SlideShare une entreprise Scribd logo
1  sur  1
The NCBO Annotator and Enrichment Analysis with the 
Human Disease Ontology 
Trish Whetzel, Paea LePendu, Ray Fergerson, Mark Musen, Nigam Shah 
Stanford University, Stanford, CA 
250+ Biomedical Ontologies 
• Create clean lexicons 
• Normalize via mappings 
• Aggregate via hierarchies 
1 
Pattern Analysis 
1.04–million patients 
• Use temporal ordering 
NCBO Annotator Workflow 
2.8–million terms 
9.5–million clinical notes 
• Adds negation detection 
• Processes 1–million notes per hour 
2 
Patient t0 t1 … tn 
Acknowledgements 
The National Center for Biomedical Ontology is one of the National Centers for 
Biomedical Computing supported by the NHGRI, the NHLBI, and the NIH Common 
Fund under grant U54-HG004028. 
1 A,B,X B,X,Y … A,X 
2 B,X,Z C,Z … B,C 
3 A,C,Y B,Z … X 
Drug Safety Off-label Drug Use 
3 
Enrichment Analysis 
For more information on the NCBO, visit http://www.bioontology.org 
or email support@bioontology.org

Contenu connexe

Similaire à American Society of Human Genetics (ASHG) 2011

KCI_NLP_OHSUResearchWeek2016-NLPatOHSU-final
KCI_NLP_OHSUResearchWeek2016-NLPatOHSU-finalKCI_NLP_OHSUResearchWeek2016-NLPatOHSU-final
KCI_NLP_OHSUResearchWeek2016-NLPatOHSU-finalDeborah Woodcock
 
Biosample exchanges – the past, the current and the future – how do we make i...
Biosample exchanges – the past, the current and the future – how do we make i...Biosample exchanges – the past, the current and the future – how do we make i...
Biosample exchanges – the past, the current and the future – how do we make i...Pistoia Alliance
 
Atul Butte's presentation at the From Data to Discovery symposium at Westat
Atul Butte's presentation at the From Data to Discovery symposium at WestatAtul Butte's presentation at the From Data to Discovery symposium at Westat
Atul Butte's presentation at the From Data to Discovery symposium at WestatUniversity of California, San Francisco
 
2009 12 07 - LOINC Introduction and Overview
2009 12 07 - LOINC Introduction and Overview2009 12 07 - LOINC Introduction and Overview
2009 12 07 - LOINC Introduction and Overviewdvreeman
 
The National Toxicology Program Nonneoplastic Lesion Atlas
The National Toxicology Program Nonneoplastic Lesion AtlasThe National Toxicology Program Nonneoplastic Lesion Atlas
The National Toxicology Program Nonneoplastic Lesion AtlasEPL, Inc.
 
Mobilizing informational resources webinar
Mobilizing informational resources   webinarMobilizing informational resources   webinar
Mobilizing informational resources webinarAnn-Marie Roche
 
NIH Drug Discovery and Development - NCTT and CTSAs
NIH Drug Discovery and Development - NCTT and CTSAsNIH Drug Discovery and Development - NCTT and CTSAs
NIH Drug Discovery and Development - NCTT and CTSAsCTSI at UCSF
 
C&E news talk sept 16
C&E news talk sept 16C&E news talk sept 16
C&E news talk sept 16Sean Ekins
 
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan DiseasesUsing In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan DiseasesSean Ekins
 
Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...
Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...
Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...Remedy Informatics
 
Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...
Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...
Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...University of California, San Francisco
 
2010 06 07 - LOINC Introduction
2010 06 07 - LOINC Introduction2010 06 07 - LOINC Introduction
2010 06 07 - LOINC Introductiondvreeman
 
Indications discovery and drug repurposing
Indications discovery and drug repurposingIndications discovery and drug repurposing
Indications discovery and drug repurposingSean Ekins
 
Prospective Biobanking Poster 09MAR12
Prospective Biobanking Poster 09MAR12Prospective Biobanking Poster 09MAR12
Prospective Biobanking Poster 09MAR12Mike Messenger
 
Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...
Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...
Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...Kim Solez ,
 
