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.267
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0060.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.087
GPT teacher head0.426
Teacher spread0.339 · 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 designObservational
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

Citations44
Published2022
Admission routes2
Has abstractyes

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