US 12,154,675 B2
System and method for modifying a nutrition requirement
Kenneth Neumann, Lakewood, CO (US)
Assigned to KPN INNOVATIONS, LLC., Lakewood, CO (US)
Filed by KPN INNOVATIONS, LLC., Lakewood, CO (US)
Filed on Jun. 6, 2022, as Appl. No. 17/833,742.
Application 17/833,742 is a continuation of application No. 17/087,700, filed on Nov. 3, 2020, granted, now 11,393,572.
Prior Publication US 2022/0301684 A1, Sep. 22, 2022
This patent is subject to a terminal disclaimer.
Int. Cl. G16H 20/60 (2018.01); A61B 5/00 (2006.01); G16H 10/20 (2018.01); G16H 10/60 (2018.01); G16H 50/20 (2018.01); G16H 50/30 (2018.01); G16H 50/70 (2018.01)
CPC G16H 20/60 (2018.01) [A61B 5/4866 (2013.01); A61B 5/7246 (2013.01); A61B 5/7267 (2013.01); G16H 10/20 (2018.01); G16H 10/60 (2018.01); G16H 50/20 (2018.01); G16H 50/30 (2018.01); G16H 50/70 (2018.01)] 16 Claims
OG exemplary drawing
 
1. A system for presenting an ailment from a modified nourishment scheme, the system comprising a computing device, the computing device configured to:
identify a nutrition requirement for a user;
receive, from a monitoring device, a monitoring element;
generate a modified nutrition requirement as a function of the monitoring element utilizing a modification machine learning model and further comprising:
receiving modification training data, wherein the modification training data correlates at least a monitoring element to a nutrition outcome;
training, iteratively, the modification machine-learning model using the modification training data, wherein training the modification machine-learning model includes retraining the modification machine-learning model with feedback from previous iterations of the modification machine-learning model; and
generating the modified nutrition requirement as a function of the monitoring element using the trained modification machine-learning model; and
identify an ailment that fulfills the modified nutrition requirement, wherein identifying the ailment comprises:
determining a nourishment value corresponding to the modified nutrition requirement;
creating a distance metric from the nourishment value to each ailment of a plurality of ailments; and
selecting at least an ailment as a function of a minimal distance metric calculation.