ArticleFrontiers in nutrition2023
Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls.
Article in Frontiers in nutrition, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.
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Who cites it
5 citing papers in PubMed, 10 citations in OpenAlex.
- Implications of pubertal stage in cardiometabolic risk factors in obese adolescents: a network analysis.BMC pediatrics · 2025Article
- The relationship between child overweight/obesity and respiratory muscle strength and lung function considering sex, age, and maturity offset status.BMC pediatrics · 2025Article
- A lifestyle-based prediction model for obesity in Chinese adolescent students.Frontiers in sports and active living · 2025Article
- Comparative effectiveness of 10-week equipment-based pilates and diaphragmatic breathing exercise on heart rate variability and pulmonary function in young adult healthy women with normal BMI - a quasi-experimental study.BMC sports science, medicine & rehabilitation · 2023Article
- A Deep Learning Neural Network to Classify Obesity Risk in Portuguese Adolescents Based on Physical Fitness Levels and Body Mass Index Percentiles: Insights for National Health Policies.Behavioral sciences (Basel, Switzerland) · 2023Article
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Authors and funding
9 authors at 7 institutions in 4 countries.
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Abstract
Biological maturation status can affect individual differences, sex, height, body fat, and body weight in adolescents and thus may be associated with obesity. The primary aim of this study was to examine the relationship between biological maturation and obesity. Overall, 1,328 adolescents (792 boys and 536 girls) aged 12.00 ± 0.94-12.21 ± 0.99 years, respectively (measured for body mass, body stature, sitting stature). Body weights were deter-mined with Tanita body analysis system and adolescent obesity status was calculated according to the WHO classification. Biological maturation was determined according to the somatic maturation method. Our results showed that boys mature 3.077-fold later than girls. Obesity was an increasing effect on early maturation. It was determined that being obese, overweight and healthy-weight increased the risk of early maturation 9.80, 6.99 and 1.81-fold, respectively. The equation of the model predicting maturation is: Logit (
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