Evidence map›Paper›PMID 41679947›Full record

ArticleCanadian family physician Medecin de famille canadien2026

Regional and medical school variation in family medicine specialization choice: Canadian medical graduates from 2000 to 2023.

Maya Gibb, Courtney Maskerine, Reiko Okamoto, Saredo Mohammed Bouraleh, Claire E Kendall, Daniel T Myran

Abstract read
In one paragraph

Article in Canadian family physician Medecin de famille canadien, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Maya GibbResearch coordinator at the Ottawa Hospital Research Institute in Ontario.
Courtney MaskerineFamily physician at the Bruyère Health Academic Family Health Team in Ottawa.
Reiko OkamotoMethodologist at the Bruyère Health Research Institute.
Saredo Mohammed BouralehMaster of science student at the University of Ottawa.
Claire E KendallClinician Investigator with the Bruyère Health Research Institute and Associate Dean of Social Accountability at the University of Ottawa.
Daniel T MyranPublic health and family physician, a Scientist at North York General Hospital, an investigator at the Bruyère Health Research Institute and the Ottawa Hospital Research Institute, and holds a Tier 2 Canada Research Chair in Social Accountability at the University of Ottawa.

Funding

Non-US Government Research Support
6 · The paper itself

Abstract

objectiveTo examine how Canadian medical schools contribute to the family physician workforce.

designPopulation-based repeated cross-sectional study.

settingAll Canadian medical schools.

participantsAll Canadian medical graduates (CMGs) between 2000 and 2023.

main outcome measuresMultivariate Poisson regression models were used to estimate incidence rate ratios (IRRs) of the associations between age, sex, and medical school attended, and entry into family medicine (FM) training. Trends in the proportion of CMGs entering FM postgraduate training were examined by medical school and region using linear regression models to calculate average annual percent changes (AAPCs).

resultsOf 55,883 CMGs, 22,849 (40.9%) specialized in FM. Quebec had the highest proportion (44.5%) of graduates specializing in FM. McGill University (31.7%), Queen's University (31.8%), and the University of Toronto (33.0%) had the lowest proportions of graduates specializing in FM. Entry into FM was more likely among females (IRR=1.30, 95% confidence interval [CI] 1.26 to 1.33) and those aged 31 years and older at entrance into FM (IRR=1.47, 95% CI 1.41 to 1.53). After adjusting for age and sex, CMGs from NOSM University, the University of Sherbrooke, and the University of Montréal were most likely to specialize in FM, while graduates from McGill University, the University of Toronto, Queen's University, and the University of Calgary were least likely. Nationally, the proportion of CMGs entering FM increased from 36.2% (2000-2004) to 43.0% (2019-2023) (AAPC=0.36%, 95% CI 0.22% to 0.51%). Several universities saw a significant increase over time in the proportion of graduates entering FM (Laval University, University of Sherbrooke, University of Montréal, McGill University, Western University, the University of Manitoba, and the University of British Columbia) while NOSM University showed a decline in graduates entering FM (AAPC=-1.01%, 95% CI -1.65% to -0.37%). Regionally, growth was highest in Quebec (AAPC=0.52%, 95% CI 0.34% to 0.71%), followed by Ontario (AAPC=0.33%, 95% CI 0.16% to 0.50%), Central-Western Canada (AAPC=0.25%, 95% CI 0.01% to 0.49%), and Eastern Canada (AAPC=0.07%, 95% CI -0.17% to 0.30%).

conclusionSubstantial variation exists in the proportion of CMGs specializing in FM by medical school. These findings may highlight differences by school in the characteristics of medical students, undergraduate medical curriculum, social accountability mandates, and student experiences. Ongoing efforts to understand and address these differences are crucial to strengthening Canada's primary care workforce.

Indexed as

Career ChoiceFamily PracticeSchools, MedicalSpecializationAdultCanadaCross-Sectional StudiesFemaleHumansMale

Identifiers

PMID41679947
PMCPMC12898642

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.