Digital infrastructure and proxies of ambulatory care access in Russia, 2018–2024: a regional panel study with a national telemedicine signal analysis - Report - MDSpire

Digital infrastructure and proxies of ambulatory care access in Russia, 2018–2024: a regional panel study with a national telemedicine signal analysis

  • By

  • Artem Bobkov

  • Tatiana Bobkova

  • Liuying Wang

  • Nikita Sokolov

  • Jinpeng Xu

  • Fangmin Deng

  • Valery Royuk

  • Zheng Kang

  • June 23, 2026

  • 0 min

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Telemedicine Infrastructure and Indicators of Outpatient Care Accessibility in Russia, 2018–2024

Overview

This study evaluates the relationship between telemedicine volume and outpatient care accessibility in Russia from 2018 to 2024. It highlights regional disparities in digital readiness.

Background

Telemedicine has gained prominence as a potential solution to improve healthcare access, particularly in regions with varying digital infrastructure. This study provides insights into how telemedicine volume correlates with access to care across different Russian territories.

Data Highlights

YearTelemedicine Consultations (millions)
2018-20190.39-0.68
20207.00
202415.94

Key Findings

  • The association between the Digital Infrastructure Index (DII) and physician visits changed significantly after two-way centering.
  • Telemedicine consultations increased from 0.39-0.68 million in 2018-2019 to 15.94 million in 2024.
  • The patient-physician share peaked at 0.919 in 2020 but declined to 0.496 in 2024.
  • Regional disparities in digital readiness affect the interpretation of telemedicine data.
  • Telemedicine volume alone is insufficient to assess access equality without considering the context of service delivery.

Clinical Implications

Healthcare providers should interpret telemedicine volume with caution, considering regional digital readiness and resource configuration.

Conclusion

The study emphasizes the need for careful analysis of telemedicine data in relation to patient access and care quality.

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  6. Journal of Medical Internet Research (JMIR) — Telehealth Scale and Artificial Intelligence Adoption Tiers Across Clinical and Operational Domains in US Hospitals: Cross-Sectional Study
  7. Antibiotic Stewardship in Outpatient Telemedicine | CDC
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  10. Mobile Telemedicine for Treating Chronic Hepatitis C Among Rural People Who Inject Drugs: A Randomized Clinical Trial | Substance Use and Addiction Medicine | JAMA Network Open | JAMA Network
  11. Primary Care Telemedicine vs In-Person Antibiotic Prescribing for Pediatric Respiratory Tract Infections | Pediatrics | JAMA Network Open | JAMA Network
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