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Social and Behavioral Sciences Commons

Open Access. Powered by Scholars. Published by Universities.®

Oberlin

2020

Machine learning

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Full-Text Articles in Social and Behavioral Sciences

Assessing The Feasibility Of Machine Learning To Predict Chronic Pain In Adolescence, Max A. Kramer Jan 2020

Assessing The Feasibility Of Machine Learning To Predict Chronic Pain In Adolescence, Max A. Kramer

Honors Papers

"Chronic pain affects between 15 to 40% of adolescents worldwide. The impact and prevalence of chronic pain can be felt every day in terms of missed school days, strained familial relationships, and financial stress. While rehabilitation programs specifically designed for chronic pain management exist, they cannot always adapt to the idiosyncratic nature of chronic pain. Machine learning presents a framework to use diary data from individuals in pain and make predictions about the trajectories of their pain and related functioning. This study's goal is to assess the feasibility of using machine learning to predict pain and functioning by constructing, training, …