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Record W4229062182 · doi:10.1097/pec.0000000000002742

Impact of a 1-Year Pediatric Emergency Medicine Training Program for International Medical Graduates

2022· article· en· W4229062182 on OpenAlexaffabout
Sandra Cárdenas, Dennis Scolnik, Donna Jarvis, Jennifer Thull‐Freedman

Bibliographic record

VenuePediatric Emergency Care · 2022
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsUniversity of CalgaryUniversity of Toronto
Fundersnot available
KeywordsMedicineSubspecialtyProgram directorFamily medicinePediatric emergency medicineEmergency departmentMedical educationNursingEmergency physician

Abstract

fetched live from OpenAlex

OBJECTIVES: The Hospital for Sick Children in Toronto has offered a 1-year subspecialty residency training program in pediatric emergency medicine (PEM) to Canadian and internationally trained pediatricians and emergency physicians since 1993. The program is intended to support clinical service delivery while simultaneously offering a unique educational opportunity to Canadian and international physicians who desire 1 year of clinically focused training. We describe the experiences and career outcomes of participants who completed this program. METHODS: Two surveys were sent to the 68 individuals who completed the clinical fellowship program from its inception in 1993 until 2014. A blinded survey focused on the fellowship experience and subsequent career activities. A nonblinded survey subsequently determined whether participants had served as a medical director or training program director. RESULTS: Sixty of the 68 participants (88%) completed the blinded survey. Ninety-one percent were in practice in emergency medicine. Twenty-five percent of the participants were living in Canada, compared with 17% before completing the program. This net migration of 8% was not significant (P = 0.26). Thirty-six of the 50 participants (72%) who applied from outside Canada responded to the nonanonymous survey; 18 (50%) had served as an emergency department medical director, and 18 (50%) reported serving as a PEM training program director. CONCLUSIONS: Many participants attained leadership positions in PEM in countries outside of North America and/or participated in training program development. There was no significant change in the proportion of participants living in North America at the time of application compared with the time of survey completion.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient 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 score0.134
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0570.000

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 head0.075
GPT teacher head0.491
Teacher spread0.417 · 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

Citations0
Published2022
Admission routes2
Has abstractyes

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