Patent ID: 11922124
Assignee: OPTUM SERVICES (IRELAND) LIMITED
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 8:
9. A computer-implemented method comprising:
generating, by one or more processors, a code dataset comprising a plurality of codes associated with an entity, wherein each code of the plurality of codes is associated with (i) code description metadata including a textual description of the respective code and (ii) code relation metadata describing one or more relationships between the plurality of codes;
generating, by the one or more processors and by processing the code description metadata for each code of the plurality of codes using a semantic machine learning model, a plurality of semantic feature vectors associated with a semantic feature space based at least in part on the code description metadata, wherein: (i) the plurality of semantic feature vectors comprises a semantic feature vector for each code of the plurality of codes, and (ii) each semantic feature vector that is associated with the code comprises numeric representations of one or more phrases used in the textual description for the code;
generating, by the one or more processors and by processing the code relation metadata using a structural machine learning model, a plurality of structural feature vectors associated with a structural feature space based at least in part on the code relation metadata, wherein: (i) the structural feature space comprises a plurality of structural feature nodes associated with the plurality of codes, and (ii) proximities between the plurality of structural feature nodes are based at least in part on the one or more relationships described in the code relation metadata; and
generating, by the one or more processors, a plurality of multi-paradigm feature vectors based at least in part on the plurality of semantic feature vectors and the plurality of structural feature vectors, wherein the plurality of multi-paradigm feature vectors is processed, by a prediction model, to generate a prediction that initiates a performance of one or more actions based at least in part on the prediction.