A Natural Language based Knowledge Representation Method for Medical Diagnosis Dr Peter Scholten Dr Jie Ji, Huilin Chen and Yixuan Song SAI Computing Conference 2016 July 13-16, 2016 | London UK
What is a medical diagnose? An identification of a disease based on objective ( measurable ) and /or subjective ( not measurable ) symptoms . A subjective symptom is a description of the feelings by a patient , like: I have fever , I have pain , I’m tired .
Misdiagnose > 5%
What is the problem? Reliable data Classification for diseases , but no classification for symptoms System based on natural language Different users: - medical doctors and healthconsumers - different cognitive levels Missing direct interaction between doctor and patient
Non treatment Treatment Definition of diseases 1
Diseases Symptoms hasSymptom isSymptomOf An inverse property: hasSymptom is inverse of isSymptomOf class class
User input conjugate Concept disease Select symptom Candidate symptom Candidate symptom Y N
The l inguistic ontology
Human factors effect the accuracy 1 . The errors due to accuracy of the content. 2. The errors due to interoperability of the application. 3. The errors due to shortcomings of the user . illness ability to describe illness
= n umber of symptoms Description of symptoms
Results: The system does work like a human expert, which is able to read and learning , and understand natural language inputs .
Demo
Heart attack and personal conditions
: circulatory
Heart attack Pressure pain chest and neck Personal conditions Age > 45 Hereditary YES Active NO Overweight YES Smoking YES