Devices, Systems, and Methods for the Real-Time and Individualized Prediction of Health and Economic Outcomes
First Claim
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1. A computer-implemented system for the real-time, individualized, and probabilistic-based prediction of a health or economic outcome of a patient or healthcare provider therapy comprising:
- a. a digital processing device;
b. a module executed by said processing device and configured to transform individualized emerging health or economic data that has been acquired in real-time into at least one model set for the prediction of a health or economic outcome;
c. a module executed by said processing device and configured to determine the sufficiency of the model set by comparing the model set against previously accumulated internal data for sufficiency and if necessary prompting for additional data until a preferred confidence level is achieved;
d. a module executed by said processing device and configured to analyze the model set using at least one statistical model;
e. optionally, a module executed by said processing device and configured to enhance predictive accuracy by comparing an expected result or outcome to an actual result or outcome to train, re-train, or validate at least one statistical model;
and thereby generating a real-time, individualized, and probabilistic-based output that is a prediction of a health or economic outcome of the patient or the healthcare provider therapy.
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Abstract
Provided herein are computer-implemented platforms, systems, products, devices, modules and methods for the real-time, individualized, and probabilistic-based prediction of a health or economic outcome of a patient or healthcare provider therapy using emerging health or economic data. Also provided herein is the transformation of emerging health or economic data to predict a health or economic outcome of a patient.
37 Citations
20 Claims
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1. A computer-implemented system for the real-time, individualized, and probabilistic-based prediction of a health or economic outcome of a patient or healthcare provider therapy comprising:
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a. a digital processing device; b. a module executed by said processing device and configured to transform individualized emerging health or economic data that has been acquired in real-time into at least one model set for the prediction of a health or economic outcome; c. a module executed by said processing device and configured to determine the sufficiency of the model set by comparing the model set against previously accumulated internal data for sufficiency and if necessary prompting for additional data until a preferred confidence level is achieved; d. a module executed by said processing device and configured to analyze the model set using at least one statistical model; e. optionally, a module executed by said processing device and configured to enhance predictive accuracy by comparing an expected result or outcome to an actual result or outcome to train, re-train, or validate at least one statistical model; and thereby generating a real-time, individualized, and probabilistic-based output that is a prediction of a health or economic outcome of the patient or the healthcare provider therapy. - View Dependent Claims (9, 10, 13, 14, 17)
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- 2. A computer readable module comprising a computer usable medium having a computer readable program code embodied therein that is adapted to be executed to implement a method for the real-time, individualized, and probabilistic-based prediction of a health or economic outcome comprising the step of transforming individualized emerging health or economic data that has been acquired in real-time into at least one model set for the prediction of a health or economic outcome of a patient, healthcare provider therapy, or payer.
- 11. A computer readable module comprising a computer usable medium having a computer readable program code embodied therein that is adapted to be executed to implement a method for the real-time, individualized, and probabilistic-based prediction of a health or economic outcome comprising the step of determining the sufficiency of a model set that was transformed from emerging health or economic data that was acquired in real-time by comparing the model set against previously accumulated internal data for sufficiency, and if necessary, prompting for additional data until a preferred confidence level is achieved.
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18. A computer implemented method comprising a computer usable medium having a computer readable program code embodied therein that is adapted to be executed to implement a method for the real-time, individualized, and probabilistic-based analysis of a health or economic outcome comprising the step of providing an analysis that is based on emerging health or economic data that has been transformed in real-time into at least one model set for analysis of the health or economic outcome of a patient, healthcare provider therapy, or payer.
Specification