Evidence map›Paper›PMID 42798417›Full record

ArticleFrontiers in psychology2026

Daily behavioral profiles and academic underperformance among university students: a cross-sectional study.

Yue Xu, Siyu Zhao, Yilin Zhu, Wenlong Du, Chuanyuan Wang, Shuhan Man, Shuyi An, Chu Zheng, Ping Zeng

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Article in Frontiers in psychology, 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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Yue Xu *School of Life Sciences, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Siyu Zhao *Department of Biostatistics, School of Public Health, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Yilin ZhuSchool of Life Sciences, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Wenlong DuSchool of Life Sciences, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Chuanyuan WangSchool of Life Sciences, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Shuhan ManSchool of Pharmacy, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Shuyi AnFirst School of Clinical Medicine, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Chu ZhengDepartment of Biostatistics, School of Public Health, Xuzhou Medical University, Xuzhou, Jiangsu, China.
Ping ZengDepartment of Biostatistics, School of Public Health, Xuzhou Medical University, Xuzhou, Jiangsu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Daily routines may be associated with university students' academic outcomes, but isolated-exposure analyses can obscure how behaviors co-occur. We examined associations between learning and lifestyle behaviors and academic underperformance and explored multivariable behavioral profiles. Methods: This cross-sectional study included 322 first- to third-year life-sciences undergraduates. The primary outcome was academic underperformance, defined as grade point average (GPA) < 2.00. Exposure-specific and primary multivariable associations were estimated using Firth penalized logistic regression. Breakfast frequency and breakfast timing were modeled separately because of structural overlap. Mixed ordinal and categorical behaviors were clustered using Gower dissimilarity and partitioning around medoids (PAM); Results: Academic underperformance occurred in 97 students (30.12%). In the primary frequency model, compared with eating breakfast every day, eating breakfast sometimes (adjusted odds ratio [aOR] = 7.37, 95% confidence interval [CI]: 1.65-70.32) and never eating breakfast (aOR = 30.89, 95% CI: 6.00-317.35) were associated with higher odds of underperformance. Gaming for 4-6 h/day (aOR = 5.58, 95% CI: 2.36-14.19) or >6 h/day (aOR = 13.70, 95% CI: 3.46-60.29), compared with <2 h/day, showed similar associations. Formal interaction tests by sex and academic year were not significant. PAM identified a Dysregulated Routine profile ( Conclusion: Lower breakfast frequency and prolonged gaming remained associated with academic underperformance, and the two routine profiles differed markedly in academic outcomes. These exploratory, cross-sectional findings require replication in prospective cohorts before they can be translated into student-support strategies.

Indexed as

academic performancedaily routinesFirth logistic regressionGower dissimilaritypartitioning around medoidsuniversity students

Identifiers

PMID42798417
PMCPMC13612416

What Socratic 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 Socratic graph.