SYSTEM AND METHOD FOR PROVIDING MODEL-BASED PREDICTIONS OF QUALITY OF LIFE IMPLICATIONS OF A TREATMENT VIA INDIVIDUAL-SPECIFIC MACHINE LEARNING MODELS

摘要

The present disclosure pertains to a system for providing model-based predictions of quality of life implications of a treatment via individual-specific machine learning models. In some embodiments, the system (i) obtains social media information related to an individuals social media activities, the individual awaiting prescription of a predetermined treatment; (ii) performs one or more queries to obtain health and social media information associated with similar individuals having (a) similar social media activities and (b) a record of receiving the predetermined treatment; (iii) provides the health and social media information associated with the similar individuals to a machine learning model to train the machine learning model; and (iv) provides the social media information associated with the individual to the machine learning model to predict (a) a likelihood of the one or more health states and (b) an estimated importance of each of the one or more health states for the individual.