Evidence map›Paper›PMID 41760345›Full record

ArticleBMJ global health2026

The Telehealth Network of Minas Gerais, Brazil: two decades of scaling and sustainability.

Milena Soriano Marcolino, Clara Rodrigues Alves de Oliveira, Lidiane Aparecida Pereira de Sousa, Bruno Ramos Nascimento, Christiane Corrêa Rodrigues Cimini, Cristiane Guimarães Pessoa, Daniel Vitor Vasconcelos-Santos, Eliane Viana Mancuzo, Gabriela Miana de Mattos Paixão, Gabriela Teodora de Souza Sanches and 9 more

Abstract read
In one paragraph

Article in BMJ global health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

19 authors.

Milena Soriano MarcolinoDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil milenamarc@gmail.com.ORCID 0000-0003-4278-3771
Clara Rodrigues Alves de OliveiraDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.ORCID 0000-0002-9437-2344
Lidiane Aparecida Pereira de SousaTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Bruno Ramos NascimentoDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Christiane Corrêa Rodrigues CiminiTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Cristiane Guimarães PessoaTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Daniel Vitor Vasconcelos-SantosTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Eliane Viana MancuzoDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Gabriela Miana de Mattos PaixãoDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Gabriela Teodora de Souza SanchesDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Grazielle Fialho de SouzaTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Isabela Nascimento BorgesDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Luisa Campos Caldeira BrantDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Maria Cristina da PaixãoTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Maria do Carmo Pereira NunesDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.ORCID 0000-0001-8801-1828
Mayara Santos MendesTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Paulo Rodrigues GomesTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Clareci Silva CardosoTelehealth Center, University Hospital, and Telehealth Network of Minas Gerais, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.
Antonio Luiz Pinho RibeiroDepartment of Internal Medicine, Medical School, Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Improving healthcare access in underserved areas remains a major challenge worldwide, particularly in low-income and middle-income countries. In Brazil, the Telehealth Network of Minas Gerais (TNMG) was created to address this gap by integrating digital health strategies into the public health system. This study describes TNMG's implementation framework, key projects, effectiveness, cost-benefit and actual coverage, while also identifying success factors and challenges over its 20-year trajectory. A retrospective analysis of operational data was conducted, including historical landmarks and project outcomes. TNMG's strategy is based on a structured and adaptive framework encompassing needs assessment, research and development, pilot testing and integration into routine care. The model aligns with national health policies and involves in-house software development, workforce training, performance monitoring and regular audits. Over two decades, TNMG has demonstrated the capacity for scale and sustainability. Its tele-ECG service spans 1374 municipalities in 14 states, with over 11.9 million ECGs interpreted remotely from June 2006 to October 2025, reducing diagnostic delays. Teleconsultations, which were initially associated with the prevention of 80% of unnecessary referrals, were expanded during COVID-19 to include risk stratification, direct consultations and telemonitoring. The tele-acute myocardial infarction project was associated with lower in-hospital mortality, from 17.2% to 11.6%, and scaled nationally in 2024 to 450 prehospital ambulances. A national telespirometry service has completed over 43 000 tests from December 2021 to October 2025, contributing to improved access to respiratory care. TNMG's success is linked to its cyclical process of implementation and innovation, alignment with public policies, cost-benefit and strong partnerships across sectors. However, challenges such as infrastructure limitations, digital literacy gaps and regulatory barriers persist. In conclusion, TNMG offers a scalable and sustainable model to reduce health inequities through digital health. Its experience provides actionable insights for other regions and countries aiming to strengthen health systems and expand access through telehealth.

Indexed as

Health Services AccessibilityTelemedicineBrazilCost-Benefit AnalysisCOVID-19Digital HealthHumansRetrospective StudiesBrazilHealth Services AccessibilityTelemedicineUniversal Health Care

Identifiers

PMID41760345
PMCPMC12959057

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.