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Record W3040279465 · doi:10.22454/fammed.2020.209444

Moving Toward a Standardized National Family Medicine Subinternship Curriculum:

2020· article· en· W3040279465 on OpenAlexaboutno aff
Tomoko Sairenji, Sarah E. Stumbar, Nana Aisha Garba, Prasad Bhoite, Maria Syl de la Cruz, Chivon Stubbs, John D. Emerson, Dolapo Babalola, David Kelley, Kelly M. Everard

Bibliographic record

VenueFamily Medicine · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicDiversity and Career in Medicine
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumSpecialtyFamily medicineMedical educationMedicineStandardized testGraduate medical educationPsychologyAccreditationPedagogyMathematics education

Abstract

fetched live from OpenAlex

BACKGROUND AND OBJECTIVES: Although the subinternship (sub-I) is considered integral in many medical schools' curricula, family medicine does not have standardized course recommendations. Given the variable nature of this clinical experience, this study investigated the potential role of a standardized sub-I curriculum in family medicine. METHODS: Questions about sub-Is were created and data were gathered and analyzed as part of the 2019 Council of Academic Family Medicine's (CAFM) Educational Research Alliance (CERA) survey of family medicine clerkship directors. The survey was distributed via email to 126 US and 16 Canadian recipients between June 19, 2019 and August 2, 2019 through the online program SurveyMonkey. RESULTS: A total of 101 (71.1%) of 142 clerkship directors responded to the survey. Most (84.2%) schools require sub-Is. There was a positive association between students matching into family medicine and having family medicine sub-Is at residency programs (P<.001). There was no relationship between higher family medicine match rates and the presence of family medicine sub-Is at nonresidency sites (P=.48) or having an advanced ambulatory rotation requirement (P=.16). CONCLUSIONS: A sub-I is a way to further expose students to family medicine, and increasing sub-I positions at residency programs may influence the number who pursue the specialty. Creation of a standardized sub-I curriculum presents an opportunity to enhance a critical educational experience in family medicine.

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)0.003
metaresearch head score (Gemma)0.005
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: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.771
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.142
GPT teacher head0.359
Teacher spread0.217 · 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 designNot applicable
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

Citations1
Published2020
Admission routes1
Has abstractyes

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