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Record W4382293084 · doi:10.1016/j.ajpe.2023.100108

The Influence of Intersectionality on Professional Identity Formation among Underrepresented Pharmacy Students

2023· article· en· W4382293084 on OpenAlexaff
Nicole Rockich‐Winston, Aaliyah Robinson, Sally A. Arif, Naomi Steenhof, Jamie Kellar

Bibliographic record

VenueAmerican Journal of Pharmaceutical Education · 2023
Typearticle
Languageen
FieldNursing
TopicNursing education and management
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsIntersectionalityIdentity (music)Ethnic groupPharmacyQualitative researchIdentity formationSociologyDiversity (politics)Gender studiesPsychologySocial psychologyMedicineSelf-conceptNursingSocial science

Abstract

fetched live from OpenAlex

OBJECTIVE: The objective of this study is to explore professional identity formation (PIF) among student pharmacists from underrepresented groups (URGs). METHODS: In this qualitative study, 15 student pharmacists from the University of Georgia and Midwestern University Colleges of Pharmacy were recruited for interviews to explore the influence of intersectionality of race, ethnicity, and gender on PIF. Interview data were analyzed using constructivist grounded theory to identify themes and then further analyzed using Crenshaw's theory of intersectionality, namely structural, political, and representational intersectionality. RESULTS: Intersectionality of identities created situations where participants expressed advantages belonging to certain social categories, while simultaneously being disadvantaged belonging to other social categories. This awareness led to strategies to overcome these collective obstacles for themselves and their communities. Participants then described ways to shift perceptions of how society depicts pharmacists and the pharmacy profession. The results depict these processes and how intersectionality influences PIF for URG student pharmacists. CONCLUSION: The sociocultural aspects of race, ethnicity, and gender influence the PIF of student pharmacists who belong to URGs. Intersectionality helps us better understand the ways in which inequality compounds itself, and this results in URG student pharmacists creating opportunities for belongingness and representation. Resultantly, URGs create opportunities for inclusivity and representation. To continue to facilitate this it is essential for educators and university systems to promote ways to foster and incorporate PIF in student pharmacists.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.785
Threshold uncertainty score0.299

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
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 head0.043
GPT teacher head0.481
Teacher spread0.438 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations9
Published2023
Admission routes1
Has abstractyes

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