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Record W4378782744 · doi:10.1111/nin.12568

“Who has been here that looks like me?”: A narrative inquiry into Black, Indigenous, and People of Color graduate nursing students' experiences of white academic spaces

2023· article· en· W4378782744 on OpenAlexafffundabout
Neda Hamzavi, Helen Brown

Bibliographic record

VenueNursing Inquiry · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Research Studies
Canadian institutionsUniversity of British Columbia
FundersSchool of Nursing, University of British ColumbiaUniversity of British Columbia
KeywordsWhite (mutation)IndigenousNarrativeGraduate studentsSociologyNarrative inquiryPeople of colorMedical educationPsychologyNursingPedagogyGender studiesMedicineRace (biology)ArtEcology

Abstract

fetched live from OpenAlex

Canadian Schools of Nursing rest upon white, colonial legacies that have shaped and defined what is valued as nursing knowledge and pedagogy. The diversity that exists in clinical nursing and is emerging within the graduate student population is not currently reflected within nursing faculty and academic leadership. Black, Indigenous, and People of Color (BIPOC) nurse leaders, historically and presently, are repeatedly left unacknowledged as knowers and keepers of nursing knowledge. This lack of diversity persists across nursing knowledge generation, research, and healthcare practices that ultimately aim to serve the increasingly diverse Canadian population. This narrative inquiry study examined the experiences of eight BIPOC graduate nursing students as they navigated white academic nursing spaces. The findings are presented to reflect their experiences of entrenched in whiteness, erasure of identity, and navigating belonging. These study findings highlight the importance of surfacing academic nursing history shaped by colonialism and racism, the need to diversify nursing faculty and the graduate nursing student population, and implementing nursing curricular and syllabi audits to ensure that they reflect the multitude of ways of knowing to expand dominant Eurocentric and Western knowledge in nursing education.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.009
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.116
GPT teacher head0.449
Teacher spread0.333 · 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; both teacher heads agree on what is shown here.

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

Citations26
Published2023
Admission routes3
Has abstractyes

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