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Record W2890201344 · doi:10.22605/rrh4514

Scope of practice of family medicine graduates who completed a rural versus urban program

2018· article· en· W2890201344 on OpenAlex
Douglas Myhre, Olga Szafran, Shirley Schipper, James A. Dickinson, Fred Janke

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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueRural and Remote Health · 2018
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsFoothills Medical CentreUniversity of AlbertaUniversity of Calgary
Fundersnot available
KeywordsScope of practiceFamily medicineMedicineRural areaEconomic shortageScope (computer science)PopulationWorkforceHealth careMedical educationEnvironmental health

Abstract

fetched live from OpenAlex

INTRODUCTION: In Canada, rural-based family medicine residency programs were established largely in response to a shortage of rural physicians and the perception that urban-based training programs were not meeting the needs of rural populations. Examinations of practice patterns of physicians trained in rural and urban programs are lacking. The purpose of this study was to compare the scope of practice of family medicine graduates who completed a rural versus an urban residency program, by practice location. METHODS: This was a cross-sectional, mail-out, questionnaire survey of 651 graduates who had completed the family medicine residency program at the University of Alberta or the University of Calgary, Alberta, Canada during 2006-2011. Rural program graduates lived and trained in regional settings and spent a considerable amount of time in smaller rural and remote communities for their clinical experience. The training of urban program graduates was primarily based in large urban settings and family medicine clinical experience was based in the community. Practice location (rural, urban) was classified by population size of the town/city at which physicians practiced. Scope of practice was ascertained through four domains of care: types of care, clinical procedures, practice settings and specific populations. Items within each domain were rated on a five-point scale (1='not part of practice', 5='element of core practice'). Mean rating scores for items in the domains of care were compared between urban and rural program graduates using ANOVA. RESULTS: A total of 307 (47.2%) graduates responded to the survey, of whom 173 were categorized as urban program graduates and 59 as rural program graduates. Overall, rural program graduates exhibited a broader scope of practice in providing postnatal care, intrapartum care/deliveries, palliative care, office-based and in-hospital clinical procedures, emergency care, in-hospital care, home visits, long-term care, and caring for rural and Aboriginal populations. Irrespective of program completed, those in a rural practice location had a broader scope of practice than those in urban practice. Urban and rural program graduates in rural locations tended to have a similar scope of practice. In urban locations, rural program graduates were more likely to include intrapartum care/deliveries as part of their clinical practice. Rural program graduates were more likely to practice in rural locations than urban program graduates. CONCLUSION: A combination of site of training (rural or urban program) and location of practice appear to work together to influence scope of practice of family physicians. A conceptual framework that summarizes the factors that have been reported to be associated with the scope of family practice is proposed.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.781
Threshold uncertainty score0.974

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
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 head0.091
GPT teacher head0.481
Teacher spread0.390 · 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