Prediction of Smartphone Addiction Among Korean Adolescents Based on Physical Activity and Mental Health: A Machine Learning Analysis Using LASSO and SHAP From the Korea Youth Risk Behavior Survey.

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Title: Prediction of Smartphone Addiction Among Korean Adolescents Based on Physical Activity and Mental Health: A Machine Learning Analysis Using LASSO and SHAP From the Korea Youth Risk Behavior Survey.
Authors: Lee, Kihyuk1, Seo, Wooin1, Jung, Se Young1,2,3 imsyjung@gmail.com
Source: Alpha Psychiatry. Feb2026, Vol. 27 Issue 1, p1-12. 12p.
Database: Academic Search Ultimate
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  Data: Prediction of Smartphone Addiction Among Korean Adolescents Based on Physical Activity and Mental Health: A Machine Learning Analysis Using LASSO and SHAP From the Korea Youth Risk Behavior Survey.
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  Data: <searchLink fieldCode="AR" term="%22Lee%2C+Kihyuk%22">Lee, Kihyuk</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Seo%2C+Wooin%22">Seo, Wooin</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AR" term="%22Jung%2C+Se+Young%22">Jung, Se Young</searchLink><relatesTo>1,2,3</relatesTo><i> imsyjung@gmail.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Alpha+Psychiatry%22">Alpha Psychiatry</searchLink>. Feb2026, Vol. 27 Issue 1, p1-12. 12p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=192283940
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        Value: 10.31083/AP46201
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      – Code: eng
        Text: English
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        PageCount: 12
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      – TitleFull: Prediction of Smartphone Addiction Among Korean Adolescents Based on Physical Activity and Mental Health: A Machine Learning Analysis Using LASSO and SHAP From the Korea Youth Risk Behavior Survey.
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            NameFull: Lee, Kihyuk
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            NameFull: Seo, Wooin
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            NameFull: Jung, Se Young
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              Text: Feb2026
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              Y: 2026
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