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SYSTEM AND METHODS FOR AN ARTIFICIAL INTELLIGENCE (AI) BASED APPROACH FOR PREDICTIVE MEDICATION ADHERENCE INDEX (MAI)
SYSTEM AND METHODS FOR AN ARTIFICIAL INTELLIGENCE (AI) BASED APPROACH FOR PREDICTIVE MEDICATION ADHERENCE INDEX (MAI)
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机译:基于人工智能(AI)的预测药物依从性指数(MAI)的系统和方法
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摘要
A method for training an adherence model, the method including: extracting data for a group of individuals (510), wherein the extracted data includes demographic data (205) and clinical data (210); training a linear regression model (520) using a set of hyperparameter pairs (L1, Alpha) (515), wherein the linear regression model produces an adherence index based upon the extracted data, further including: for each hyperparameter pair (L1, Alpha) in the set of hyperparameter pairs, training the linear regression model using a training data set to produce a linear regression model for each hyperparameter pair (L1, Alpha) and calculating a performance metric R2 for the resulting model based upon a validation data set (525), wherein the training data set is a subset of the extracted data and the validation data set is a subset of the extracted data that is different from the training data set; and identifying the linear regression model with the largest performance metric R2 (530).
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