Keywords: Adolescents, Body, Body compositionThis study is embedded in the Generation R Study, a population-based prospective cohort study in the Netherlands. At 13 years, whole-body Dixon MRI was performed. A previously presented Competitive Dense Fully Convolutional Network (CDFNet) was retrained and used to quantify the abdominal subcutaneous and visceral fat. We found a higher physical activity and lower screen time are associated with lower levels of MRI-based abdominal visceral obesity in adolescents. Therefore, promoting physical activity and reducing screen time should be one of the goals of lifestyle intervention programs for tackling the childhood obesity.
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