US 10,319,476 B1 · System, method and device for predicting an outcome of a clinical patient transaction

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.

Claims19

Dependent claims

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.

2 more elements

Dependencies are inferred from the claim text.

Facts

Application

15/246,400Filed 24 Aug 2016 · continuation in part

Priority

6 Feb 2015

Granted

11 Jun 2019

Term ends

Not estimatedThe source records don’t support an estimate.

Classification13 codes

G16H 50/20
ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or…: for…
G06N 3/0499
Architecture, e.g. interconnection topology: feedforward networks
G06N 3/08
Neural networks: learning methods
G06N 3/09
Learning methods: supervised learning

System, method and device for predicting an outcome of a clinical patient transaction

Life of this patent

System, method and device for predicting an outcome of a clinical patient transaction

Life of this patent

Abstract

Claims19