US 11,850,064 B2
System for integrating data for clinical decisions including multiple personal tracking devices
Markarit Esmailian, Encinitas, CA (US); Marcus Echols-Booth, Imperial Beach, CA (US); Muhammed Ibrahim Sezan, Carlsbad, CA (US); and Adrian Hall, Los Angeles, CA (US)
Assigned to Markarit Esmailian, Carlsbad, CA (US)
Filed by IllumeSense Inc., Carlsbad, CA (US)
Filed on Dec. 17, 2020, as Appl. No. 17/125,691.
Claims priority of provisional application 62/950,671, filed on Dec. 19, 2019.
Prior Publication US 2021/0186418 A1, Jun. 24, 2021
Int. Cl. A61B 5/00 (2006.01); G06N 20/00 (2019.01); G16H 20/90 (2018.01); A61B 5/0205 (2006.01); G16H 40/67 (2018.01)
CPC A61B 5/4848 (2013.01) [A61B 5/0205 (2013.01); A61B 5/7264 (2013.01); G06N 20/00 (2019.01); G16H 20/90 (2018.01); G16H 40/67 (2018.01)] 15 Claims
OG exemplary drawing
 
1. A method for integrating data for a clinical decision comprising:
(a) receiving first data, comprised of a first set of data points, over time that is provided to said system as a result of detecting by a first personal tracking device of a user;
(b) receiving second data, comprised of a second set of data points, over time that is provided to said system as a result of detecting by a second personal tracking device of said user, where said first personal tracking device is different than said second personal tracking device;
(c) fusing said received first and second data, said fusing comprising leveraging redundancies in said received first and second data to improve accuracy of subsequent analysis;
(d) identifying changes in said fused first and second data over time;
(e) inferring from said changes in said fused first and second data, changes in said user's behavior patterns;
(f) determining, over time and by use of a data filtering and synthesis engine, which of said first and second data and which data points therein explain or appear to explain said changes in said user's behavior patterns; and
(g) providing, based at least in part on said determining, at least one of predictions, insights, and/or suggestions informing said clinical decision.