Making sense of non-structured data in the medical world · Making sense of non-structured data in...
Transcript of Making sense of non-structured data in the medical world · Making sense of non-structured data in...
Making sense of
non-structured data
in the medical world
Dirk Van Hyfte, MD, PhD
Misha Bouzinier
THE KEYS TO BREAKTHROUGH HEALTHCARE
What’s in?
THE KEYS TO BREAKTHROUGH HEALTHCARE
Some theory
What’s in?
THE KEYS TO BREAKTHROUGH HEALTHCARE
Some theory
Examples
What’s in?
THE KEYS TO BREAKTHROUGH HEALTHCARE
Traditional Knowledge Discovery:
Top Down
THE KEYS TO BREAKTHROUGH HEALTHCARE
iKnow Approach:
Bottom up, Concept Level
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.
THE KEYS TO BREAKTHROUGH HEALTHCARE
Combine
THE KEYS TO BREAKTHROUGH HEALTHCARE
Examples
• Navigation through EPR
• Mapping to UMLS High Level Concepts • Data Mining with DeepSee Advanced Analytics
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR
THE KEYS TO BREAKTHROUGH HEALTHCARE
Navigation through EPR Population
THE KEYS TO BREAKTHROUGH HEALTHCARE
Mapping to UMLS HL Concepts
THE KEYS TO BREAKTHROUGH HEALTHCARE
Mapping to UMLS HL Concepts
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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THE KEYS TO BREAKTHROUGH HEALTHCARE
Data Mining Demo
Demo
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