MétaCan
Menu
Back to cohort
Record W3090197838 · doi:10.1080/0142159x.2020.1813876

Basic psychological needs, more than mindfulness and resilience, relate to medical student stress: A case for shifting the focus of wellness curricula

2020· article· en· W3090197838 on OpenAlexaff
Adam Neufeld, Annik Mossière, Greg Malin

Bibliographic record

VenueMedical Teacher · 2020
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare professionals’ stress and burnout
Canadian institutionsSaskatchewan Health AuthorityUniversity of SaskatchewanUniversity of Calgary
Fundersnot available
KeywordsMindfulnessPsychologyAutonomyCompetence (human resources)Psychological resilienceClinical psychologyCurriculumMedical educationSocial psychologyMedicinePedagogy

Abstract

fetched live from OpenAlex

Purpose Medical student distress is an increasing concern in medical education. Addressing this issue requires a comprehensive understanding of what factors influence learners’ stress in medical school. Grounded in Self-Determination Theory (SDT), this study explores the relative association between medical students’ mindfulness, resilience, basic psychological needs, and perceived stress. Materials and methods: Of all year 1–4 medical students at our institution, 197 (49%) completed an online survey, measuring satisfaction and frustration of their basic psychological needs (autonomy, competence, relatedness), mindfulness, resilience, and perceived stress. Variables were assessed in relation to perceived stress, controlling for students’ gender and year.Results Higher mindfulness, resilience, and need satisfaction were associated with lower perceived stress. Conversely, need frustration was associated with higher perceived stress. When students' need frustration was included in the model, the association between mindfulness, resilience, and perceived stress weakened. Third years reported more autonomy frustration than all other years. Compared to males, females in second and fourth year reported higher stress, lower mindfulness and resilience, and less competence fulfilment.Conclusions Findings of this study suggest that, while mindfulness and resilience are important qualities for medical student well-being, their stress-protective benefits may diminish when students’ basic psychological needs are frustrated in medical school. Addressing potentially need-thwarting aspects of the learning environment is therefore recommended, to help reduce student stress and promote their well-being. Preliminary suggestions on how this might be achieved are discussed, from an SDT perspective.

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)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.644
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0010.002
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 head0.063
GPT teacher head0.461
Teacher spread0.398 · 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 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

Citations86
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueMedical TeacherSame topicHealthcare professionals’ stress and burnoutFrench-language works237,207