Evidence map›Paper›PMID 41800352›Full record

ArticleFrontiers in digital health2026

Technological architecture for a multi-region solution within the regulation of Brazil's Unified Health System.

Pablo Holanda Cardoso, Tiago de Oliveira Barreto, Janaína Luana Rodrigues da Silva Valentim, Karilany Dantas Coutinho, João Paulo Queiroz Dos Santos, Antônio Higor Freire de Morais, Nícolas Vinícius Rodrigues Veras, Aldo Eduardo de Almeida Portela, Juliano Silva Melo, Célio da Costa Barros and 14 more

Abstract read
In one paragraph

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

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

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

24 authors.

Pablo Holanda Cardoso3S Saúde, Natal, Rio Grande do Norte, Brazil.
Tiago de Oliveira BarretoAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Janaína Luana Rodrigues da Silva ValentimAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Karilany Dantas CoutinhoLaboratory of Technological Innovation in Health (LAIS), Federal University of Rio Grande do Norte (UFRN), Natal, Rio Grande do Norte, Brazil.
João Paulo Queiroz Dos SantosAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Antônio Higor Freire de MoraisAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Nícolas Vinícius Rodrigues VerasAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Aldo Eduardo de Almeida PortelaSecretary of Public Health of Mato Grosso, Cuiabá, Mato Grosso, Brazil.
Juliano Silva MeloSecretary of Public Health of Mato Grosso, Cuiabá, Mato Grosso, Brazil.
Célio da Costa BarrosFederal Court of Accounts, Fortaleza, Ceará, Brazil.
Andréa Santos PinheiroAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Monise Barros DantasAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Jordana Crislayne de Lima PaivaAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
José Arilton Pereira FilhoAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Raul Silva de AlmeidaAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Walkyso Dos Santos JúniorAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Arthur Meireles da SilvaAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Elionai Augusto Silva de MeloAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Douglas Lemos Inácio da SilvaAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
João Victor Medeiros CrisostomoAdvanced Nucleus of Technological Innovation (NAVI), Federal Institute of Rio Grande do Norte (IFRN), Natal, Rio Grande do Norte, Brazil.
Sandra Rubina Freitas Cardoso Dos SantosUniversity Institute of Lisboa (ISCTE), Lisboa, Portugal.
Claudia Maria Fileno Miranda VelosoCenter for Global Studies (ESTGA), Research Unit in Governance, Competitiveness and Public Polices (GOVCOPP), University of Aveiro, Aveiro, Portugal.
Guilherme Medeiros MachadoLyRIDS, ECE-Engineering School, Paris, France.
Ricardo Alexsandro de Medeiros ValentimLaboratory of Technological Innovation in Health (LAIS), Federal University of Rio Grande do Norte (UFRN), Natal, Rio Grande do Norte, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: This article presents the design and implementation of a digital health technology architecture focused on healthcare regulation in Brazil's National Health System (SUS). The objective was to develop an architectural model capable of optimizing resource allocation, increasing transparency, and integrating health information from different levels of care, with a focus on reducing inequalities in access. Methods: Methodologically, a transdisciplinary applied research approach based on action research was adopted, with iterative development cycles in accordance with agile methodologies. The architecture was implemented in the states of Rio Grande do Norte, Espírito Santo, and Mato Grosso, respecting regional specificities and integrating international interoperability standards, as well as architectural principles and software engineering. Results: The results point to flexibility, interoperability, real-time monitoring, queue management, and transparency, including direct access for control bodies and process auditability. Discussion and Conclusions: It can be concluded that the proposed architecture represents a significant advance for equity in access and could serve as a basis for solutions on a national and international scale.

Indexed as

Brazilian Unified Health Systemhealth systemsregulationtechnological architecturetransparency in healthcare

Identifiers

PMID41800352
PMCPMC12963291

What OpenQuestion holds

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Registered trials

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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.