MétaCan
Menu
Back to cohort
Record W2815321647 · doi:10.1002/aet2.10117

Distribution of Clinical Rotations Among Emergency Medicine Residency Programs in the United States

2018· article· en· W2815321647 on OpenAlex

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.

Bibliographic record

VenueAEM Education and Training · 2018
Typearticle
Languageen
FieldMedicine
TopicUltrasound in Clinical Applications
Canadian institutionsMcMaster University
Fundersnot available
KeywordsGraduate medical educationAccreditationRotation (mathematics)Context (archaeology)MedicineMedical educationComputer scienceFamily medicineGeography

Abstract

fetched live from OpenAlex

INTRODUCTION: There are over 200 emergency medicine (EM) residency programs in the United States. While there are basic criteria defined by the Accreditation Council for Graduate Medical Education (ACGME), there can be significant variation between programs with regard to rotation distribution. Therefore, it would be valuable to have a benchmark for programs to understand their rotation mix in the context of the national landscape. This study aimed to provide a breakdown of the length and percentage of EM residency programs with each clinical rotation in the United States. This study also sought to examine trends and changes in EM residency programs since 1986. METHODS: A list of all current EM residency programs was obtained using the ACGME website. All program websites were reviewed, and data were independently dual extracted by two investigators with discrepancies resolved by consensus with a third investigator. Programs without curricular data available online were queried via e-mail for the data. Programs were separated into 3- versus 4-year lengths. Mean, standard deviation, and range were calculated for each rotation. RESULTS: A total of 200 of 202 programs (99%) had data available. Of these programs, 84.5% had a dedicated pediatric EM rotation with mean length of 9.7 weeks among 3-year programs and 12.1 weeks among 4-year programs. A total of 88% had a dedicated ultrasound rotation, 60% had a dedicated toxicology rotation, 73.5% had a dedicated emergency medical services rotation, 74% had a dedicated orthopedics rotation, 60% had a dedicated administration rotation, 29% had a dedicated research rotation, and 95% had dedicated elective time. DISCUSSION: This study provides summative data regarding the rotation distribution among EM programs in the United States. Compared with prior data, there is less time dedicated to internal medicine rotations and increased pediatric, trauma, ultrasound, toxicology, and critical care experiences. These data will inform current and new EM residency programs when determining rotation selection.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.047
Threshold uncertainty score0.229

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
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 head0.214
GPT teacher head0.478
Teacher spread0.263 · 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