IDENTIFYING AND RANKING INDIVIDUAL-LEVEL RISK FACTORS USING PERSONALIZED PREDICTIVE MODELS

摘要

PROBLEM TO BE SOLVED: To provide a method of identifying individual-level risk factors.;SOLUTION: The method comprises identifying a set of global risk factors for a risk target from population data, and identifying, on the basis of the set of global risk factors, members from the population data having at least one clinical trait within a predetermined range of at least one clinical trait of an individual of interest. The method comprises training a personalized predictive model for the risk target on the basis of the set of global risk factors and the members from the population data having at least one clinical trait within the predetermined range. The method comprises determining, on the basis of a relevancy assessment of each of the set of global risk factors for the individual of interest, a subset of the set of global risk factors, where the subset comprises a set of individual risk factors for the individual of interest.;SELECTED DRAWING: Figure 2;COPYRIGHT: (C)2017,JPO&INPIT