Patent ID: 11935652
Assignee: VERILY LIFE SCIENCES LLC
Field: Medical technology (Instruments)
Classification: CPC G | IPC G

Claim 11:
12. A computer-implemented method, comprising:
accessing a latent space mapping usable for encoding data from a plurality of dimensions of an input space into a set of dimensions in a latent space, wherein the set of dimensions in the latent space is fewer than the plurality of dimensions of the input space, the latent space mapping being associated with baseline physiological data of one or more subjects in a baseline timeframe, wherein the baseline physiological data in the baseline timeframe is associated with a health condition prior to change, wherein the baseline physiological data includes data across the plurality of dimensions in the input space, and wherein the set of dimensions of the latent space is usable to differentiate one or more features associated with the one or more subjects;
accessing query physiological data of a subject, wherein the query physiological data is associated with a time outside of the baseline timeframe, and wherein the query physiological data includes data across at least some of the plurality of dimensions of the input space;
using the latent space mapping to encode the query physiological data into the latent space, wherein encoding the query physiological data into the latent space results in a representation in the latent space associated with the query physiological data;
using the latent space mapping to decode the representation in the latent space into reconstructed data in the input space; detecting an anomaly associated with a change in the health condition of the subject using the reconstructed data in the input space; and
generating an inference about a parallel variable based on the detected anomaly, wherein the parallel variable is different than the health condition and has an impact on the health condition of the subject.