The document introduces 3 database research projects at the Center for Women's Health Research:
1. Clinical Form Encoding seeks to standardize clinical terms on forms using clinical coding schemes like SNOMED CT.
2. EMR Error Detection aims to improve electronic medical record systems by more robustly integrating clinical guidelines to reduce data entry errors.
3. A Query and Data Extraction Tool is being developed to help researchers and providers more easily access and analyze the large amounts of patient data stored in databases.
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Introduction to Database Research Projects @ CWHR
1. Introduction to Database Research Projects
@ Center for Women’s Health Research(CWHR)
OB/GYN
Ritu Khare, Roderick Price, Kalatu Davies, Michele Follen
March 14 2012
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2. Background
Information Science, Systems, and Technology
Information Science Techniques
Database Modeling and Design
Information Extraction and Retrieval Healthcare
Data Integration, Mining, and Warehousing
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4. Dissertation Project
Making Databases Easier to Use
Enable users to SEARCH and QUERY databases
Enable users to DESIGN databases
GoogleForms, FormsAssembly, SurveyMonkey, REDCap
Some
Algorithms
A user-designed form
A New Database
(a collection of interconnected tables)
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6. Dissertation Project
The FormMapper Tool
Solution:
Novel Techniques
Evolved Re-use Existing
Form FormMapper Database
Database
Experiments in Healthcare
52 clinical forms
Objective:
6 databases: 35-500 tables
To evolve a high-quality database.
84.5% match with gold
standard
74% high-quality
Lesson Learnt
Quality of evolved databases could be improved …
… if the terms used on forms are standardized (clinically encoded)
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7. Collaborators
CWHR Project 1: Dr Sandra Hartmann
Dr Aasta Mehta
Clinical Form Encoding Dr Yuan An, Dr Xiaohua Hu,
Dr Il-Yeol Song
?
MRN Med Rec # Medical Record
Number
Blood Diastolic
Pressure Systolic BP
Physical Status
Constitutional Vital Signs
Form SNOMED CT Concept
Term
11615400: Patient (person)
Patient
398225001: Medical record
MRN number (observable entity)
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8. Collaborators
CWHR Project 2: Dr Edgar Chou
Dr Paul Nyirjesy
EMR Error Detection Dr Yuan An
Dr Xiaohua Hu
EMR data-entry errors cost Allscripts Error Handling
time, efforts, money Not enough
Clinical guidelines are not
misdiagnosis, patient health
appropriately integrated
(not so benign) Surface – level checks
Alert!!! Allscripts
DB
Alert!!!
DUCOM
Clinical
Warehouse
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9. CWHR Project 3:
Query and Data Extraction Tool
Allscripts Database (Feb ’12) Experts:
420k+ patients Dr Xiaohua Tony Hu (Data Mining)
140 -160 providers Dr Yuan An (Data Integration)
5TB of Data Dr Kalatu Davies (Biostatistics)
Dr Il-Yeol Song (Data Warehousing)
Drowning in data
and information
Summarize, Discover
patterns and knowledge
Starving for
DUCOM Natural Language Query
Clinical using NLP techniques
Warehouse
Customized reports for
different providers, and
residents research
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