Patent ID: 11868902
Assignee: OPTUM, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 16:
17. At least one non-transitory computer-readable storage medium having computer-readable program code portions stored therein, the computer-readable program code portions configured to:
generate, using a plurality of feature extraction threads, shared evidentiary data, wherein generating the shared evidentiary data comprises:
identifying one or more structured feature extraction threads of the plurality of feature extraction threads and one or more unstructured feature extraction threads of the plurality of feature extraction threads;
causing each structured feature extraction thread of the one or more structured feature extraction threads to extract corresponding per-source retrieved feature data from a corresponding structured data source of one or more structured data sources that is associated with the structured feature extraction thread;
causing each unstructured feature extraction thread of the one or more unstructured feature extraction threads to (i) extract corresponding per-source unstructured feature data from a corresponding unstructured data source of one or more unstructured data sources that is associated with the unstructured feature extraction thread, and (ii) generate per-source engineered feature data for the unstructured feature extraction thread based at least in part on the corresponding per-source unstructured feature data for the unstructured feature extraction thread; and
generating shared evidentiary data by aggregating each per-source retrieved feature data extracted by a structured feature extraction thread and each per-source engineered feature data generated by an unstructured feature extraction thread;

generate, based at least in part on a selected shared evidentiary data subset of the shared evidentiary data that correspond to one or more selected nodes of a shared decision tree data object, refined evidentiary data;
generate an evaluation output and an explanation output based at least in part on the refined evidentiary data and the shared decision tree data object; and
provide, for display via a user interface, at least a portion of the evaluation output comprising user interface data indicative of the evaluation output and the explanation output.