Patent ID: 11915151
Assignee: ZOE LIMITED
Field: Medical technology (Instruments)
Classification: CPC G | IPC G

Claim 14:
15. A non-transitory computer-readable storage medium having computer-executable instructions stored thereupon which, when executed by a computer, cause the computer to:
receive test data associated with performance of one or more tests in a non-clinical setting, wherein the one or more tests is associated with an identification of one or more nutritional responses and the test data comprises one or more of:
food data indicating one or more foods consumed by an individual to evoke a nutritional response,
biome data associated with the individual,
device test data captured by one or more electronic devices configured to measure one or more biological markers, or
lab test data provided to one or more labs for analysis;
determine an accuracy of the test data utilizing a first machine learning mechanism;
generate one or more quality indications for the test data utilizing the first machine learning mechanism wherein generating the indication of quality further comprises:
generating a food data score that provides an indication of a quality of food data received;
generating a biome data score that provides an indication of a quality of biome data associated with an individual associated with the test data;
generating a device test data score that provides an indication of a quality of device test data captured by an electronic device, and
generating a lab test data score that provides an indication of a quality of lab test data; and
cause, based at least in part on the accuracy of the test data and the one or more quality indications, an adjustment to a second machine learning mechanism which uses the test data as an input, wherein adjusting the second machine learning mechanism further comprises adjusting a weighting associated with the second learning mechanism based at least in part on the accuracy of the test data.