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Making sense of non-structured data in the medical world Dirk Van Hyfte, MD, PhD Misha Bouzinier

InterSystems presentatie: Making sense of non-structured data in the medical world

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In deze presentatie leest u over de volgende onderwerpen: • Navigation through EPR • Mapping to UMLS High Level Concepts • Data Mining with DeepSee Advanced Analytics

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Page 1: InterSystems presentatie: Making sense of non-structured data in the medical world

Making sense of

non-structured data

in the medical world

Dirk Van Hyfte, MD, PhD

Misha Bouzinier

Page 2: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

What’s in?

Page 3: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Some theory

What’s in?

Page 4: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Some theory

Examples

What’s in?

Page 5: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Traditional Knowledge Discovery:

Top Down

Page 6: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

iKnow Approach:

Bottom up, Concept Level

Page 7: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Smart Indexing

Smart Indexing (concepts and relations):

Two patients are suffering from congestive heart failure

relation

detection

concept

detection

Two patients Are suffering from Congestive heart failure

Smart Index

Concep

t Are suffering from

Two patients

Relation

Concep

t

Congestive heart failure

Two patients are suffering from congestive heart failure.

Page 8: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Combine

Page 9: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Examples

• Navigation through EPR

• Mapping to UMLS High Level Concepts • Data Mining with DeepSee Advanced Analytics

Page 10: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 11: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 12: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 13: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 14: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 15: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 16: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR

Page 17: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Navigation through EPR Population

Page 18: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Mapping to UMLS HL Concepts

Page 19: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Mapping to UMLS HL Concepts

Page 20: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

iKnow and Data Mining

• Is the data really unstructured or does it in fact has a hidden structure?

• iKnow helps to discover hidden structure of the data and subsequently present it in the standard relational form

• Once the structure is imposed, DeepSee Advanced Analytical tools can be used to mine for the additional information

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Page 21: InterSystems presentatie: Making sense of non-structured data in the medical world

THE KEYS TO BREAKTHROUGH HEALTHCARE

Data Mining Demo

Demo

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