Patent ID: 11967433
Assignee: MEDAMERICA DATA SERVICES, LLC
Field: Medical technology (Instruments)
Classification: CPC G | IPC G

Claim 7:
8. A system for estimating, in real-time or near-real-time, a risk of acute coronary syndrome in at least one patient, the system comprising:
at least one health system server comprising at least one electronic medical records (EMR) database;
a plurality of data servers comprising:
at least one batch server connected to one or more databases, extracting updated batch information at a pre-defined time interval for one or more past patients from the at least one electronic medical records (EMR) database into one or more databases operably connected to a machine learning model, and
at least one real-time server connected to the one or more databases, receiving streams of real-time or near real-time clinical administrative data, wherein at least one stream of real-time clinical administrative data is associated with the at least one patient in a current medical encounter, wherein the at least one stream of real-time clinical administrative data is parsed in real-time or near real-time to identify and extract specified EMR data comprising patient clinical data obtained during the current medical encounter;

a modeling server calculating a risk level for the one or more past patients in the one or more databases using the machine learning model wherein the risk level for the one or more past patients is calculated using one or more medical feature coefficients obtained from the machine learning model, and predicting, in real-time or near-real-time, the risk of acute coronary syndrome in the at least one patient in a current medical encounter, wherein a risk prediction value is estimated by applying a linear model, different from the machine learning model, to one or more of the medical feature coefficients obtained from the machine learning model and to the specified real-time EMR data, to adjust the calculated risk level for the at least one patient; and
a business integration server configuring and transmitting a display of the risk prediction of acute coronary syndrome, the risk prediction based on the risk prediction value and comprising a recommendation to admit or discharge the at least one patient into or from the medical facility.