| CPC G16H 50/20 (2018.01) [A61B 5/441 (2013.01)] | 18 Claims |

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1. A computer-implemented method of improving treatment outcomes, the method comprising:
measuring, by a computing system, at least one skin condition for a subject to obtain a first measurement;
receiving, by the computing system, a plurality of types of omics data for the subject;
for each type of omics data, using, by the computing system, at least one classifier associated with the type of omics data to determine whether the subject is in at least one responder category by providing the type of omics data as input to the at least one classifier, wherein the responder category indicates whether the subject is predicted to respond to a particular skincare product ingredient associated with the responder category;
predicting, by the computing system, treatment outcomes for the at least one skin condition for the subject for a plurality of treatments based on the at least one responder category using stored data indicating how a given skincare treatment will affect a given clinical sign of aging for subjects in the at least one responder category;
determining, by the computing system, a skincare regimen based on the predicted treatment outcomes;
measuring, by the computing system, the at least one skin condition for the subject after application of the skincare regimen to obtain a second measurement; and
updating, by the computing system, the at least one classifier based on a difference between the first measurement and the second measurement.
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