Evidence map›Paper›PMID 40596982›Full record

ArticleBMC pediatrics2025

Exploring the link between BMI and physical fitness in Sichuan's ethnic minority primary school students: insights from quantile regression analysis.

Jingtao Wu, Yanhong Shao, Jun Hu, Xinjuan Zhao

Abstract read
In one paragraph

Article in BMC pediatrics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers 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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3 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Jingtao WuSchool of Physical Education, Leshan Normal University, 778 Binhe Road, Shizhong District, Leshan, Sichuan Province, 614000, China.
Yanhong ShaoXiangshui Teacher Development Center, Yancheng, China.
Jun HuSchool of Physical Education, Leshan Normal University, 778 Binhe Road, Shizhong District, Leshan, Sichuan Province, 614000, China. 18781483387@163.com.
Xinjuan ZhaoSchool of Physical Education, Leshan Normal University, 778 Binhe Road, Shizhong District, Leshan, Sichuan Province, 614000, China.

Funding

2023 of Sichuan University Students Sports Association 23CDTXQ004School-level Leshan Normal University training 2052-20165Sichuan Federation of Social Sciences TY2021303Ziyang Federation of Social Sciences GT-02202104
6 · The paper itself

Abstract

backgroundAlthough the nexus between Body Mass Index (BMI) and the physical fitness of the younger demographic has been well-documented, a comprehensive examination of this relationship among children from ethnic minority communities remains unexplored. This study aims to delineate the association between BMI and physical fitness among primary school students in Sichuan's ethnic minority regions, offering insights to inform health policy tailored to these communities.

methodsUtilizing a randomized cluster sampling approach, the study was conducted across ethnic minority regions in Sichuan Province from September to October 2023, encompassing a cohort of 10,800 students from Grade 3 to Grade 6. A spectrum of physical metrics was assessed, including BMI, lung capacity, 50-m sprint, sit-and-reach, rope jumping, abdominal crunches, and shuttle run. Quantile regression analysis was applied, pinpointing 10 BMI quantiles to scrutinize the influence of physical fitness indicators across varying BMI thresholds.

resultsThe results of the study are as follows: (1) A nonlinear dynamic was identified between BMI and physical fitness indicators, with lung capacity demonstrating robust positive correlation with BMI within the intermediate range (45 th to 55 th percentiles) (β = 0.42, p < 0.001), diminishing at the extremes; (2) The 50-m sprint and standing long jump exhibited divergent correlations with BMI, with the sprint showing negative correlation at lower BMI quantiles (5 th to 25 th) and positive at higher quantiles (75 th to 95 th). Conversely, the standing long jump correlated positively within the 10 th to 30 th percentiles and negatively above the 80 th percentile; (3) Pronounced ethnic disparities were noted, particularly with Tibetan students excelling in lung capacity at elevated BMI quantiles (> 80%), showcasing a β difference of 0.15 to 0.23, p < 0.05.

conclusion(1) The correlation between Body Mass Index (BMI) and physical fitness among primary school students from ethnic minorities in Sichuan is not only nonlinear but also exhibits substantial ethnic diversity; (2) An intermediate BMI range-spanning from the 35 th to the 65 th percentiles-correlates most favorably with a broad spectrum of physical fitness indicators.

Indexed as

Body Mass IndexMinority GroupsPhysical FitnessChildChinaFemaleHumansMaleRegression AnalysisStudentsBMIBody mass indexEthnic diversityPhysical fitnessQuantile regression

Identifiers

PMID40596982
PMCPMC12220373

What Socratic holds

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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.