Evidence map›Paper›PMID 41815972›Full record

ArticleFrontiers in public health2026

Social determinants of nutrition and academic performance: multiple correspondence and cluster analysis.

Vanessa Paulina Vargas Olalla, Edgar Rolando Morales Caluña, Nibia Noemi Novillo Luzuriaga, Katherine Denisse Suárez González, Kevin Gabriel Armijo Valverde, Dayana Paola Saltos Atiencia, Eduardo Edison Vélez Pillco, Pamela Alejandra Ruiz Polit

Abstract read
In one paragraph

Article in Frontiers in 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.

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1 · What the graph read from it

What it found

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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

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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

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No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

8 authors.

Vanessa Paulina Vargas OlallaCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Edgar Rolando Morales CaluñaCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Nibia Noemi Novillo LuzuriagaCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Katherine Denisse Suárez GonzálezCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Kevin Gabriel Armijo ValverdeCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Dayana Paola Saltos AtienciaCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Eduardo Edison Vélez PillcoCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.
Pamela Alejandra Ruiz PolitCarrera de Nutrición y Dietética, Universidad Estatal de Milagro, Milagro, Ecuador.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Nutrition is a key determinant of cognitive functioning and academic achievement, yet students' dietary behaviors are strongly shaped by social and economic contexts. Limited evidence exists on how social determinants, nutrition, and academic performance interact as multidimensional patterns in university populations. Methods: A cross-sectional study was conducted among 325 undergraduate students at the Universidad Estatal de Milagro (Ecuador). Data were collected using a validated questionnaire covering sociodemographic factors, social determinants, nutritional behaviors, and academic outcomes. All variables were categorized and analyzed using Multiple Correspondence Analysis (MCA) to identify latent dimensions, followed by hierarchical and k-means cluster analysis to derive homogeneous student profiles. Results: The first two MCA dimensions explained 25.1% of the total variance and revealed a clear socioeconomic-nutritional gradient and a psychosocial-academic orientation. Cluster analysis identified four distinct student profiles differing in food access, dietary habits, and academic satisfaction. Profiles characterized by favorable socioeconomic conditions and regular healthy practices (e.g., consistent breakfast consumption) were associated with higher academic satisfaction and performance. Conversely, clusters reporting financial constraints, food access difficulties, and less structured dietary behaviors showed lower academic satisfaction. Conclusion: Social determinants critically shape nutritional behaviors, which are closely linked to academic outcomes in university students. The combined use of MCA and clustering reveals heterogeneous profiles that highlight the need for targeted, multidimensional interventions. Integrating nutrition support, food security policies, and psychosocial services into higher education strategies may contribute to improving both student health and academic success.

Indexed as

Academic PerformanceFeeding BehaviorNutritional StatusSocial Determinants of HealthStudentsAdultCluster AnalysisClustering AlgorithmsCross-Sectional StudiesFemaleHumansMaleSocioeconomic FactorsSurveys and QuestionnairesUniversitiesYoung Adultacademic performancecluster analysisMultiple Correspondence Analysisnutritionsocial determinantsuniversity students

Identifiers

PMID41815972
PMCPMC12971526

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LicenceCC BY
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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.