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H E A LT H C A R E T R A N S F O R M AT I O N
THROUGH INFORMATIC
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M a r k L B r a u n s t e i n , M D P r o f e s s o r o f t h e P r a c t i c e S c h o o l o f I n t e r a c t i v e C o m p u t i n g A p r i l 2 0 1 5
M a r k L B r a u n s t e i n , M D P r o f e s s o r o f t h - - PowerPoint PPT Presentation
M a r k L B r a u n s t e i n , M D P r o f e s s o r o f t h - - PowerPoint PPT Presentation
H E A LT H C A R E T R A N S F O R M AT I O N THROUGH INFORMATIC M a r k L B r a u n s t e i n , M D P r o f e s s o r o f t h e P r a c t i c e S c h o o l o f I n t e r a c t i v e C o m p u t i n g A p r i l 2 0 1 5
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Wireless and Wearable Adherence and Emergency Monitoring System
WEAMS is a neck worn medical device capable of collecting and processing vital information on digestive, circulatory, and respiratory systems, detect emergency events, such as falls and help users to comply with their medication regimens.
Investigator: Maysam Ghovanloo, GT ECE
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Non-Invasive Cardiovascular Health Monitoring at Home
Investigator: Omer Inan, GT ECE
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Healthcare Policy Simulator*
* Patent Pending Investigator: Rahul Basole, GT CoC
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Care Process Analytics & Visualization ¡
Process Variation Conformance Discovery Enhancement
Investigator: Rahul Basole, GT CoC
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SimTigrate Design Lab
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Phenotyping from EHR
Mining EHR Data for Clinical Concepts
Site A Site B Adaptation Refinement Tensor Construction + Generation
Tensor Construction + Generation
Applications
Investigator: Jimeng Sun, GT CoC
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Extension 1: How to combine multiple patient similarity measures? Extension 2: How to update an existing distance measure?
Patient Similarity
How to learn a customized distance metric for a target?
Investigator: Jimeng Sun, GT CoC
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Healthcare Access
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Measure Status Quo Infer Disparities Evaluate Interventions Link to Outcomes
- Measurement
Estimating spatial access of different populations by taking into account supply and demand trade-offs and system constraints.
- Inference: Equity
Studying systematic disparities in access to services between population groups.
- Inference: Linking to Outcomes
Understand how access is associated to health outcomes geographically and longitudinally
- Evaluating Interventions
Informed decision making in healthcare delivery -- policy and network interventions targeting improvement in spatial access with a significant projected impact on outcomes
Investigators: Nicoleta Serban and Julie Swann, GT ISyE
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Cost & Utilization
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MEDICAID SYSTEM Children Population
+
PREVENTION
- Vaccination scheduling
- Population screening policies for
diseases
- Interventions for diseases spreading
- Projecting disease prevalence
MANAGING CHRONIC DISEASES
- Trade-offs between cost, outcome &
variations in care
- Rare vs. common conditions: Cystic
fibrosis & Asthma
- Provider (or CMO) practice of evidence-
based care
Utilization Care Pathways Cost Variation & Profiling
Investigators: Nicoleta Serban and Julie Swann, GT ISyE
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Patient Engagement & HCI
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Theoretical Base
Locus of Control Social Cognitive Theory Identify Presentation Health Belief Model
- Trans. Model of Change
Social Comparison Theory Social Support Theory Sensemaking
Health Outcomes
Disease Management Behavior Change Independence Scale of Healthcare Delivery
How to create HCI tools with provable health benefits?
Interventions to Improve
Awareness (self and by caregivers) Problem Solving (“be a detective”) Self-efficacy and Internal LOC Social support and learning In the moment decisions & exploring new behaviors Healthcare Facilitation
Investigator: Beth Mynatt, GT CoC
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Patient Engagement & HCI
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Supporting the cancer journey
Allows patients to work through information in a private, self-paced setting. Tailor information delivery and interaction to phases of care and recovery. GA DCH and ONC: Rome Challenge Project, Consumer Mediated Health Information Exchange #12036G-ARRA
Social media to encourage adolescent physical activity Pedometer+web intervention using social comparison in lieu of competition NSF 1116801- SHB: Small: Social Tools for Everyday Adolescent Health Aging in Place
Home technologies for independence and quality of life. Technologies for caregivers. NSF# 0121661- ITR/SY: The Aware Home: Sustaining the Quality of Life for an Aging Population
Diabetes Management Mobile and web tools to help people manage diabetes “as detective.” NIH 5R01DK090372-03 Modeling Patterns in Multi-Modal Health Data for Clinical Risk Assessment
Investigator: Beth Mynatt, GT CoC
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Improved EHR Design
CS 6440 Class Project, GT CoC
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Synthetic FHIR EHR 10,000 clinically realistic chronic disease patients with 10 year histories
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Universal App Platform April 28, 2:50 – 6:30 HIT Showcase Centergy
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