Patent ID: 11864925
Assignee: UNITEDHEALTH GROUP INCORPORATED
Field: Medical technology (Instruments)
Classification: CPC A  G | IPC A  G

Claim 8:
9. An apparatus comprising one or more processors and at least one memory including program code, the at least one memory and the program code configured to, with the one or more processors, cause the apparatus to at least:
identify observed breathing pattern sensory data for a monitored individual;
determine an observed inspiration-expiration waveform pattern based at least in part on the observed breathing pattern sensory data;
generate, utilizing a splinting activity detection machine learning model, a predicted interruption score for the observed breathing pattern sensory data, wherein: the predicted interruption score (i) is generated based at least in part on the observed inspiration-expiration waveform pattern and one or more expected inspiration-expiration waveform patterns, and (ii) represents a likelihood that the observed inspiration-expiration waveform pattern represents splinting activity; and
initiate the performance of one or more prediction-based actions based at least in part on the predicted interruption score.