Patent ID: 11958488
Assignee: BLUEOWL, LLC
Field: Medical technology (Instruments)
Classification: CPC B  A  G | IPC B  G

Claim 16:
17. A non-transitory computer-readable medium storing instructions for implementing a machine learning model to predict driving risk exposure based at least in part upon acquired light exposure patterns, wherein the instructions, when executed by one or more processors, cause the one or more processors to:
receive one or more sets of first data indicative of one or more light exposure patterns;
receive one or more sets of second data indicative of one or more driving patterns;
utilize the one or more sets of first data and the one or more sets of second data as training data for a machine learning (ML) model to train the ML model to discover one or more relationships between the one or more light exposure patterns and the one or more driving patterns, wherein the one or more relationships include a relationship representing a correlation between a given light exposure pattern and a high-risk driving pattern;
analyze, via the ML model, a particular set of data collected by a smart ring by:
determining that the particular set of data represents a particular light exposure pattern corresponding to the given light exposure pattern correlated with the high-risk driving pattern; and
predicting, based at least in part upon the ML model, a level of risk exposure for the user during driving; and

generate a notification to alert the user of the level of risk exposure.