SYSTEM AND METHODS FOR CONTINUOUSLY ASSESSING PERFORMANCE OF PREDICTIVE ANALYTICS IN A CLINICAL DECISION SUPPORT SYSTEM
A method determines an internal state variable. The method receives patient data and a model of an internal state variable. The internal state variable is calculated using the patient data and the model of the internal state variable. Gold standard data corresponding to the internal state variable is received. A statistical performance assessment of the model of the internal state variable is performed. The method determines whether a performance of the model of the internal state variable is above a prescribed threshold. A source of inconsistent data negatively impacting the performance of the model of the internal state variable is determined.
1 . A method of determining an internal state variable, the method comprising:
receiving patient data and a model of an internal state variable;
determining the internal state variable using the patient data and the model of the internal state variable;
receiving gold standard data corresponding to the internal state variable;
performing a statistical performance assessment of the model of the internal state variable;
determining whether a performance of the model of the internal state variable is above a prescribed performance threshold; and
determining a source of inconsistent data negatively impacting the performance of the model of the internal state variable.
2 . The method as defined by claim 1 , further comprising:
generating a list of potential associated error conditions causing the inconsistent data from the source.
3 . The method as defined by claim 1 , further comprising:
taking corrective action to reduce an error condition causing the inconsistent data from the source.
4 . The method as defined by claim 3 , further comprising:
repeating the steps of claim 1 after taking the corrective action.
5 . The method as defined by claim 1 , wherein the model of the internal state variable is based on retrospective data.
6 . The method as defined by claim 1 , wherein the internal state variable is a particular health event.
7 . The method as defined by claim 1 , wherein the internal state variable is a particular patient variable.
8 . The method as defined by claim 1 , wherein the internal state variable is a hidden internal state variable.
9 . The method as defined by claim 1 , wherein the source of error is a patient characteristic.
10 . The method as defined by claim 1 , wherein the source of error is a patient characteristic when used with a particular sensor.
11 . A system for determining an internal state variable, the system comprising:
a risk based patient monitoring engine configured to calculate an internal state variable using patient data and a model of the internal state variable for a patient;
a retrospective database having gold standard data corresponding to the internal state variable;
a performance assessor configured to:
perform a statistical performance assessment of the model of the internal state variable;
determine whether a performance of the model of the internal state variable is above a prescribed threshold; and
determine a source of inconsistent data negatively impacting the performance of the model of the internal state variable.
12 . The system as defined by claim 11 , further comprising:
an error source identifier configured to generate a list of potential associated error conditions causing the inconsistent data from the source.
13 . The system as defined by claim 11 , further comprising:
a notification module configured to report that the performance of the model is below the prescribed threshold, the notification module further configured to report corrective actions that reduce an error condition causing the inconsistent data from the source.
14 . The system as defined by claim 11 , wherein the internal state variable is a particular health event.
15 . The system as defined by claim 11 , wherein the internal state variable is a particular patient biomarker.
16 . The system as defined by claim 11 , wherein the internal state variable is a hidden internal state variable.
17 . The system as defined by claim 13 , further comprising a display that displays the notification.
18 . A computer program product for use on a computer system for determining an internal state variable, the computer program product comprising a tangible, non-transient computer usable medium having computer readable program code thereon, the computer readable program code comprising:
program code for receiving patient data and a model of an internal state variable;
program code for calculating the internal state variable using the patient data and the model of the internal state variable;
program code for receiving gold standard data corresponding to the internal state variable;
program code for performing a statistical performance assessment of the model of the internal state variable;
program code for determining whether a performance of the model of the internal state variable is above a prescribed threshold; and
program code for determining a source of inconsistent data negatively impacting the performance of the model of the internal state variable.
19 . The computer program product of claim 18 , further comprising:
program code for generating a list of potential associated error conditions causing the inconsistent data from the source.
20 . The computer program product of claim 18 , further comprising:
program code for taking corrective action to reduce an error condition causing the inconsistent data from the source.