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Record W4360620739 · doi:10.33137/utmj.v100i1.39215

Canadian family medicine residency program survey of physical activity curriculum content

2023· article· en· W4360620739 on OpenAlexaffvenueabout
Cliff Lindeman, Myriam Filion, Doug Klein, Michael K. Stickland, Neil Drummond, John C. Spence

Bibliographic record

VenueUniversity of Toronto Medical Journal · 2023
Typearticle
Languageen
FieldMedicine
TopicPhysical Activity and Health
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsCurriculumReferralFamily medicineMedicinePhysical activityMedical educationPsychologyPhysical therapyPedagogy

Abstract

fetched live from OpenAlex

Background: Physical activity (PA) is an important contributor to the health of Canadians. However, the extent that PA is included in family medicine residents' education is largely unknown. This study surveyed curriculum experts in Canadian family medicine residency programs to understand what residents learn about PA and to what extent this varies across programs. Methods: Seventeen family medicine residency program websites were reviewed for information pertaining to their PA curriculum. Additionally, curriculum experts were asked to complete a survey to better understand the extent that PA curriculum is included in their programs. Results: Most (82.4%) of the eligible programs responded to the survey; of which, the majority (92.9%) indicated that residents learn that physical inactivity is a risk factor for chronic conditions, to incorporate into patient care plans, and to recommended PA as prevention for chronic diseases. However, half (50.0%) of the programs stated that they believe residents will be sufficiently prepared to incorporate PA in the care they provide patients, less than half (42.9%) teach PA guidelines, and few (21.4%) teach about PA referral to an allied health care provider or community program. Conclusions: The instruction about PA that family physicians receive in Canadian residency programs varied depending on the program. A standard to ensure residents are sufficiently and competently prepared to recommend and advise physical activity as treatment and prevention is needed. Additional studies are needed to understand the opinions and teachings of preceptors who may have an influence over the residency training of Canadian family physicians.

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)0.001
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 score0.840
Threshold uncertainty score0.516

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.085
GPT teacher head0.338
Teacher spread0.253 · 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

Citations1
Published2023
Admission routes3
Has abstractyes

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