Patent ID: 11923048
Assignee: CERNER INNOVATION, INC.
Field: Measurement (Instruments)
Classification: CPC G | IPC G

Claim 0:
1. A system operative to provide a decision support tool for diagnosing a lysosomal storage disease, the system having one or more processors configured to cause a plurality of operations comprising:
generating a lysosomal storage prediction model, wherein generating the lysosomal storage prediction model comprises:
defining inclusion-exclusion criteria, wherein the inclusion-exclusion criteria include a lysosomal storage disease;
retrieving an electronic health record (EHR) based on the inclusion-exclusion criteria;
extracting from the EHR health information for a biomarker pattern, wherein the biomarker pattern is indicative of the lysosomal storage disease;
determining a provisional kernel;
based on the provisional kernel, training a Support Vector Machine (SVM) algorithm using at least a portion of the health information for the biomarker pattern; and
determining the trained SVM is a candidate for use as the lysosomal storage prediction model;

identifying a candidate EHR;
receiving variable inputs from the candidate EHR based on the biomarker pattern;
utilizing the lysosomal storage prediction model to predict a probability of the lysosomal storage disease; and
based on the probability of the lysosomal storage disease, initiating an intervening action that includes at least a notification of the lysosomal storage disease and automatically triggering one or more EHR transactions to initiate diagnostic testing procedures.