System, method and device for predicting an outcome of a clinical patient transaction
First Claim
1. A method for predicting an outcome associated with a new patient transaction, the method comprising:
- receiving a plurality of input attributes of the new patient transaction;
performing pre-processing on the plurality of input attributes to generate an input data set;
generating an output value from a trained model based upon the input data set; and
classifying the output value into a delay risk category to predict the outcome.
1 Assignment
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Accused Products
Abstract
A system that includes a plurality of RFID tags affixed to medical items, and a plurality of data collection engine devices, client devices and backend devices. The backend devices include trained machine learning models, business logic, and attributes of a plurality of patient transactions. A plurality of data collection engines and hospital information systems send attributes of new patient transactions to the backend devices. The backend devices can predict particular outcomes of new patient transactions based upon the attributes of the new patient transactions utilizing the trained machine learning models. Using business logic and the trained machine learning models, the backend devices can also make recommendations to optimize the patient flow in healthcare provider organizations.
43 Citations
19 Claims
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1. A method for predicting an outcome associated with a new patient transaction, the method comprising:
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receiving a plurality of input attributes of the new patient transaction; performing pre-processing on the plurality of input attributes to generate an input data set; generating an output value from a trained model based upon the input data set; and classifying the output value into a delay risk category to predict the outcome. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13)
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14. A Throughput Manager Device (TMD) comprising:
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a transceiver for receiving input attributes associated with a patient transaction from one or more remote entities via a network connection; the transceiver further for receiving an information request from a remote client access device via the network connection, the information request being a request for calculated quantifiable outcomes for a plurality of patient transactions; a controller operatively coupled to the transceiver; and one or more memory sources operatively coupled to the controller, the one or more memory sources storing instructions for configuring the controller to; calculate a quantifiable outcome for each of the patient transactions from a trained model based upon at least two or more patient attributes of the respective patient transaction where the outcome represents a numerical, continuous or categorical outcome; and generate an information reply including a graphical display indicating the numerical/continuous output value or the category output of each of the patient transactions. - View Dependent Claims (15, 16)
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17. A client access device comprising:
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a display; a transceiver for sending an information request to a TMD via a network connection, the information request being a request for calculated quantifiable outcomes for a plurality of patient transactions based upon a trained model from the TMD; the transceiver further for receiving the plurality of the calculated quantifiable outcomes from the TMD; a controller operatively coupled to the transceiver and the display; and one or more memory sources operatively coupled to the controller, the one or more memory sources storing instructions for configuring the controller to; generate a graphical display on the display indicating a delay risk category of each of the patient transactions based upon the calculated quantifiable outcomes. - View Dependent Claims (18, 19)
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Specification