MétaCan
Menu
Back to cohort
Record W2810224168 · doi:10.24926/jrmc.v1i3.1158

Regional Medical Campuses in Canada and the United States: A Systematic Review

2018· review· en· W2810224168 on OpenAlexaffabout
Trina Fyfe, Ralitsa Akins, Pierre Gagne', Craig E. Cheifetz, Sarina Petrocelly, Geoffrey W. Payne

Bibliographic record

VenueJournal of Regional Medical Campuses · 2018
Typereview
Languageen
FieldHealth Professions
TopicGlobal Health Workforce Issues
Canadian institutionsUniversité de MontréalUniversity of Northern British Columbia
FundersAssociation of American Medical Colleges
KeywordsPsycINFOCINAHLMEDLINEInclusion (mineral)Medical educationCurriculumEconomic shortageHealth careMedicineFamily medicinePsychologyPolitical sciencePedagogy

Abstract

fetched live from OpenAlex

Introduction
 The development of Regional Medical Campuses (RMCs) in Northern America has been a response to the call to increase undergraduate medical student enrollment and meet the societal needs of healthcare access by addressing physician shortages in underserved and in rural areas. We studied the literature on undergraduate RMCs in US and Canada to identify types of studies and leading themes.
 Methods
 Literature searches were performed within the following databases: Medline OVIDSP, Evidence-Based Medicine Reviews OVIDSP, CINAHL EBSCO, ERIC EBSCO, PsycInfo EBSCO, and Web of Science ISI. Articles were included in the review if they discussed undergraduate medical education in allopathic schools in Northern America (US and Canada), were written in English and related to regional medical campuses. Each article was reviewed and assessed by two of the authors, and information extracted from the literature was thematically analyzed.
 Results
 Fifty (50) articles were selected for inclusion in the final review. All selected articles fit the definition of Regional Medical Campus developed by the Association of American Medical Colleges’ Group on Regional Medical Campuses (GRMC). The GRMC has defined that RMCs could be of four distinct types: basic science campuses, where students study pre-clinical (basic sciences) courses; clinical campuses, where clerkship training is completed; longitudinal model (for example, Longitudinal Integrated Clerkships) and, usually 4-year campuses, where both pre-clinical and clinical curriculum is delivered. Thirty-six (36) of the reviewed articles (72%) specifically stated that the development of RMCs was in response to the physician shortage and limited access to healthcare in rural areas. Twenty-five (25) articles discussed program models that spanned both basic science and clinical curricula. Of the 50 articles that were included in the final review, 15 (30%) utilized descriptive methodology, and 35 (70%) involved quantitative, qualitative or mixed methods research, with some being considered “program evaluations.” Four major themes emerged from the reviewed articles: workforce, social accountability, distributed medical education, and regional versus main campus settings.
 Conclusion
 This study is the first comprehensive literature review of publications on Regional Medical Campuses and thus provides a benchmark and direction for future research in the RMCs topic area.

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)0.012
metaresearch head score (Gemma)0.026
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.245
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0120.026
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0070.001
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0010.005
Insufficient payload (model declined to judge)0.0010.000

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 head0.092
GPT teacher head0.453
Teacher spread0.361 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations6
Published2018
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Regional Medical CampusesSame topicGlobal Health Workforce IssuesFrench-language works237,207