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Record W2765513835 · doi:10.1108/ijmhsc-01-2016-0003

Breaking the silence of racism injuries: a community-driven study

2017· article· en· W2765513835 on OpenAlexaffabout
Bonnie Lee, Peter Kellett, Kamal Seghal, Corina van den Berg

Bibliographic record

VenueInternational Journal of Migration Health and Social Care · 2017
Typearticle
Languageen
FieldPsychology
TopicMigration, Health and Trauma
Canadian institutionsUniversity of Lethbridge
Fundersnot available
KeywordsRacismSilenceFocus groupSociologyCultural competenceHealth carePopulationPsychologySocial psychologyCriminologyMedicineGender studiesPolitical sciencePedagogy

Abstract

fetched live from OpenAlex

Purpose Injuries resulting from racism are largely hidden by silence. Community services to provide healing from racism are missing in at least one Canadian city. The purpose of this paper is to identify the injuries suffered by immigrants who experienced racism and discuss the development of culturally appropriate programs and tools to address injuries from racism. Design/methodology/approach Participants representing visible minorities service providers from non-profit, public-funded organizations in a major Canadian city took part in two focus groups. Data from focus groups were thematically analyzed. Findings Racism produces traumatic and persistent psychological, social and intergenerational injuries. An ostensible gap exists in services, professional education and skills to address the psycho-social effects of this complex problem. The complicity of silence in both dominant and subordinated groups contributes to its perpetuation. A dearth of screening and assessment instruments is a barrier in identifying individuals whose mental health and addiction problems may have underlying racism-related etiology. Creation of community healing circles is recommended as a preferred method over individual “treatment” to expose and deconstruct racism, strengthen ethnic identity and intergenerational healing. Research limitations/implications These qualitative findings were generated based on the perspectives of a small purposive sample (n=8) of immigrant service providers and immigrants from one Canadian city. Many of these findings are consistent with the existing literature on internalized racism and racism injuries. Generalizability to the wider population of the province and of Canada requires further research. Practical implications Practitioners in health and social care as well as educators need to understand the injuries and internalized effects of racism to provide appropriate services and leadership. Development of anti-racism professional knowledge and skills, healing circles, and assessment instruments will contribute to deconstructing racism and mitigating its injuries. Originality/value Community-driven studies exploring racism and the lack of services to address the issue are scarce. This study pulls together the experience of service providers and their insights on ways to break the detrimental silence surrounding 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 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)0.006
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.320
Threshold uncertainty score0.635

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.011
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0170.005
Scholarly communication0.0040.002
Open science0.0020.005
Research integrity0.0020.003
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 head0.058
GPT teacher head0.441
Teacher spread0.384 · 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 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

Citations5
Published2017
Admission routes2
Has abstractyes

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