The Postdoctoral Associate will conduct independent research activities under the guidance of a faculty mentor in preparation for a full-time academic or research career. The individual will work primarily on the Duke Predictive Model of Adolescent Mental Health (Duke-PMA) study, a multi-site NIH-funded project that leverages artificial intelligence to predict risks of adolescent mental illness and to improve early detection and prevention strategies in primary care settings. This study aims to enhance, deploy, and rigorously validate the Duke Predictive Model of Adolescent Mental Health (Duke-PMA), a neural network-based tool designed to identify youth at high risk for psychiatric illness using low-cost, accessible clinical and behavioral measures. The overarching objective is to address the urgent need for accurate, individualized mental health prediction tools-particularly in rural and under-served communities where access to psychiatric services is limited.