Evidence map›Paper›PMID 42886643›Full record

ArticlePloS one2026

Measuring geographic proximity to family medicine and continuity of care in the last year of life: A population-level retrospective cohort study using Canadian health administrative data.

Shuaib Hafid, Lawrence Mbuagbaw, Bruce Newbold, Andrew Costa, Ana Gayowsky, Peter Gozdyra, Aaron Jones, Sarina R Isenberg, Erin Gallagher, Michelle Howard

Abstract read
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Article in PloS one, 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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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Shuaib HafidDepartment of Family Medicine, McMaster University, Hamilton, Ontario, Canada.ORCID https://orcid.org/0000-0002-2853-6881
Lawrence MbuagbawDepartment of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada.ORCID https://orcid.org/0000-0001-5855-5461
Bruce NewboldSchool of Earth, Environment, & Society, McMaster University, Hamilton, Ontario, Canada.ORCID https://orcid.org/0000-0002-6441-7863
Andrew CostaDepartment of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada.
Ana GayowskyICES, Toronto, Ontario, Canada.
Peter GozdyraICES, Toronto, Ontario, Canada.
Aaron JonesDepartment of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada.
Sarina R IsenbergDepartment of Medicine, University of Ottawa, Ottawa, Ontario, Canada.
Erin GallagherDepartment of Family Medicine, McMaster University, Hamilton, Ontario, Canada.
Michelle HowardDepartment of Family Medicine, McMaster University, Hamilton, Ontario, Canada.ORCID https://orcid.org/0000-0001-8127-5492

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundFamily physicians provide most outpatient care in patients' last year of life, but it remains unclear how geographic distance between patients and their physicians affects continuity of care. Patients living farther from care providers may experience reduced access and more fragmented care. This study examined whether geographic proximity to a family physician is associated with relational continuity of outpatient care in the last year of life.

methodsWe conducted a population‑level retrospective cohort study of adults who died in Ontario, Canada, from 2021 to 2024, using linked health administrative data. Geographic proximity was measured using quartiles of the shortest driving distance (km) between each patient's residence and their family physician's practice location. Relational continuity was assessed using established measures capturing the concentration of visits, dispersion of care across physicians, and the temporal regularity of visits. Associations were estimated using proportional‑odds regression models adjusted for demographic, socioeconomic, and clinical factors.

resultsAmong 400,499 patients, the mean age at death was 76.0 years, 52.2% were male, the mean (SD) distance to their family physician was 25.5 (92.0) km, with the highest quartile residing more than 14.2 km away from their family physician. Greater distance was associated with modestly lower relational continuity: each one-quartile increase in distance was linked to lower odds of higher continuity with the usual family physician (cOR: 0.88, 95%CI: 0.87, 0.88). Sensitivity analyses using travel time and Euclidean distance produced consistent findings. DISCUSSION: Geographic proximity is a significant determinant of outpatient continuity near the end of life. Patients living farther from their family physicians experience more fragmented care, underscoring the need for system-level strategies to reduce geographic barriers, including improved local access to primary care and enhanced virtual-care models.

Indexed as

Continuity of Patient CareFamily PracticeHealth Services AccessibilityTerminal CareAccess to Primary CareAgedAged, 80 and overAmbulatory CareCanadaFemaleHumansMaleOntarioPhysicians, FamilyRetrospective Studies

Identifiers

PMID42886643
PMCPMC13674724

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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.