# A retrospective evaluation of access equity in virtual care during the COVID-19 pandemic: A 2-year review and comparison of visits in Ontario, Canada

**Authors:** Shawn Mondoux, Frank Battaglia, Anastasia Gayowsky, Natasha Clayton, Caillin Langmann, Paul Miller, Alim Pardhan, Julie Matthews, Alexander Drossos, Keerat Grewal, Pasyodun Koralage Buddhika Mahesh, Pasyodun Koralage Buddhika Mahesh, Pasyodun Koralage Buddhika Mahesh

PMC · DOI: 10.1371/journal.pone.0323303 · PLOS One · 2025-06-02

## TL;DR

This study found that virtual care during the pandemic was less accessible to marginalized populations in Ontario, raising concerns about equity in healthcare access.

## Contribution

The study provides the first large-scale evidence of access inequity in virtual care during the pandemic using the Ontario Marginalization Index.

## Key findings

- Virtual care utilization varied significantly between the most and least marginalized populations.
- In-person care did not show similar disparities in utilization across marginalization dimensions.
- Racialized and newcomer populations had higher virtual care use among the most marginalized.

## Abstract

Access equity has been raised as a fundamental concern with virtual care, both as it was used during the SARS-CoV-2 pandemic as well as its future applications within health systems. These concerns have not yet been substantiated with quantifiable data. We conducted a comparison of healthcare utilization and access across all dimensions of the Ontario Marginalization Index between virtual care and in-person care in the province of Ontario.

We conducted a retrospective observational study using ICES databases in the Province of Ontario between March 14, 2020, and March 13,2022. We identified all virtual and in-person visits using billing codes. All visits were linked to their individual postal dissemination area for which there was census data from the Ontario Marginalization Index. Dissemination areas were divided, according to their categorization within each marginalization dimension, and visit rates were calculated for both populations.

A total of 93,363,194 visits were included as part of the final analysis. Significant differences in virtual healthcare utilization were noted between the most and least marginalized populations within each dimension. This effect was not observed by visits for in-person care. The only exception was that racialized, and newcomer populations had higher virtual care utilization among the most marginalized.

This data is the first that uses a large retrospective dataset and seems to confirm concerns for access inequity among the most marginalized populations. These differences much be part of policy considerations for the future of virtual care use.

## Linked entities

- **Diseases:** SARS-CoV-2 (MONDO:0100096)

## Full-text entities

- **Diseases:** COVID-19 (MESH:D000086382)
- **Species:** Severe acute respiratory syndrome coronavirus 2 (no rank) [taxon 2697049]

## Full text

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## Figures

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## References

18 references — full list in the complete paper: https://tomesphere.com/paper/PMC12129146/full.md

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Source: https://tomesphere.com/paper/PMC12129146