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Record W4200244577 · doi:10.1016/j.pec.2021.12.014

Involving patients in undergraduate health professions education: What’s in it for them?

2021· article· en· W4200244577 on OpenAlexaff
Sjim Romme, Hester Wilhelmina Henrica Smeets, Matthijs H. Bosveld, Hélène van den Besselaar, Cathy Kline, Marloes Amantia van Bokhoven

Bibliographic record

VenuePatient Education and Counseling · 2021
Typearticle
Languageen
FieldHealth Professions
TopicMental Health and Patient Involvement
Canadian institutionsLearning PartnershipUniversity of British Columbia
Fundersnot available
KeywordsHealth careHealth professionsHealth professionalsExploratory researchMedical educationNursingPsychologyMedicineSociology

Abstract

fetched live from OpenAlex

OBJECTIVES: Patients have become more involved in research, policy, and health professions education. They are involved in teaching students competencies required for person-centred care, but patient benefits have not received proper attention. This exploratory study identifies how patient involvement in health professions education help patients to practice self-management and shared decision-making. METHODS: Individual interviews were conducted with patients (hereafter 'experts by experience') (N = 11) who participated in the Patient As a Person Module, organised for students of health professions in The Netherlands. Additionally, one of their healthcare professionals (N = 10) and family members (N = 9) were interviewed. Directed content analysis was used. RESULTS: Participants reported that sharing lived experiences helped experts by experience to reflect on their preferences regarding health and healthcare, accept their changed selves, and obtain a renewed sense of purpose. They reported gaining insight into the perspectives of healthcare professionals, which yielded more equal healthcare professional-patient relationships. CONCLUSIONS: Sharing their lived experiences with health and health care with students could help patients in practising effective self-management and participate in shared decision-making. PRACTICE IMPLICATIONS: Approaching patient involvement in health professions education from both the perspectives of students and experts by experience, as opposed to students alone, optimises its societal impact.

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)0.035
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: none
Teacher disagreement score0.014
Threshold uncertainty score0.074

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.035
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0070.007
Scholarly communication0.0080.010
Open science0.0010.008
Research integrity0.0060.008
Insufficient payload (model declined to judge)0.0080.001

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 head0.140
GPT teacher head0.432
Teacher spread0.291 · 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

Citations9
Published2021
Admission routes1
Has abstractyes

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