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Record W4288038996 · doi:10.29390/cjrt-2021-073

Addressing racism in respiratory therapy educational programs: An integrative literature review

2022· review· en· W4288038996 on OpenAlexaffvenue
Jimmy Joy

Bibliographic record

VenueCanadian Journal of Respiratory Therapy · 2022
Typereview
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsSAIT Polytechnic
Fundersnot available
KeywordsRacismRedressHealth careDiversity (politics)Psychometrics of racismWorkforceInstitutional racismCoping (psychology)SociologyMedicinePsychologyPublic relationsPolitical sciencePsychotherapistGender studies

Abstract

fetched live from OpenAlex

Introduction/background: The impacts of racism on the experiences of under-represented minorities in health education programs such as respiratory therapy can impede the ability of these students to succeed in these programs and in the healthcare workplace. This can exacerbate the discrepancy between the racial diversity of the healthcare workforce and that of the population that they intend to serve. Methods: An integrative literature review was conducted to examine and integrate the published literature that describes how racism is expressed and addressed in health education programs and in healthcare workplaces. Results: Thirty-one studies were reviewed that included a variety of allied health professions. Racial discrimination in these programs is characterized as racial stereotyping, micro-aggressions, significant cognitive and emotional burdens, socio-economic challenges, and organizational impediments. Individual coping strategies such as confronting racism directly or minimizing its existence and seeking and offering social and cultural supports are reported. At an institutional level, policies to address racism, foster an inclusive culture, and develop programs that enable and support diversity and career progression have been described. Discussion: A conceptual model that frames the factors that enable racism (both extrinsic/societal and intrinsic/individual) against strategies that mitigate the effects of racism (both institutional and individual) is proposed and applied to respiratory therapy programming. Conclusion: Respiratory therapy programs must acknowledge, prioritize, and address racism consistently and systemically. Targeted research is required to explore the specific experiences of this profession, and to validate the effectiveness of the strategies described to redress the inequities unmasked by 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)0.005
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.982
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.003
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0010.003
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 head0.275
GPT teacher head0.473
Teacher spread0.198 · 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 designOther design
Domainnot available
GenreReview

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

Citations1
Published2022
Admission routes2
Has abstractyes

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