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Record W2071679698 · doi:10.4236/ce.2013.46a006

Site Visits in Family Medicine: Stakeholders Perspectives on How Site Visits Can Be Improved to Maximize Preceptor Support and the Quality of Medical Student and Resident Supervision

2013· article· en· W2071679698 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueCreative Education · 2013
Typearticle
Languageen
FieldMedicine
TopicInnovations in Medical Education
Canadian institutionsBruyèreUniversity of Ottawa
Fundersnot available
KeywordsPreceptorStakeholderCurriculumQuality (philosophy)Medical educationProcess (computing)PsychologyFocus groupMedicineBusinessPublic relationsPedagogyPolitical scienceComputer science

Abstract

fetched live from OpenAlex

In 2012, the Department of Family Medicine at the University of Ottawa conducted a study to identify stakeholder’s perspectives of site visits and how they can be improved to support preceptors and provide the best learning experience for medical students and residents. Two data sources were utilized to address the research questions: interviews with stakeholders (both focus group and individual interviews) and online surveys with preceptors. The findings assert that establishing a process for site visits to maximize preceptor support and the quality of medical student and resident supervision is a complex process. Perceptions of quality site visits for all stakeholders were strongly linked to: 1) having clear expectations; 2) making site visits a priority and supplying the necessary support and resources; 3) supporting preceptors to be better teachers; 4) the quality and timeliness of preceptor feedback from residents and medical students; 5) involving the medical student and resident in the site visit process; and 6) an integration and collaboration among curriculum, faculty development and evaluation resources. As researchers continue to build site visit recipes based on theory and reflection of practical experiences, the resulting insights will enable all stakeholders in family medicine programs to make more informed decisions to positively impact the quality of the site visit experience, support preceptors in being better teachers and improve the quality of the supervision of residents and medical students. This study takes one step toward building a broad base of theoretical knowledge informed by practical experiences on site visits.

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)0.003
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.597
Threshold uncertainty score0.794

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
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 head0.053
GPT teacher head0.399
Teacher spread0.345 · 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