Abstract: Mechanisms are provided for modifying a patient care plan or care provider workflow based on a patient risk assessment. The mechanisms analyze a patient medical record in a patient registry to identify at least one clinical measure for a corresponding patient and calculate a risk assessment value based on the at least one clinical measure value. The risk assessment value indicates a risk level for development of a medical condition or the occurrence of a medical event. The mechanisms select at least one of an action item or work flow to be performed to mitigate the risk level indicated by the risk assessment value based on the risk assessment value and a category of the risk assessment value. The mechanisms perform one or more operations for causing the action item to be performed or for performing the work flow.

Abstract: Mechanisms are provided for modifying a patient care plan or care provider workflow based on a patient risk assessment. The mechanisms analyze a patient medical record in a patient registry to identify at least one clinical measure for a corresponding patient and calculate a risk assessment value based on the at least one clinical measure value. The risk assessment value indicates a risk level for development of a medical condition or the occurrence of a medical event. The mechanisms select at least one of an action item or work flow to be performed to mitigate the risk level indicated by the risk assessment value based on the risk assessment value and a category of the risk assessment value. The mechanisms perform one or more operations for causing the action item to be performed or for performing the work flow.

Abstract: Mechanisms are provided for modifying a patient care plan or care provider workflow based on a patient risk assessment. The mechanisms analyze a patient medical record in a patient registry to identify at least one clinical measure for a corresponding patient and calculate a risk assessment value based on the at least one clinical measure value. The risk assessment value indicates a risk level for development of a medical condition or the occurrence of a medical event. The mechanisms select at least one of an action item or work flow to be performed to mitigate the risk level indicated by the risk assessment value based on the risk assessment value and a category of the risk assessment value. The mechanisms perform one or more operations for causing the action item to be performed or for performing the work flow.

Abstract: Mechanisms are provided for stratifying risk of a patient population. The mechanisms receive patient information for a plurality of patients in the patient population and perform a machine learning operation to train a risk scoring algorithm for scoring a risk of adverse conditions for the patient population using the patient information. The mechanisms determine, for each patient in the patient population, a risk score based on an application of the risk scoring algorithm to patient information for the patient. The mechanisms classify each patient into a risk classification category, in a plurality of risk classifications categories, based on a risk score generated by the application of the risk scoring algorithm to the patient information for the patient. The mechanisms generate an output indicating membership of patients in the plurality of risk classification categories.