Medication Delivery System
AssigneeKantrack LLC
InventorJeffrey Scott Eder
Life of this patent
Estimating the term…
Abstract
This disclosure comprises a system, computer program product and apparatus for delivering medications and/or medical treatments that are appropriate to the resilient context of an individual patient. The resilient context comprises a predictive model for each of one or more patient function measures and a predictive model of patient resilience where said models are all developed by learning from the data associated with the individual patient. The medical advice, medical diagnoses and/or medical treatments may be provided “as is” and/or they may be customized to match the specific resilient context of the individual patient.
Claims21
A computer program product embodied in a non-transitory computer readable medium that, when executing on one or more computing devices, performs the steps of:
- providing at a computer device a training data set for which a predictive model is to be generated;
- selecting from among a plurality of variables of said data set, one or more variables using a primal graphical least absolute shrinkage and selection operator (LASSO) predictive model;
- selecting one or more additional variables for inclusion in the primal graphical LASSO predictive model by training one or more other types of predictive models using the same data set and then transferring one or more variables identified by the one or more other types of predictive models into the primal graphical LASSO predictive model and including said one or more variables when the one or more identified variables reduce an error measure when included in the said primal graphical LASSO predictive model in addition to those variables that have been selected previously;
- and,
- performing a regression using the variables selected into the primal graphical LASSO predictive model to obtain and output an updated primal graphical LASSO predictive model, where the computer program product uses at least one processor unit to execute the selecting and performing steps.
An individualized medicine system comprising:
- a computer with at least one processor having circuitry to execute instructions;
- a storage device available to the at least one processor with sequences of instructions stored therein, which when executed cause the at least one processor to:
- accept an input that defines or selects a subject entity and a plurality of measures for said subject entity, a node depth for an extended subject entity model and a formulary;
- prepare a plurality of subject entity related data for processing;
- transform at least a portion of said data into a resilience model, the extended subject entity model and a resilient context for the subject entity where the resilient context comprises the resilience model and the extended subject entity model;
- identify a protocol for a medication from the formulary that is appropriate for the resilient context of the subject entity;
- and
- configure a medication delivery device to deliver said medication in accordance with the protocol;
- wherein the plurality of measures comprise a health measure, one or more function measures and a resilience measure.
A computer program product embodied in a non-transitory computer readable medium that, when executing on one or more computing devices, performs the steps of:
- accepting an input that defines or selects a subject entity and a plurality of measures for said subject entity, a node depth for an extended subject entity model and a formulary;
- preparing a plurality of subject entity related data for processing;
- transforming at least a portion of said data into one or more resilience models, the extended subject entity model and a resilient context for the subject entity where the resilient context comprises the one or more resilience models and the extended subject entity model;
- using the resilient context of the subject entity to complete one or more activities selected from the group consisting of customize a treatment for the subject entity, customize a test for the subject entity, order a treatment for the subject entity, order a test for the subject entity, forecast a sustainable longevity for the subject entity, analyze an impact of a user specified change on the one or more subject entity measures, simulate the subject entity's measure levels, forecast an expected measure level for the subject entity, identify and display a set of data that is most relevant to the subject entity, identify and display one or more medication or treatment protocols from the formulary that are optimal for the resilient context of the subject entity by completing a multi-period simulation, identify and display a resilient frontier for one or more of the subject entity's measures and manage a piece of medical equipment.
Dependencies are inferred from the claim text.