Method and device for early signal attenuation detection using blood glucose measurements
Methods and devices to detect analyte in body fluid are provided. Embodiments include receiving one or more analyte sensor data, receiving a reference measurement value associated with an analyte level, determining a sensitivity parameter based on the received one or more analyte sensor data and the reference measurement value, performing a probability analysis based on prior analyte sensor data to determine presence of signal attenuation, and generating an output value based on the probability analysis.
1. A method, comprising:
receiving one or more analyte sensor data from an analyte sensor in fluid contact with interstitial fluid under a skin layer;
receiving a reference measurement value associated with an analyte level;
determining a sensitivity parameter based on the received one or more analyte sensor data and the reference measurement value;
performing a probability analysis based on prior analyte sensor data to determine presence of signal attenuation, the probability analysis including comparing the determined sensitivity parameter to a probability distribution function that provides a likelihood of the analyte sensor with the determined sensitivity parameter in signal attenuation condition; and
generating an output value based on the probability analysis.
2. The method of claim 1 wherein performing the probability analysis includes determining a sensor signal attenuation profile based on the prior analyte sensor data.
3. The method of claim 2 wherein the sensor signal attenuation profile includes a value determined at least in part by a sensor calibration schedule.
4. The method of claim 1 wherein the prior analyte sensor data includes data associated with monitored analyte level over a predetermined time period.
5. The method of claim 1 wherein performing a probability analysis includes determining the presence or the absence of signal attenuation based at least in part on the sensitivity parameter.
6. The method of claim 5 wherein the determining includes retrieving one or more parameters associated with signal attenuation associated with the sensitivity parameter.
7. The method of claim 1 including comparing the output value to a predetermined threshold level.
8. The method of claim 7 including determining the presence of signal attenuation condition for the analyte sensor based on the comparison.
9. The method of claim 7 wherein the predetermined threshold level is adjustable.
10. The method of claim 1 wherein performing the probability analysis includes applying a predetermined probability function to the sensitivity parameter.
11. The method of claim 1 including calibrating the received one or more analyte sensor data based at least in part on the determined sensitivity parameter.
12. The method of claim 11 including displaying the calibrated one or more analyte sensor data.
13. An apparatus, comprising:
a data communication interface;
one or more processors operatively coupled to the data communication interface; and
a memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to receive one or more analyte sensor data from an analyte sensor in fluid contact with interstitial fluid under a skin layer, receive a reference measurement value associated with an analyte level, determine a sensitivity parameter based on the received one or more analyte sensor data and the reference measurement value, perform a probability analysis based on prior analyte sensor data to determine presence of signal attenuation, the probability analysis including comparison of the determined sensitivity parameter to a probability distribution function that provides a likelihood of the analyte sensor with the determined sensitivity parameter in signal attenuation condition, and generate an output value based on the probability analysis.
14. The apparatus of claim 13 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to determine a sensor signal attenuation profile based on the prior analyte sensor data.
15. The apparatus of claim 14 wherein the sensor signal attenuation profile includes a value determined at least in part by a sensor calibration schedule.
16. The apparatus of claim 13 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to determine the presence or the absence of signal attenuation based at least in part on the sensitivity parameter.
17. The apparatus of claim 16 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to retrieve one or more parameters associated with signal attenuation associated with the sensitivity parameter.
18. The apparatus of claim 17 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to compare the output value to a predetermined threshold level.
19. The apparatus of claim 18 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to determine the presence of signal attenuation condition for the analyte sensor based on the comparison.
20. The apparatus of claim 18 wherein the predetermined threshold level is adjustable.
21. The apparatus of claim 13 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to apply a predetermined probability function to the sensitivity parameter.
22. The apparatus of claim 13 wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to calibrate the received one or more analyte sensor data based at least in part on the determined sensitivity parameter.
23. The apparatus of claim 13 including an output unit operatively coupled to the one or more processors, wherein the memory for storing instructions which, when executed by the one or more processors, causes the one or more processors to output the calibrated one or more analyte sensor data.
24. One or more storage devices having processor readable code embodied thereon, said processor readable code for programming one or more processors to identify presence of signal attenuation condition, comprising:
receiving one or more analyte sensor data from an analyte sensor in fluid contact with interstitial fluid under a skin layer;
receiving a reference measurement value associated with an analyte level;
determining a sensitivity parameter based on the received one or more analyte sensor data and the reference measurement value;
performing a probability analysis based on prior analyte sensor data to determine presence of signal attenuation, the probability analysis including comparing the determined sensitivity parameter to a probability distribution function that provides a likelihood of the analyte sensor with the determined sensitivity parameter in signal attenuation condition; and
generating an output value based on the probability analysis.