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Cordeiro, J., Mosca, S., Correia-Costa, A., Ferreira, C., Pimenta, J., Correia-Costa, L....Postolache, O. (2023). The association between childhood obesity and cardiovascular changes in 10 years using special data science analysis. Children. 10 (10)

J. F. Cordeiro et al.,  "The association between childhood obesity and cardiovascular changes in 10 years using special data science analysis", in Children, vol. 10, no. 10, 2023

@article{cordeiro2023_1783426395699,
	author = "Cordeiro, J. and Mosca, S. and Correia-Costa, A. and Ferreira, C. and Pimenta, J. and Correia-Costa, L. and Barros, H. and Postolache, O.",
	title = "The association between childhood obesity and cardiovascular changes in 10 years using special data science analysis",
	journal = "Children",
	year = "2023",
	volume = "10",
	number = "10",
	doi = "10.3390/children10101655",
	url = "https://www.mdpi.com/2227-9067/10/10/1655"
}

TY  - JOUR
TI  - The association between childhood obesity and cardiovascular changes in 10 years using special data science analysis
T2  - Children
VL  - 10
IS  - 10
AU  - Cordeiro, J.
AU  - Mosca, S.
AU  - Correia-Costa, A.
AU  - Ferreira, C.
AU  - Pimenta, J.
AU  - Correia-Costa, L.
AU  - Barros, H.
AU  - Postolache, O.
PY  - 2023
SN  - 2227-9067
DO  - 10.3390/children10101655
UR  - https://www.mdpi.com/2227-9067/10/10/1655
AB  - The increasing prevalence of overweight and obesity is a worldwide problem, with several well-known consequences that might start to develop early in life during childhood. The present research based on data from children that have been followed since birth in a previously established cohort study (Generation XXI, Porto, Portugal), taking advantage of State-of-the-Art (SoA) data science techniques and methods, including Neural Architecture Search (NAS), explainable Artificial Intelligence (XAI), and Deep Learning (DL), aimed to explore the hidden value of data, namely on electrocardiogram (ECG) records performed during follow-up visits. The combination of these techniques allowed us to clarify subtle cardiovascular changes already present at 10 years of age, which are evident from ECG analysis and probably induced by the presence of obesity. The proposed novel combination of new methodologies and techniques is discussed, as well as their applicability in other health domains.
ER  -