Reg Sci Lecture Dec 2016
Reg Sci Lecture Dec 2016Reg Sci Lecture Dec 2016
Reg Sci Lecture Dec 2016Rick Silva
 

Similaire à American Society of Human Genetics (ASHG) 2011 (20)

KCI_NLP_OHSUResearchWeek2016-NLPatOHSU-final
KCI_NLP_OHSUResearchWeek2016-NLPatOHSU-finalKCI_NLP_OHSUResearchWeek2016-NLPatOHSU-final
KCI_NLP_OHSUResearchWeek2016-NLPatOHSU-final
 
Biosample exchanges – the past, the current and the future – how do we make i...
Biosample exchanges – the past, the current and the future – how do we make i...Biosample exchanges – the past, the current and the future – how do we make i...
Biosample exchanges – the past, the current and the future – how do we make i...
 
Atul Butte's presentation at the From Data to Discovery symposium at Westat
Atul Butte's presentation at the From Data to Discovery symposium at WestatAtul Butte's presentation at the From Data to Discovery symposium at Westat
Atul Butte's presentation at the From Data to Discovery symposium at Westat
 
2009 12 07 - LOINC Introduction and Overview
2009 12 07 - LOINC Introduction and Overview2009 12 07 - LOINC Introduction and Overview
2009 12 07 - LOINC Introduction and Overview
 
The National Toxicology Program Nonneoplastic Lesion Atlas
The National Toxicology Program Nonneoplastic Lesion AtlasThe National Toxicology Program Nonneoplastic Lesion Atlas
The National Toxicology Program Nonneoplastic Lesion Atlas
 
Mobilizing informational resources webinar
Mobilizing informational resources   webinarMobilizing informational resources   webinar
Mobilizing informational resources webinar
 
NIH Drug Discovery and Development - NCTT and CTSAs
NIH Drug Discovery and Development - NCTT and CTSAsNIH Drug Discovery and Development - NCTT and CTSAs
NIH Drug Discovery and Development - NCTT and CTSAs
 
2013 05 society for clinical trials
2013 05 society for clinical trials2013 05 society for clinical trials
2013 05 society for clinical trials
 
C&E news talk sept 16
C&E news talk sept 16C&E news talk sept 16
C&E news talk sept 16
 
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan DiseasesUsing In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
Using In Silico Tools in Repurposing Drugs for Neglected and Orphan Diseases
 
Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...
Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...
Ontology-Driven Clinical Intelligence: A Path from the Biobank to Cross-Disea...
 
Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...
Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...
Atul Butte presentation on 2019-02-05 for Accelerating biology 2019: Towards ...
 
2010 06 07 - LOINC Introduction
2010 06 07 - LOINC Introduction2010 06 07 - LOINC Introduction
2010 06 07 - LOINC Introduction
 
JALANov2000
JALANov2000JALANov2000
JALANov2000
 
New sources of big data for precision medicine: are we ready?
New sources of big data for precision medicine: are we ready?New sources of big data for precision medicine: are we ready?
New sources of big data for precision medicine: are we ready?
 
Indications discovery and drug repurposing
Indications discovery and drug repurposingIndications discovery and drug repurposing
Indications discovery and drug repurposing
 
Prospective Biobanking Poster 09MAR12
Prospective Biobanking Poster 09MAR12Prospective Biobanking Poster 09MAR12
Prospective Biobanking Poster 09MAR12
 
EBM.ppt
EBM.pptEBM.ppt
EBM.ppt
 
Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...
Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...
Kim Solez TEP meets Human Cell Atlas a glimpse into future of pathology winte...
 
