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

Claim 8:
9. A system comprising one or more processors and at least one memory including program code, the at least one memory and the program code configured to, with the one or more processors, cause the system to at least:
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 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 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.