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Identifying Adolescent Depression and Anxiety Through Real-World Data and Social Determinants of Health: Machine Learning Model Development and Validation

Identifying Adolescent Depression and Anxiety Through Real-World Data and Social Determinants of Health: Machine Learning Model Development and Validation

The inclusion of variables such as prophylactic vaccinations and inoculations and “routine chest X-ray suggests a potential relationship between health care utilization and mental health outcomes, possibly reflecting access to health care services. Additionally, neurodevelopmental disorders showed a strong impact on mental health predictions, emphasizing the need to address comorbidities in this population.

Mamoun T Mardini, Georges E Khalil, Chen Bai, Aparna Menon DivaKaran, Jessica M Ray

JMIR Ment Health 2025;12:e66665