Reg Sci Lecture Dec 2016
Reg Sci Lecture Dec 2016Reg Sci Lecture Dec 2016
Reg Sci Lecture Dec 2016
 

Plus de Trish Whetzel

Building Translate on Glass
Building Translate on GlassBuilding Translate on Glass
Building Translate on GlassTrish Whetzel
 
NCBO Web Services: Powering Semantically Aware Applications
NCBO Web Services: Powering Semantically Aware ApplicationsNCBO Web Services: Powering Semantically Aware Applications
NCBO Web Services: Powering Semantically Aware ApplicationsTrish Whetzel
 
NCBO SPARQL Endpoint
NCBO SPARQL EndpointNCBO SPARQL Endpoint
NCBO SPARQL EndpointTrish Whetzel
 
NCBO Technology Overview
NCBO Technology OverviewNCBO Technology Overview
NCBO Technology OverviewTrish Whetzel
 
BioPortal: ontologies and integrated data resources
BioPortal: ontologies and integrated data resourcesBioPortal: ontologies and integrated data resources
BioPortal: ontologies and integrated data resourcesTrish Whetzel
 
Web Services for Semantic Applications in Healthcare and Life Sciences
Web Services for Semantic Applications in Healthcare and Life SciencesWeb Services for Semantic Applications in Healthcare and Life Sciences
Web Services for Semantic Applications in Healthcare and Life SciencesTrish Whetzel
 
NCBO Technology for GSC15
NCBO Technology for GSC15NCBO Technology for GSC15
NCBO Technology for GSC15Trish Whetzel
 
Ontology Web Services
Ontology Web ServicesOntology Web Services
Ontology Web ServicesTrish Whetzel
 
NCBO Tools and Web services
NCBO Tools and Web servicesNCBO Tools and Web services
NCBO Tools and Web servicesTrish Whetzel
 
Ontology Web services for Semantic Applications
Ontology Web services for Semantic ApplicationsOntology Web services for Semantic Applications
Ontology Web services for Semantic ApplicationsTrish Whetzel
 
CTSA Inventory Resource Web Presence
CTSA Inventory Resource Web PresenceCTSA Inventory Resource Web Presence
CTSA Inventory Resource Web PresenceTrish Whetzel
 
NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...
NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...
NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...Trish Whetzel
 
The NCBO Annotator and Enrichment Analysis with the Human Disease Ontology
The NCBO Annotator and Enrichment Analysis with the  Human Disease OntologyThe NCBO Annotator and Enrichment Analysis with the  Human Disease Ontology
The NCBO Annotator and Enrichment Analysis with the Human Disease OntologyTrish Whetzel
 
Annotation Analysis for Testing Drug Safety Signals
Annotation Analysis for Testing Drug Safety SignalsAnnotation Analysis for Testing Drug Safety Signals
Annotation Analysis for Testing Drug Safety SignalsTrish Whetzel
 
Collaborative Development of Ontologies using BioPortal and WebProtégé
Collaborative Development of Ontologies using  BioPortal and WebProtégé  Collaborative Development of Ontologies using  BioPortal and WebProtégé
Collaborative Development of Ontologies using BioPortal and WebProtégé Trish Whetzel
 
NCBO Overview and Biositemaps
NCBO Overview and BiositemapsNCBO Overview and Biositemaps
NCBO Overview and BiositemapsTrish Whetzel
 
Biomedical Resource Ontology
Biomedical Resource OntologyBiomedical Resource Ontology
Biomedical Resource OntologyTrish Whetzel
 
NCBO Web services: Powering Semantically Aware Applications
NCBO Web services: Powering Semantically Aware ApplicationsNCBO Web services: Powering Semantically Aware Applications
NCBO Web services: Powering Semantically Aware ApplicationsTrish Whetzel
 
Collaborative Development of Ontologies using BioPortal and WebProtégé
Collaborative Development of Ontologies using  BioPortal and WebProtégé  Collaborative Development of Ontologies using  BioPortal and WebProtégé
Collaborative Development of Ontologies using BioPortal and WebProtégé Trish Whetzel
 

Plus de Trish Whetzel (20)

Building Translate on Glass
Building Translate on GlassBuilding Translate on Glass
Building Translate on Glass
 
NCBO Web Services: Powering Semantically Aware Applications
NCBO Web Services: Powering Semantically Aware ApplicationsNCBO Web Services: Powering Semantically Aware Applications
NCBO Web Services: Powering Semantically Aware Applications
 
NCBO SPARQL Endpoint
NCBO SPARQL EndpointNCBO SPARQL Endpoint
NCBO SPARQL Endpoint
 
