Leveraging the Giant Leap (from Tens and Hundreds to Million+) Using - - PowerPoint PPT Presentation

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Dec 29, 2022 460 likes •547 views

Leveraging the Giant Leap (from Tens and Hundreds to Million+) Using the Cohort to Assess Efficacy Santosh Kumar Director, MD2K Center of Excellence Associate Professor, Computer Science University of Memphis MD2K is an NIH Big Data to Knowledge

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MD2K is an NIH Big Data to Knowledge (BD2K) Center of Excellence. Visit www.md2k.org.

Leveraging the Giant Leap (from Tens and Hundreds to Million+)

Using the Cohort to Assess Efficacy

Santosh Kumar Director, MD2K Center of Excellence Associate Professor, Computer Science University of Memphis

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Mobile Measurement of Exposure, Risk, and Outcomes

Habit Computing

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Measure Predict Adapt

Temporal Precision in Precision Medicine

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Opportunity 1: Measurement

Data collection – Sensor & platform design

– Sensor: Wearable, safe, reliable, robust, versatile – Platform: Sampling, software, comm., battery, storage

Interpretation – Trustable inference of events

– Confounders – Variability (situational, personal)

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Opportunity 2: Prediction of Adverse Events

Personalized

– Must work for each person and each time

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Opportunity 3: User Response & Engagement

Fidelity of Treatment

– Adherence – Response

When to engage?

– Is the user available?

How to engage?

– Active vs. passive – Phone, watch, car

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