SlideShare a Scribd company logo
1 of 5
Clinician Decision Support Dashboard:
  Extracting value from Electronic
   Medical Records using Text Mining
        Iccha Sethi and Harold R. Garner
   (isethi@vbi.vt.edu and garner@vbi.vt.edu)
           Virginia Bioinformatics Institute, Virginia Tech
Objective
• To leverage EMRs to enhance patient care.
• To realize a system that will analyze a patient’s
  evolving EMR:
  • in context with all available biomedical knowledge.
  • using the accumulated experience recorded in the EMRs of other
    patients.
  • with the help of interactive, automated, actionable text mining
    tools.
  • using multidisciplinary approach.                 Computer
                                                                  Science
                                                                • Text Mining
                                               Marketing        • HCI




                                                           Medicine
                                                           • Biomedical
                                                              research




                                       Clinician Decision Support Dashboard
Flow Chart of the CDS Dashboard
 The CDS Dashboard, in a secure network, will help physicians find de-identified
 electronic medical records similar to their patient's medical record, relevant
 medical literature, recent research findings, and clinical trials thereby aiding
 them in diagnosis, treatment, prognosis and outcomes.


                      Patient EMR                           Clinician Input

  INPUT

                                Query Assembly and Conditioning


 SIMILARITY
                                            eTBlast
 ENGINE



                               De-
OUTPUT         Related                     Case       Clinical       Customized
                            identified
              Literature                  Reports      Trials         Features
                              EMRs

Figure 1: Flow chart of CDS (The Patient EMR is processed by the CDS and then compared
to various databases by eTBlast)
Challenges
Several challenges exist in creating a CDS Dashboard that can be universally used
including:

      Variation in entries in the EMRs; each doctor uses their own set of acronyms and shortcuts.


         The presence of billing and CPT codes.


         Combinations of unstructured and structured laboratory data.


      Presence of lexical variants and synonyms.
Goals
Our goal in building the CDS Dashboard was the ensure :



                                platform
                                              portability
                             independence



                                             can layer on
                                            top of existing
                                              electronic
                              modularity
                                            medical record
                                             management
                                               software




Discussion
• The tool can be used in multiple ways:
   • Teaching aid for medical students
   • Exploratory tool for doctors and nurses

More Related Content

Similar to Clinician Decision Support Dashboard

Anthony J brookes
Anthony J brookesAnthony J brookes
Anthony J brookes
Eduserv
 
HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...
HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...
HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...
Gunjan Patel
 
Inge Thijs - Future Health
Inge Thijs - Future HealthInge Thijs - Future Health
Inge Thijs - Future Health
imec.archive
 
Simagis for healthcare
Simagis for healthcareSimagis for healthcare
Simagis for healthcare
khvatkov
 
Healthstory Enabling The Emr Dictation To Clinical Data
Healthstory Enabling The Emr   Dictation To Clinical DataHealthstory Enabling The Emr   Dictation To Clinical Data
Healthstory Enabling The Emr Dictation To Clinical Data
Nick van Terheyden
 

Similar to Clinician Decision Support Dashboard (20)

CMS III and eHR
CMS III and eHRCMS III and eHR
CMS III and eHR
 
Data Harmonization for a Molecularly Driven Health System
Data Harmonization for a Molecularly Driven Health SystemData Harmonization for a Molecularly Driven Health System
Data Harmonization for a Molecularly Driven Health System
 
Anthony J brookes
Anthony J brookesAnthony J brookes
Anthony J brookes
 
Introduction to Database Research Projects @ CWHR
Introduction to Database Research Projects @ CWHRIntroduction to Database Research Projects @ CWHR
Introduction to Database Research Projects @ CWHR
 
Data Harmonization for a Molecularly Driven Health System
Data Harmonization for a Molecularly Driven Health SystemData Harmonization for a Molecularly Driven Health System
Data Harmonization for a Molecularly Driven Health System
 
HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...
HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...
HL7 3.0 Clinical Interoperability to Improve Quality and the point of care EH...
 
Standardisation in BMS European infrastructures
Standardisation in BMS European infrastructuresStandardisation in BMS European infrastructures
Standardisation in BMS European infrastructures
 
HM312 Week 6
HM312 Week 6HM312 Week 6
HM312 Week 6
 
Elsevier's Healthcare Knowledge Graph: An Actionable Medical Knowledge Platfo...
Elsevier's Healthcare Knowledge Graph: An Actionable Medical Knowledge Platfo...Elsevier's Healthcare Knowledge Graph: An Actionable Medical Knowledge Platfo...
Elsevier's Healthcare Knowledge Graph: An Actionable Medical Knowledge Platfo...
 
Inge Thijs - Future Health
Inge Thijs - Future HealthInge Thijs - Future Health
Inge Thijs - Future Health
 
Simagis for healthcare
Simagis for healthcareSimagis for healthcare
Simagis for healthcare
 
Medical image analysis and big data evaluation infrastructures
Medical image analysis and big data evaluation infrastructuresMedical image analysis and big data evaluation infrastructures
Medical image analysis and big data evaluation infrastructures
 
Connecting eh rdataquad12
Connecting eh rdataquad12Connecting eh rdataquad12
Connecting eh rdataquad12
 
Medical image analysis, retrieval and evaluation infrastructures
Medical image analysis, retrieval and evaluation infrastructuresMedical image analysis, retrieval and evaluation infrastructures
Medical image analysis, retrieval and evaluation infrastructures
 
HL7 Synthetic CDA generator -Final presentation
HL7 Synthetic CDA generator -Final presentationHL7 Synthetic CDA generator -Final presentation
HL7 Synthetic CDA generator -Final presentation
 
