Patent ID: 11954602
Assignee: OPTUM, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 4:
5. The computer-implemented method of claim 2, wherein the offline phase comprises determining to adopt a trained hybrid-input predictive model as the hybrid-input predictive model by:
identifying one or more testing predictive entities, wherein a testing entity of the one or more testing entities is associated with (a) a first subset of one or more testing text data objects and (b) a second subset of one or more testing structured data objects;
determining a measure of testing deviation between (a) an inferred predictive output for the testing entity and (b) a ground-truth predictive output for the testing entity, wherein the inferred predictive output for the testing entity is determined by processing the first subset and the second subset using hybrid-input predictive model;
determining a validation score for the trained hybrid-input predictive model based at least in part on the measure of testing deviation; and
determining to adopt the trained hybrid-input predictive model as the hybrid-input predictive model based at least in part on the validation score.