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Record W4416228361 · doi:10.5334/pme.1873

The Struggle to Belong for Underrepresented Medical Students: A Narrative Review

2025· article· en· W4416228361 on OpenAlexaff
Victoria Luong, Paula Cameron, Megan E. L. Brown, Sarah Burm, JR Fletcher, Olga Kits, Anna MacLeod, Robin Parker, Rola Ajjawi

Bibliographic record

VenuePerspectives on Medical Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsUniversity of British ColumbiaKellogg's (Canada)Nova Scotia Health AuthorityDalhousie University
Fundersnot available
KeywordsOppressionNarrative reviewNarrativeIdentity (music)Personal narrativeNarrative inquiry

Abstract

fetched live from OpenAlex

Introduction: The concept of belonging (i.e., the feeling of connectedness with the people and environment around you) may, at first glance, seem straightforward and aspirational. However, there is a dark side to belonging when it becomes a driver to conform to unspoken and socially enforced group expectations. Applying critical sociological theory of the personal and political of belonging to undergraduate medical education, we asked: what are the experiences of belonging for underrepresented medical students? Methods: We conducted a narrative review of 16 qualitative research articles. We included papers published up to October 2024 that studied underrepresented medical students, defined as students who have been historically marginalized in medicine. Analysis involved interpreting students' experiences of personal and political belonging and the consequences of the interplay between these two dimensions. Results: Underrepresented medical students perceived a marked division between themselves and their peers-who they described as 'a different breed.' They saw medicine as an 'exclusive club' where their differences were highly visible and felt excluded from activities that were considered foundational for peer bonding. A lack of understanding from, and commonalities with, other students, as well as experiences with prejudice and social exclusion within the curriculum and from educators, negatively impacted students' ability to feel at home in medical school. Discussion: Our review highlights underrepresented medical students' struggle to belong in medical school. This struggle is not simply a matter of personal connection; it is rooted in systemic oppression and can have profoundly harmful impacts, ultimately influencing professional identity formation, choice of specialty, and well-being.

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)0.004
metaresearch head score (Gemma)0.036
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.711
Threshold uncertainty score0.972

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.036
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.018
GPT teacher head0.450
Teacher spread0.432 · 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 designNot applicable
Domainnot available
GenreCommentary

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

Citations2
Published2025
Admission routes1
Has abstractyes

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