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cTAKES: Demo Clinical Text Analysis and Knowledge Extraction System

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Presentation on theme: "cTAKES: Demo Clinical Text Analysis and Knowledge Extraction System"— Presentation transcript:

1 cTAKES: Demo Clinical Text Analysis and Knowledge Extraction System
James Masanz Mayo Clinic

2 UIMA CAS Visual Debugger (CVD)
Provided by / part of UIMA Run a pipeline against free text With appropriate 1st annotator, against XML such as CDA document View annotations created (“debugger”) Export annotations to XML (XCAS or XMI)

3 cTAKES: Components Sentence boundary detection (OpenNLP technology)
Tokenization (rule-based) Morphologic normalization (NLM’s LVG) POS tagging (OpenNLP technology) Shallow parsing (OpenNLP technology) Named Entity Recognition Negation and context identification (NegEx) Dependency parser Drug Profile module Smoking status classifier CEM normalization module

4 Extend Earlier Example
Tamoxifen 20 mg po daily started on March 1, 2005 for 6 mo. Aspirin prn. Fx history of breast cancer. History of migraines.

5 Sentences

6 Tokens

7 Chunks

8 Windows for Lookup

9 Named Entity

10

11 Questions?

12 Live Demo of CVD


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