Enabling faster analysis of vaccine adverse event reports with ontology support
Enabling faster analysis of vaccine adverse event reports with ontology supportEnabling faster analysis of vaccine adverse event reports with ontology support
Enabling faster analysis of vaccine adverse event reports with ontology support
 
Speech Understanding Dictation To Clinical Data - TEPR 2009
Speech Understanding   Dictation To Clinical Data - TEPR 2009Speech Understanding   Dictation To Clinical Data - TEPR 2009
Speech Understanding Dictation To Clinical Data - TEPR 2009
 
Data supporting precision oncology fda wakibbe
Data supporting precision oncology fda wakibbeData supporting precision oncology fda wakibbe
Data supporting precision oncology fda wakibbe
 
HM312 Week 8
HM312 Week 8 HM312 Week 8
HM312 Week 8
 
Healthstory Enabling The Emr Dictation To Clinical Data
Healthstory Enabling The Emr   Dictation To Clinical DataHealthstory Enabling The Emr   Dictation To Clinical Data
Healthstory Enabling The Emr Dictation To Clinical Data
 

More from Iccha Sethi (8)

Resilient Event Driven Systems With Kafka
Resilient Event Driven Systems With KafkaResilient Event Driven Systems With Kafka
Resilient Event Driven Systems With Kafka
 
Redis High availability and fault tolerance in a multitenant environment
Redis High availability and fault tolerance in a multitenant environmentRedis High availability and fault tolerance in a multitenant environment
Redis High availability and fault tolerance in a multitenant environment
 
So youwanttobeopenstackcontributor
So youwanttobeopenstackcontributorSo youwanttobeopenstackcontributor
So youwanttobeopenstackcontributor
 
OpenStack Workshop - WECode Harvard Conference
OpenStack Workshop - WECode Harvard ConferenceOpenStack Workshop - WECode Harvard Conference
OpenStack Workshop - WECode Harvard Conference
 
Grace Hopper Conference Opensource Day - OpenStack workshop
Grace Hopper Conference Opensource Day - OpenStack workshopGrace Hopper Conference Opensource Day - OpenStack workshop
Grace Hopper Conference Opensource Day - OpenStack workshop
 
Lets code classes_python
Lets code classes_pythonLets code classes_python
Lets code classes_python
 
Python 101 1
Python 101   1Python 101   1
Python 101 1
 
Osrs
OsrsOsrs
Osrs
 

Recently uploaded

Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
ZurliaSoop
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
QucHHunhnh
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
ciinovamais
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
AnaAcapella
 

Recently uploaded (20)

Key note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdfKey note speaker Neum_Admir Softic_ENG.pdf
Key note speaker Neum_Admir Softic_ENG.pdf
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
Jual Obat Aborsi Hongkong ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan...
 
ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
2024-NATIONAL-LEARNING-CAMP-AND-OTHER.pptx
 
Holdier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdfHoldier Curriculum Vitae (April 2024).pdf
Holdier Curriculum Vitae (April 2024).pdf
 
Asian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptxAsian American Pacific Islander Month DDSD 2024.pptx
Asian American Pacific Islander Month DDSD 2024.pptx
 
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...Kodo Millet  PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
Kodo Millet PPT made by Ghanshyam bairwa college of Agriculture kumher bhara...
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Third Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptxThird Battle of Panipat detailed notes.pptx
Third Battle of Panipat detailed notes.pptx
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdfUGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
UGC NET Paper 1 Mathematical Reasoning & Aptitude.pdf
 
Spellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please PractiseSpellings Wk 3 English CAPS CARES Please Practise
Spellings Wk 3 English CAPS CARES Please Practise
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
How to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POSHow to Manage Global Discount in Odoo 17 POS
How to Manage Global Discount in Odoo 17 POS
 
Dyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptxDyslexia AI Workshop for Slideshare.pptx
Dyslexia AI Workshop for Slideshare.pptx
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Spatium Project Simulation student brief
Spatium Project Simulation student briefSpatium Project Simulation student brief
Spatium Project Simulation student brief
 

Clinician Decision Support Dashboard

  • 1. Clinician Decision Support Dashboard: Extracting value from Electronic Medical Records using Text Mining Iccha Sethi and Harold R. Garner (isethi@vbi.vt.edu and garner@vbi.vt.edu) Virginia Bioinformatics Institute, Virginia Tech
  • 2. Objective • To leverage EMRs to enhance patient care. • To realize a system that will analyze a patient’s evolving EMR: • in context with all available biomedical knowledge. • using the accumulated experience recorded in the EMRs of other patients. • with the help of interactive, automated, actionable text mining tools. • using multidisciplinary approach. Computer Science • Text Mining Marketing • HCI Medicine • Biomedical research Clinician Decision Support Dashboard
  • 3. Flow Chart of the CDS Dashboard The CDS Dashboard, in a secure network, will help physicians find de-identified electronic medical records similar to their patient's medical record, relevant medical literature, recent research findings, and clinical trials thereby aiding them in diagnosis, treatment, prognosis and outcomes. Patient EMR Clinician Input INPUT Query Assembly and Conditioning SIMILARITY eTBlast ENGINE De- OUTPUT Related Case Clinical Customized identified Literature Reports Trials Features EMRs Figure 1: Flow chart of CDS (The Patient EMR is processed by the CDS and then compared to various databases by eTBlast)
  • 4. Challenges Several challenges exist in creating a CDS Dashboard that can be universally used including: Variation in entries in the EMRs; each doctor uses their own set of acronyms and shortcuts. The presence of billing and CPT codes. Combinations of unstructured and structured laboratory data. Presence of lexical variants and synonyms.
  • 5. Goals Our goal in building the CDS Dashboard was the ensure : platform portability independence can layer on top of existing electronic modularity medical record management software Discussion • The tool can be used in multiple ways: • Teaching aid for medical students • Exploratory tool for doctors and nurses