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Record W4415591806 · doi:10.1080/10401334.2025.2578464

Pressure to Perform: Canadian Student Perspectives of Pimping Through a Self-Determination Theory Lens

2025· article· en· W4415591806 on OpenAlexaffabout
Greg Malin, Ashley N. Palmer

Bibliographic record

VenueTeaching and Learning in Medicine · 2025
Typearticle
Languageen
FieldPsychology
TopicMotivation and Self-Concept in Sports
Canadian institutionsUniversity of Saskatchewan
Fundersnot available
KeywordsThematic analysisAutonomyPerspective (graphical)Self-determination theoryClass (philosophy)Qualitative researchIntrinsic motivation

Abstract

fetched live from OpenAlex

Traditional clinical teaching involves physician teachers asking questions to gauge students' knowledge-controversially referred to as "pimping." Previous studies have explored students' perceptions of pimping; however, research from a motivational science perspective is limited. This study used Self-Determination Theory (SDT) as a lens to explore medical students' perspectives of pimping. In this qualitative study, we purposively sampled and interviewed undergraduate medical students from the class cohorts of 2019-2022 from the University of Saskatchewan, Canada, who shared their experiences and perspectives of pimping and how it affected motivation and well-being. We used thematic analysis guided by SDT to code the data and develop themes. We conducted interviews until no new themes were identified. Thirteen medical students participated-nine from Year 1 (five female, four male), one from Year 2 (female), one from Year 3 (male), and two from Year 4 (both male). Learners expressed mixed perspectives about pimping, some noting increased motivation for studying and engagement, while others experienced the opposite. We identified themes related to thwarting of autonomy, competence, and relatedness; more controlled forms of motivational behaviors (feeling forced, guilt, embarrassment, desire to prove); and negative well-being consequences. Learners described autonomy-supportive approaches to questioning. This study supports SDT's continuum of motivation emphasizing quality of motivation beyond just presence or absence of motivation, which helps understand how pimping can motivate students but through less optimal controlled forms of motivation, accompanied by negative well-being. Effects of pimping may also differ between junior and senior learners. We present practical implications for questioning approaches that support learner autonomy and shift away from exerting control and pressure.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.366
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.016
GPT teacher head0.349
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; a candidate call from one teacher head, 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

Citations1
Published2025
Admission routes2
Has abstractyes

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