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ARMOR Optimize. Chad Byers - Project Manager Brendan Grebur - Domain Expert / Customer Liaison Rory Hool - Project Facilitator Caitlin Russ - Artifacts Manager. What Optimization Means.
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ARMOR Optimize Chad Byers - Project Manager Brendan Grebur - Domain Expert / Customer Liaison Rory Hool - Project Facilitator Caitlin Russ - Artifacts Manager
What Optimization Means • Finding solution(s) to maximize / minimize a set of defined criteria, subject to a set of constraints, for a specific problem • Problem • Improving a patient's quality of life by reducing polypharmacy interactions • Criteria • Increasing or Reducing • Bodily aspects (appetite, balance, vision, etc.) • Constraints • Drug constraints • Increase / Reduce / Remove / No Alteration • Condition constraints • "To treat or not to treat"
The Basic Terminology Continuity of Care Record (CCR) Body Measurements Afflicting Conditions Drugs (Past / Present) Drugs Prescribed and Over-the-counter (OTC) Frequency and Dosage Set of affected body aspects and a quantitative effect Increase or Decrease Condition Treated by a group of drugs Body Aspect Similar to side effects Appetite, vision, balance, depression, diarrhea Treatment Plan Current: Existing prescribed treatment plan Recommended: Optimized treatment plans for review
The Extended Terminology Goal Profile A collection of: Body aspects each denoting a desired change Other Goal Profiles Example: Better Balance { vision+ , dizziness- , lightheaded- } Goal Set An accumulation of weighted: Goal profiles Individual body aspects each with denoted change Example: (5 * Better Balance ) + (3 * depression-)
System Back (Server) - Evolutionary Computation • Modification Encoding • Representation of adjustments to current treatment plan • Treatment Adjustment ("Gene") • Per drug containing: • Increase / Decrease / Reduce / No Alteration • Population • Encodings competing to provide the best solution • Selection Protocol • Roulette • Tournament* • Rank
Prototype Demo • High Level Features of User Interface • Upload CCR with Analysis Results • Select drug / condition constraints • Create custom Goal Profile • Select Goal Profiles and Body Aspects for Goal Set • Select Weighting Criteria for members of Goal Set • View Optimization summary • View Optimized treatment plans • Save / Delete treatment plans Web Prototype