Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girls Article Swipe
Mehmet Gülü
,
Fatma Hilal Yağın
,
Hakan Yapıcı
,
Khadijeh Irandoust
,
Ali Ahmet Doğan
,
Morteza Taheri
,
Ewa Szura
,
Magdalena Barasinska
,
Tomasz Gabryś
·
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3389/fnut.2023.1139179
YOU?
·
· 2023
· Open Access
·
· DOI: https://doi.org/10.3389/fnut.2023.1139179
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 ( P ) = 1/(1 + exp. (− (−31.386 + sex-boy * (1.124) + [chronological age = 10] * (−7.031) + [chronological age = 11] * (−4.338) + [chronological age = 12] * (−1.677) + age * (−2.075) + weight * 0.093 + height * (−0.141) + obesity * (−2.282) + overweight * (−1.944) + healthy weight * (−0.592)))). Logistic regression model predicted maturity with 80.7% [95% CI: 77.2–84.1%] accuracy. In addition, the model had a high sensitivity value (81.7% [76.2–86.6%]), which indicates that the model can successfully distinguish adolescents with early maturation. In conclusion, sex and obesity are independent predictors of maturity, and the risk of early maturation is increased, especially in the case of obesity and in girls.
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- Type
- article
- Language
- en
- Landing Page
- https://doi.org/10.3389/fnut.2023.1139179
- https://www.frontiersin.org/articles/10.3389/fnut.2023.1139179/pdf
- OA Status
- gold
- Cited By
- 9
- References
- 52
- Related Works
- 10
- OpenAlex ID
- https://openalex.org/W4320723866
All OpenAlex metadata
Raw OpenAlex JSON
- OpenAlex ID
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https://openalex.org/W4320723866Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.3389/fnut.2023.1139179Digital Object Identifier
- Title
-
Is early or late biological maturation trigger obesity? A machine learning modeling research in Turkey boys and girlsWork title
- Type
-
articleOpenAlex work type
- Language
-
enPrimary language
- Publication year
-
2023Year of publication
- Publication date
-
2023-02-14Full publication date if available
- Authors
-
Mehmet Gülü, Fatma Hilal Yağın, Hakan Yapıcı, Khadijeh Irandoust, Ali Ahmet Doğan, Morteza Taheri, Ewa Szura, Magdalena Barasinska, Tomasz GabryśList of authors in order
- Landing page
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https://doi.org/10.3389/fnut.2023.1139179Publisher landing page
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https://www.frontiersin.org/articles/10.3389/fnut.2023.1139179/pdfDirect link to full text PDF
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YesWhether a free full text is available
- OA status
-
goldOpen access status per OpenAlex
- OA URL
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https://www.frontiersin.org/articles/10.3389/fnut.2023.1139179/pdfDirect OA link when available
- Concepts
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Obesity, Overweight, Logistic regression, Biological age, Demography, Body mass index, Medicine, Affect (linguistics), Physiology, Internal medicine, Endocrinology, Gerontology, Psychology, Communication, SociologyTop concepts (fields/topics) attached by OpenAlex
- Cited by
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9Total citation count in OpenAlex
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2025: 5, 2024: 1, 2023: 3Per-year citation counts (last 5 years)
- References (count)
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52Number of works referenced by this work
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10Other works algorithmically related by OpenAlex
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