Evidence map›Paper›PMID 40399913›Full record

ArticleBMC medical education2025

Health literacy profiles of undergraduate health students in Brazil: a cluster analysis.

Paula Rocco Gomes Lima, Suellen Cristina Dias Emidio, Viviane Carrasco, Juliany Lino Gomes Silva, Ana Railka de Souza Oliveira-Kumakura

Abstract read
In one paragraph

Article in BMC medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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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.

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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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.

Paula Rocco Gomes LimaNursing School, State University of Campinas, St. Tessália Vieira de Camargo 126, Cidade Universitária , Campinas, SP, 13083 - 887, Brazil. paularglima@gmail.com.
Suellen Cristina Dias EmidioNursing School, Federal University of Juiz de Fora. St. José LourençO Kelmer - São Pedro, Juiz de Fora, MG, Brazil.
Viviane CarrascoNursing School, State University of Montes Claros. St. Prof. Rui Braga, W/N - Vila Mauriceia, Montes Claros, MG, Brazil.
Juliany Lino Gomes SilvaNursing School, State University of Campinas, St. Tessália Vieira de Camargo 126, Cidade Universitária , Campinas, SP, 13083 - 887, Brazil.
Ana Railka de Souza Oliveira-KumakuraNursing School, State University of Campinas, St. Tessália Vieira de Camargo 126, Cidade Universitária , Campinas, SP, 13083 - 887, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundHealth literacy encompasses the cognitive and social skills required to access, understand, and apply health information, influencing decision-making and disease prevention. Research with health students highlights that incorporating health literacy into curricula enhances competency levels, and impacts the quality of care provided.. This study aimed to assess the health literacy levels among Brazilian undergraduate health students and identify sociodemographic factors associated with health literacy through cluster analysis.

methodThis descriptive, cross-sectional study involved 352 undergraduate students from nursing, physiotherapy, nutrition, psychology, and pharmacy courses at a private university inSão Paulo state, Brazil, in 2023. Sociodemographic, health perception, and health condition data were collected. Cluster analysis, based on the Health Literacy Questionnaire, identified distinct health literacy profiles.

resultsThe highest scores were observed for scale 3-Actively managing my health (2.81) and 9-Understand health information well enough to know what to do (3.78), while the lowest scores were reported for scale 1-Feeling understood and supported by healthcare providers (2.74) and 6-Ability to actively engage with healthcare providers (3.49). Eight clusters were identified. Cluster A showed the highest scores across all scales, representing 5.1% of the sample. This group consisted mainly of females (83.4%), self-identified as White(66.6%), older students (29.59 years), with parents having higher education (50.0%), and studying nursing (38.8%). Cluster H (1.7%) had lowest mean scores for scales 3 (2.07), 6 (1.47), 7 (1.53), 8 (1.67), and 9 (1.37). This group included only females, younger (21.1 years), with parents who had higher education (66.6%), and pharmacy students (50%).

conclusionBrazilian undergraduate health students face challenges in achieving adequate health literacy. Older female nursing students with higher-educated parents showed better results, while younger pharmacy students were more vulnerable. This pioneering study in Brazilian provides insights into health literacy levels among undergraduate health students and emphasizes the need for educational interventions to bridge gaps. Findings can guide discussions on incorporating health literacy into health curricula to enhance future healthcare professionals'competencies.

Indexed as

Health LiteracyStudents, Health OccupationsAdultBrazilCluster AnalysisCross-Sectional StudiesFemaleHumansMaleSurveys and QuestionnairesYoung AdultHealth LiteracyHealth promotionInterprofessional EducationStudentsUniversities

Identifiers

PMID40399913
PMCPMC12096478

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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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 OpenQuestion graph.