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September 24, 2025Open Access

Adolescent Smartphone Overdependence in South Korea: A Place-Stratified Evaluation of Conceptually Informed AI/ML Modeling

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Authors

AKAndrew KimULUibin LeeYCYongsung Cho

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Overview

This analysis identifies smartphone overdependence in adolescents, suggesting AI/ML can inform public health strategies.

Key Points

  • Nearly 40% of South Korean adolescents show smartphone overdependence, raising public health concerns.
  • A low-risk screening tool achieved a predictive accuracy of 81.5% using 59 features from various constructs.
  • This observational analysis revealed significant regional variation in model performance across South Korea.
  • Findings suggest the integration of conceptual frameworks with AI/ML could enhance public health policy recommendations.

Cite This Study

Kim et al. (2025) studied this question.

synapsesocial.com/papers/68d6d8ba8b2b6861e4c3ef9dhttps://doi.org/10.20944/preprints202508.0028.v2
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