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SYSTEM AND METHOD FOR PROVIDING MODEL-BASED PREDICTIONS OF QUALITY OF LIFE IMPLICATIONS OF A TREATMENT VIA INDIVIDUAL-SPECIFIC MACHINE LEARNING MODELS
SYSTEM AND METHOD FOR PROVIDING MODEL-BASED PREDICTIONS OF QUALITY OF LIFE IMPLICATIONS OF A TREATMENT VIA INDIVIDUAL-SPECIFIC MACHINE LEARNING MODELS
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机译:通过单独的机器学习模型提供基于模型的寿命含义的模型预测的系统和方法
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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 individual's 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.
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