Systems and methods for generating an immune protocol for identifying and reversing immune disease
A system for generating an immune protocol for identifying and reversing immune disease is presented. The system comprising a computing device configured to receive at least an immune biomarker from a graphical user interface, determine a current immunological state of the user including an immune dysfunction as a function of the immune biomarker and an immune profile, assign an immune category to the immune profile as a function of the current immunological state, identify an effect on the immune profile for each nutritional element of a plurality of nutritional elements, determine at least a nutritional element that contributes to the immune category as a function of an immune machine-learning model and the nutritional input, identify a plurality of protocol elements, wherein each protocol element contains at least a nutrient amount intended to address the immunological dysfunction, and generate an immune protocol as a function of the plurality of protocol elements.
1. A system for generating an immune protocol for identifying and reversing immune disease, the system comprising:
a computing device, wherein the computing device is configured to:
receive at least an immune biomarker from a graphical user interface;
assign an immune category as a function of the immune biomarker;
identify an effect on an immune profile for each nutritional element of a plurality of nutritional elements, wherein the plurality of nutrition elements have been consumed by the user and the identification includes:
receiving a nutritional input from the graphical user interface;
retrieving a plurality of predicted effects of the plurality of nutrient amounts on the immune profile as a function of the nutritional input; and
calculating an effect of the nutritional input on the immune profile;
determine at least a nutritional element that contributes to the immune category as a function of an immune machine-learning model and the nutritional input;
identify a plurality of protocol elements, wherein each protocol element contains at least a nutrient amount intended to address the immunological dysfunction; and
generate an immune protocol as a function of the plurality of protocol elements.
2. The system of claim 1 , wherein the immune biomarker includes at least a test result relating to a current immunological state of the user.
3. The system of claim 1 , wherein the immune profile includes a determination of a current immunological state of the user.
4. The system of claim 1 , wherein the immune category includes tissue type classification.
5. The system of claim 1 , wherein assigning an immune category includes assigning the immune category as a function of an immune classification machine learning process.
6. The system of claim 1 , wherein the computing device is further configured to determine an elimination plan as a function of the at least a nutritional element.
7. The system of claim 6 , wherein determining the elimination plan includes determining if a change in the immune category arises from adding a nutrient to the nutritional input.
8. The system of claim 6 , wherein determining the elimination plan includes calculating an immune index.
9. The system of claim 6 , wherein the computing device is further configured to:
identify a frequency associated with the at least a nutrition element; and
create a reintroduction phase as a function of the elimination plan.
10. The system of claim 1 , wherein the immune protocol comprises the nutrient amounts and the plurality of protocol elements organized according to constraints in an elimination plan and a reintroduction phase.
11. A method for generating an immune protocol for identifying and reversing immune disease, the method comprising:
receiving, at a computing device, at least an immune biomarker from a graphical user interface;
assigning, at a computing device, an immune category as a function of the immune biomarker;
identifying, at a computing device, an effect on an immune profile for each nutritional element of a plurality of nutritional elements, wherein the plurality of nutrition elements have been consumed by the user and the identification includes:
receiving a nutritional input from the graphical user interface;
retrieving a plurality of predicted effects of the plurality of nutrient amounts on the immune profile as a function of the nutritional input; and
calculating an effect of the nutritional input on the immune profile;
determining, at a computing device, at least a nutritional element that contributes to the immune category as a function of an immune machine-learning model and the nutritional input;
identifying, at a computing device, a plurality of protocol elements, wherein each protocol element contains at least a nutrient amount intended to address the immunological dysfunction; and
generating, at a computing device, an immune protocol as a function of the plurality of protocol elements.
12. The method of claim 11 , wherein the immune biomarker includes at least a test result relating to a current immunological state of the user.
13. The method of claim 11 , wherein the immune profile includes a determination of a current immunological state of the user.
14. The method of claim 11 , wherein the immune category includes tissue type classification.
15. The method of claim 11 , wherein assigning an immune category includes assigning the immune category as a function of an immune classification machine learning process.
16. The method of claim 11 , wherein the computing device is further configured to determine an elimination plan as a function of the at least a nutritional element.
17. The method of claim 16 , wherein determining the elimination plan includes determining if a change in the immune category arises from adding a nutrient to the nutritional input.
18. The method of claim 16 , wherein determining the elimination plan includes calculating an immune index.
19. The method of claim 16 , wherein the computing device is further configured to:
identify a frequency associated with the at least a nutrition element; and
create a reintroduction phase as a function of the elimination plan.
20. The method of claim 11 , wherein the immune protocol comprises the nutrient amounts and the plurality of protocol elements organized according to constraints in an elimination plan and a reintroduction phase.