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Comparing machine and deep learning models for pediatric anxiety classification using structured EHRs and area-based measures of health data.

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Title: Comparing machine and deep learning models for pediatric anxiety classification using structured EHRs and area-based measures of health data.
Authors: Lee, Eric W.1 (AUTHOR), Choo, Sanghyun1,2 (AUTHOR), Maguire, Dakotah1 (AUTHOR), Shivanna, Abhishek1,3 (AUTHOR), Santel, Daniel4 (AUTHOR), Bhatnagar, Surbhi4 (AUTHOR), Goethert, Ian3 (AUTHOR), Patterson, Kelly4 (AUTHOR), Gholap, Jay4 (AUTHOR), Hanson, Heidi A.1 (AUTHOR), Chandrashekar, Mayanka1 (AUTHOR), Ammerman, Robert T.5,6 (AUTHOR), Pestian, John P.4,6 (AUTHOR), Glauser, Tracy6,7 (AUTHOR), Brokamp, Cole6,8 (AUTHOR), Strawn, Jeffrey R.9 (AUTHOR), Kapadia, Anuj J.1 (AUTHOR) kapadiaaj@ornl.gov, Agasthya, Greeshma1,10 (AUTHOR)
Source: PLoS ONE. 5/12/2026, Vol. 21 Issue 5, p1-16. 16p.
Database: Academic Search Ultimate
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ISSN:19326203
DOI:10.1371/journal.pone.0324673