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Record W3193240119 · doi:10.1097/acm.0000000000004262

(Re)producing “Whiteness” in Health Care: A Spatial Analysis of the Critical Literature on the Integration of Internationally Educated Health Care Professionals in the Canadian Workforce

2021· review· en· W3193240119 on OpenAlexaffabout
Tim Mickleborough, Maria Athina Martimianakis

Bibliographic record

VenueAcademic Medicine · 2021
Typereview
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsThe Wilson CentreUniversity Health Network
Fundersnot available
KeywordsSociologyRacializationWorkforceRacismHealth careProfessional boundariesGlobalizationPublic relationsPolitical scienceGender studies

Abstract

fetched live from OpenAlex

PURPOSE: There is a gap in the literature to understand how professionalizing systems intersect with socioeconomic and political realities such as globalization to (re)produce social inequities between those trained locally and those trained abroad. In this critical review, the question of how systemic racism is reproduced in health care is addressed. METHOD: Electronic databases and nontraditional avenues for searching literature such as reference chaining and discussions with experts were employed to build an archive of texts related to integration of internationally educated health care professionals (IEHPs) into the workforce. Data related to workplace racialization were sought out, particularly those that used antiracist and postcolonial approaches. Rather than an exhaustive summary of the data, a critical review contributes to theory building and a spatial analysis was overlayed on the critical literature of IEHP integration to conceptualize the material effects of the convergence of globalization and professional systems. RESULTS: The critical review suggests that professions maintain their value and social status through discourses of "Canadianness" that maintain the homogeneity of professional spaces through social closure mechanisms of credential nonrecognition and resocialization. Power relations are maintained through mechanisms of workplace racialization/spatialization and surveillance which operate through discourses of "foreign-trainedness." CONCLUSIONS: Movement of professionals supports a professional system that on the surface values diversity while maintaining its social status and power through the (re)production of the discourse of "Whiteness." The analysis shows how in the process domestic graduates are emplaced as the "rightful" citizens of professional paces while IEHPs are marginalized in the workforce.

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)0.007
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.527
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0010.007
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.007
Insufficient payload (model declined to judge)0.0000.000

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 head0.123
GPT teacher head0.543
Teacher spread0.420 · 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 designQualitative
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

Citations15
Published2021
Admission routes2
Has abstractyes

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