Evidence map›Paper›PMID 42512227›Full record

ArticleInternational journal of environmental research and public health2026

Physical Activity Behavior and Acute Myocardial Infarction, Stroke, and Sepsis Outcomes in Brazil: Insights from Targeted Eigenvector Centrality Networks.

Pedro Lelli Panizza, Pedro Paulo Menezes Scariot, Luana Alves Silva, Ivan Gustavo Masselli Dos Reis, Leonardo Henrique Dalcheco Messias

Abstract read
In one paragraph

Article in International journal of environmental research and public 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

5 authors.

Pedro Lelli PanizzaResearch Group on Technology Applied to Exercise Physiology-GTAFE, Health Sciences Postgraduate Program and Health Data Science Postgraduate Program, São Francisco University, Bragança Paulista 12916-900, SP, Brazil.
Pedro Paulo Menezes ScariotResearch Group on Technology Applied to Exercise Physiology-GTAFE, Health Sciences Postgraduate Program and Health Data Science Postgraduate Program, São Francisco University, Bragança Paulista 12916-900, SP, Brazil.
Luana Alves SilvaResearch Group on Technology Applied to Exercise Physiology-GTAFE, Health Sciences Postgraduate Program and Health Data Science Postgraduate Program, São Francisco University, Bragança Paulista 12916-900, SP, Brazil.
Ivan Gustavo Masselli Dos ReisResearch Group on Technology Applied to Exercise Physiology-GTAFE, Health Sciences Postgraduate Program and Health Data Science Postgraduate Program, São Francisco University, Bragança Paulista 12916-900, SP, Brazil.ORCID 0000-0002-8025-1357
Leonardo Henrique Dalcheco MessiasResearch Group on Technology Applied to Exercise Physiology-GTAFE, Health Sciences Postgraduate Program and Health Data Science Postgraduate Program, São Francisco University, Bragança Paulista 12916-900, SP, Brazil.ORCID 0000-0002-8324-8866

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Acute myocardial infarction (AMI), stroke, and sepsis represent leading causes of hospitalization and in-hospital mortality in Brazil. Despite their substantial burden, no previous study has simultaneously examined these three conditions alongside population-level physical activity indicators in Brazil using a complex network approach. This study investigated temporal and spatial patterns in hospitalizations, hospitalization days, and deaths for AMI, stroke, and sepsis in Brazil from 2009 to 2023, integrating sociodemographic and lifestyle data from 648,460 VIGITEL survey participants. Targeted eigenvector centrality networks were constructed to identify the most systemically relevant variables associated with each outcome. For AMI and sepsis, diabetes, hypertension, and mean age consistently ranked as the most central variables, while overweight or obesity dominated the stroke networks. Physical activity emerged as a transversal component across all three conditions, with activity frequency consistently outranking session duration in all nine network analyses performed. These findings suggest that the regularity of physical activity engagement carries greater population-level protective relevance than session length, highlighting physical activity promotion as a cost-effective public health strategy for simultaneously reducing the burden of cardiovascular, cerebrovascular, and infectious acute disease in Brazil.

Indexed as

ExerciseMyocardial InfarctionSepsisStrokeAgedBrazilFemaleHospitalizationHumansMaleMiddle Agedacute myocardial infarctionBrazilcomplex networkseigenvector centralityphysical activitypublic healthsepsisstroke

Identifiers

PMID42512227
PMCPMC13410189

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.