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Record W4307713338 · doi:10.1177/22925503221134816

Dear Program Directors: There Are Numerous Entrustable Professional Activities on a Burns Rotation!

2022· article· en· W4307713338 on OpenAlexaffabout
Alan D. Rogers, Robert Cartotto

Bibliographic record

VenuePlastic Surgery · 2022
Typearticle
Languageen
FieldMedicine
TopicSimulation-Based Education in Healthcare
Canadian institutionsHealth Sciences CentreUniversity of TorontoSunnybrook Health Science Centre
Fundersnot available
KeywordsRotation (mathematics)PsychologyMedicineComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

Background: Burn care has long been an integral part of the scope of plastic surgery, but the time allocated to exposure for plastic surgery residents is under threat due to the range of sub-specialities competing for their time. As part of the Competence by Design approach to plastic surgical training, residents are provided with a list of 52 “Entrustable professional activities’ (EPA's) to ensure that core skills and knowledge are acquired. Methods: This survey, distributed via email using a link to Survey Monkey TM , sought to determine which EPA's were available for completion by plastic surgeons in training during the burn rotation at a major academic burn centre in Canada. Via investigator consensus, 26 of the 52 EPA's were included for assessment; the remaining 26 were not regarded as relevant to the burn centre rotation and therefore better acquired elsewhere. Results: Thirty two residents who underwent a burn rotation between 1 January 2015 and 31 December 2021 completed the anonymous survey. Seventeen of the 26 EPA's evaluated were judged by more than 75% of respondents as being readily amenable to completion during the burn rotation. Most of these EPA's relate to the comprehensive care of patients with acute burn injuries, the management of an in-patient plastic surgery service, and associated quality improvement processes. Residents who completed rotations less than three months in duration had less opportunity to complete a further 8 EPA's in comparison to those who had longer rotations, especially with respect to the care of patients undergoing complex wound care and burn reconstruction. Conclusions: In addition to threatening seamless service delivery at burn centres, reduced resident exposure to the burn rotation may compromise the delivery of burn care in the community. The results of this survey refute any argument that the burn service is a “low yield” rotation from an EPA acquisition 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)0.000
metaresearch head score (Gemma)0.001
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 score0.016
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.039
GPT teacher head0.330
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 teacher head, not a consensus.

Study designObservational
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

Citations7
Published2022
Admission routes2
Has abstractyes

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