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Record W3152585160 · doi:10.22374/cjgim.v16i1.415

Entrustable Professional Activities: An Analysis of Faculty Time, Trainee Perspectives, and Actionability

2021· article· en· W3152585160 on OpenAlex
Victoria David, Michael Walsh, Jocelyn Lockyer, Marcy Mintz

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCanadian Journal of General Internal Medicine · 2021
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsUniversity of CalgaryMcMaster University
Fundersnot available
KeywordsCompetence (human resources)MedicineMedical educationValue (mathematics)WorkflowQualitative analysisFamily medicineQualitative researchPsychologySocial psychologyComputer science

Abstract

fetched live from OpenAlex

The Royal College of Physicians and Surgeons of Canada introduced Competence by Design (CBD) as an educational model along with Entrustable Professional Activities (EPAs) as markers of achievement that could be directly observed on a frequent basis. In 2017, the University of Calgary Internal Medicine (IM) program piloted CBD. The purpose of this study was to (1) assess whether written feedback from EPAs were actionable, valuable, and disruptive to workflow and (2) assess the time required to complete an EPA. Methods Seven Foundations of Discipline EPAs were used with 31 PGY-1 Calgary IM residents. The study used quantitative and qualitative data. Following a discussion on an EPA and completion of both the quantitative and written feedback, residents were asked to comment on the value of the encounter and the degree of disruption to workflow. Assessors provided time to complete an EPA. Data were anonymized. Trainee comments were coded for value and disruption, and assessor's written feedback was coded for actionability. Results One hundred and five EPA encounters were submitted. The majority of the comments provided to trainees were not actionable (94.3%, n = 99/105). While most residents did not comment on value (73.3%, n = 77/105) or disruption (44.8%, n = 47/105) of the encounter, those that did generally found the encounters valuable (25.7%, n = 27/105) and nondisruptive (35.2%, n = 37/105). A minority found the process nonvaluable (1%, n = 1/105) and disruptive (20%, n = 21/105). The mean time to complete an EPA form and provide feedback was 8.6 min. Conclusion Most written feedback was not actionable, suggesting a potential role for faculty development to guide assessors and help them coach trainees on EPAs.

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.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.384
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.019
GPT teacher head0.348
Teacher spread0.329 · 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