Evidence map›Paper›PMID 41932705›Full record

ArticleBMJ open2026

Going the distance: a cross-sectional geospatial analysis quantifying province-wide inequities in travel-based access, and fragility of access to French-language primary care provided by family physicians in Ontario, Canada.

Christopher Belanger, Patrick E Timony, Arlynn Bélizaire, Antoine Desilets, Jonathan Peter Fitzsimon, Alain P Gauthier, Leanda Godfrey, Sathya Karunananthan, Krystal Kehoe MacLeod, Mwali-Nachishali Muray and 2 more

Abstract read
In one paragraph

Article in BMJ open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

12 authors.

Christopher BelangerUniversity of Ottawa Telfer School of Management, Ottawa, Ontario, Canada.ORCID http://orcid.org/0000-0003-2070-5721
Patrick E TimonyLaurentian University, Sudbury, Ontario, Canada.ORCID http://orcid.org/0000-0003-2067-6107
Arlynn BélizaireOntario Health, Toronto, Ontario, Canada.
Antoine DesiletsSociété santé en français, Ottawa, Ontario, Canada.
Jonathan Peter FitzsimonDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.ORCID http://orcid.org/0000-0002-0314-1664
Alain P GauthierLaurentian University, Sudbury, Ontario, Canada.
Leanda GodfreyDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.ORCID http://orcid.org/0009-0002-6582-3780
Sathya KarunananthanFaculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada.ORCID http://orcid.org/0000-0002-4247-4752
Krystal Kehoe MacLeodBruyere Health Research Institute, Ottawa, Ontario, Canada.
Mwali-Nachishali MurayFaculty of Health Sciences, University of Ottawa, Ottawa, Ontario, Canada.ORCID http://orcid.org/0000-0003-0677-3189
Cayden PeixotoSchool of Epidemiology and Public Health, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Lise M BjerreDepartment of Family Medicine, Faculty of Medicine, University of Ottawa, Ottawa, Ontario, Canada lbjerre@uottawa.ca.ORCID http://orcid.org/0000-0003-3634-3585

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesLanguage-concordant care, or healthcare in one's preferred language, is important both for health equity and for improving health outcomes. Linguistic minorities, like Francophones in Ontario, Canada, are at risk of poorer clinical outcomes if they receive non-language-concordant primary care. However, common ratio-based access measures can provide misleading views of minorities' actual access levels. This cross-sectional geospatial study demonstrates a new way to measure primary care access using average travel time to the nearest five English- and French-speaking family physicians. We also introduce the concept of primary care access fragility, where a region's primary care access may depend on one or a few local family physicians. Our research question is: are there differences in travel burden and access fragility for census subdivisions (CSDs) across language (English/French), rurality (urban/rural) and region (north/south) in the province of Ontario, Canada?

designWe conducted a cross-sectional geospatial analysis to estimate English-language and French-language primary care travel burdens and access fragility in Ontario, Canada. We used population and boundary data from Statistics Canada's 2021 census, road-network data from OpenStreetMaps, and family physician practice locations and language abilities from the College of Physicians and Surgeons of Ontario. We measured travel burden using Valhalla, an open-source road-network analysis platform.

settingWe conducted our analysis for Ontario, Canada's 577 CSDs, which correspond roughly to municipalities and with populations ranging from 5 inhabitants in Rainy Lake 17B to a high of 2 794 356 in Toronto.

participantsUsing public data from January 2026, we identified 15 762 family physicians practising in Ontario, of whom 11.0% reported speaking French. Patient data were obtained from the most recent 2021 census. PRIMARY AND SECONDARY OUTCOME MEASURES: Our first primary outcome measures were CSD-level mean travel time to the nearest five English-speaking family physicians, and CSD-level mean travel time to the nearest five French-speaking family physicians, which we compared to explore regional inequities in travel burden. Our secondary outcome measures were based on a novel notion of the travel burden component of 'primary care access fragility'. This metric indicates how dependent a region's access is on a small number of local physicians and is defined as the difference between the CSD-level mean travel time to the nearest one physician and to the nearest five physicians. As the difference in travel times grows, so too does access fragility.

resultsMedian differences in French-language and English-language travel burdens were strongly significant across rurality, regions and overall (median difference 13.4 min, p<0.001, IQR 4.9-29.3 min), as was primary care access fragility (median difference 5.2 min, p<0.001, IQR 0.8-18.4), with larger travel burdens and fragilities in northern and rural communities.

conclusionsCompared with the general public, Ontario's French-speakers face higher travel burdens to language-concordant family physicians and higher access fragility, especially in rural and northern regions. Our results are of interest to policymakers and health-system planners, and our methods are applicable to other populations and regions.

Indexed as

Healthcare DisparitiesHealth Services AccessibilityLanguagePhysicians, FamilyPrimary Health CareTravelAccess to Primary CareCross-Sectional StudiesFemaleHumansMaleOntarioSpatial AnalysisHealth EquityHealth policyPrimary Health Care

Identifiers

PMID41932705
PMCPMC13052790

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LicenceCC BY-NC
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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.