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Record W2410161725

Otolaryngology in undergraduate medical education.

2009· article· en· W2410161725 on OpenAlexaffabout
Adrienne Lei Yung Wong, Kevin Fung

Bibliographic record

VenuePubMed · 2009
Typearticle
Languageen
FieldMedicine
TopicEar Surgery and Otitis Media
Canadian institutionsWestern University
Fundersnot available
KeywordsOtorhinolaryngologyMedicineCurriculumMedical educationSleep medicineFamily medicinePsychologySurgeryPedagogySleep disorder
DOInot available

Abstract

fetched live from OpenAlex

OBJECTIVES: Otolaryngologic problems are common in primary care but are underrepresented in undergraduate medical education (UME). A significant portion of the total structured teaching received by physicians in primary care specialties is spent in UME, but teaching of otolaryngology in UME is limited and not standardized across Canadian medical schools. This study assessed the content and structure of otolaryngology UME at Canadian undergraduate medical programs and postgraduate primary care programs and surveyed community otolaryngologists to identify important clinical topics for inclusion in an otolaryngology curriculum. METHODS: A survey was created based on previously validated and published curriculum needs assessment instruments for medical education. Surveys were distributed to (1) undergraduate directors of otolaryngology, (2) postgraduate program directors of family and emergency medicine at English-language medical schools, and (3) community otolaryngologists in Canada. RESULTS: There is large variation in the quantity of otolaryngology teaching in UME. Knowledge of otolaryngology is formally evaluated at half of the responding programs, although skills in otolaryngology are rarely tested. Clerkship rotations are not uniformly offered, and the length of these placements is limited. Opportunities in postgraduate training for formal education in otolaryngology are rare. Several important topics that are not uniformly taught include sudden sensorineural hearing loss, sleep apnea, and nasal trauma. Important skills that are not uniformly taught include treatment of benign paroxysmal positional vertigo and epistaxis. CONCLUSIONS: There is limited time for teaching otolaryngology in UME; therefore, it is essential to emphasize teaching key topics and skills, which are highlighted in the results of this study.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.591
Threshold uncertainty score0.227

Codex and Gemma teacher scores by category

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

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 head0.013
GPT teacher head0.254
Teacher spread0.242 · 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 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

Citations26
Published2009
Admission routes2
Has abstractyes

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