MétaCan
Menu
Back to cohort
Record W7048492783

Med Student, Heal Thyself: Discourses of Wellness in Undergraduate Medical Education

2025· dissertation· en· W7048492783 on OpenAlexaboutno aff

Bibliographic record

VenueQSpace (Queen's University Library) · 2025
Typedissertation
Languageen
FieldPhysics and Astronomy
TopicLightning and Electromagnetic Phenomena
Canadian institutionsnot available
Fundersnot available
KeywordsConstruct (python library)Articulation (sociology)HabitusUnderpinningIdentity (music)
DOInot available

Abstract

fetched live from OpenAlex

This dissertation examines discourses of wellness in Ontario medical education. Despite an abundance of wellness resources and programming, medical students consistently report poorer mental, physical, and financial well-being than their peers. Using Foucauldian discourse analysis, I explore how historical foundations, institutional policies, research discourses, and professional guidelines construct wellness in ways that individualize responsibility and obscure structural contributors to student wellbeing and ill health. I analyze five key areas: 1) the sociohistorical contingencies underpinning wellness in undergraduate medical education, with a focus on the structural legacy of the 1910 Flexner Report within today’s corporate university; 2) the articulation of ideals and expectations of wellness through institutional texts such as mission statements, vision documents, and strategic plans; 3) the role of medical education research in perpetuating problematic discourses that place the burden of wellness on individual students, despite overwhelming evidence of systemic and cultural causes; 4) the intersection of wellness and medical professionalism, which came to be articulated through Canadian physician strikes and the CanMEDS roles; and, 5) the surveillance mechanisms tied to wellness discourses. I argue that discourses of wellness have become a central value in contemporary medical schools, shaped by broader socio-historical forces such as the widespread cultural preoccupation with wellness, the development of the corporate university, and the entrenched culture of medical education, with its emphasis on self-sacrifice, discipline, and hierarchy. These discourses produce the medical student as a responsibilized biopolitical subject, compelled to self-surveil and embody idealized notions of wellness for both patients and peers. I show that the concept of professionalism plays an especially important role as a tool of social regulation, reproducing ableism, sanism, and fatphobia within medical education. Ultimately, discourses of wellness both conceal and perpetuate structural and cultural barriers to health, resulting in students being blamed for their struggles and denied the collective conditions necessary for genuine wellness.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.014
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.146
Threshold uncertainty score0.291

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.023
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.003
Science and technology studies0.0240.053
Scholarly communication0.0100.008
Open science0.0010.011
Research integrity0.0040.006
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 head0.003
GPT teacher head0.221
Teacher spread0.218 · 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 source (direct Gemma or distilled Codex), not a consensus.

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueQSpace (Queen's University Library)Same topicLightning and Electromagnetic PhenomenaFrench-language works237,207