NCBO Technology Overview
NCBO Technology OverviewNCBO Technology Overview
NCBO Technology Overview
 
BioPortal: ontologies and integrated data resources
BioPortal: ontologies and integrated data resourcesBioPortal: ontologies and integrated data resources
BioPortal: ontologies and integrated data resources
 
Web Services for Semantic Applications in Healthcare and Life Sciences
Web Services for Semantic Applications in Healthcare and Life SciencesWeb Services for Semantic Applications in Healthcare and Life Sciences
Web Services for Semantic Applications in Healthcare and Life Sciences
 
NCBO Technology for GSC15
NCBO Technology for GSC15NCBO Technology for GSC15
NCBO Technology for GSC15
 
Ontology Web Services
Ontology Web ServicesOntology Web Services
Ontology Web Services
 
NCBO Tools and Web services
NCBO Tools and Web servicesNCBO Tools and Web services
NCBO Tools and Web services
 
Ontology Web services for Semantic Applications
Ontology Web services for Semantic ApplicationsOntology Web services for Semantic Applications
Ontology Web services for Semantic Applications
 
NCBO Technology
NCBO TechnologyNCBO Technology
NCBO Technology
 
CTSA Inventory Resource Web Presence
CTSA Inventory Resource Web PresenceCTSA Inventory Resource Web Presence
CTSA Inventory Resource Web Presence
 
NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...
NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...
NCBO BioPortal SPARQL Endpoint - The Quad Economy of a Semantic Web Ontology ...
 
The NCBO Annotator and Enrichment Analysis with the Human Disease Ontology
The NCBO Annotator and Enrichment Analysis with the  Human Disease OntologyThe NCBO Annotator and Enrichment Analysis with the  Human Disease Ontology
The NCBO Annotator and Enrichment Analysis with the Human Disease Ontology
 
Annotation Analysis for Testing Drug Safety Signals
Annotation Analysis for Testing Drug Safety SignalsAnnotation Analysis for Testing Drug Safety Signals
Annotation Analysis for Testing Drug Safety Signals
 
Collaborative Development of Ontologies using BioPortal and WebProtégé
Collaborative Development of Ontologies using  BioPortal and WebProtégé  Collaborative Development of Ontologies using  BioPortal and WebProtégé
Collaborative Development of Ontologies using BioPortal and WebProtégé
 
NCBO Overview and Biositemaps
NCBO Overview and BiositemapsNCBO Overview and Biositemaps
NCBO Overview and Biositemaps
 
Biomedical Resource Ontology
Biomedical Resource OntologyBiomedical Resource Ontology
Biomedical Resource Ontology
 
NCBO Web services: Powering Semantically Aware Applications
NCBO Web services: Powering Semantically Aware ApplicationsNCBO Web services: Powering Semantically Aware Applications
NCBO Web services: Powering Semantically Aware Applications
 
Collaborative Development of Ontologies using BioPortal and WebProtégé
Collaborative Development of Ontologies using  BioPortal and WebProtégé  Collaborative Development of Ontologies using  BioPortal and WebProtégé
Collaborative Development of Ontologies using BioPortal and WebProtégé
 

Dernier

call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️Delhi Call girls
 
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️anilsa9823
 
How To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected WorkerHow To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected WorkerThousandEyes
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxbodapatigopi8531
 
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AISyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AIABDERRAOUF MEHENNI
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfkalichargn70th171
 
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...ICS
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsArshad QA
 
5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdfWave PLM
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfkalichargn70th171
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...OnePlan Solutions
 
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...MyIntelliSource, Inc.
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsJhone kinadey
 
How To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.jsHow To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.jsAndolasoft Inc
 
TECUNIQUE: Success Stories: IT Service provider
TECUNIQUE: Success Stories: IT Service providerTECUNIQUE: Success Stories: IT Service provider
TECUNIQUE: Success Stories: IT Service providermohitmore19
 
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female serviceCALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female serviceanilsa9823
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...harshavardhanraghave
 

Dernier (20)

call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
 
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online  ☂️
CALL ON ➥8923113531 🔝Call Girls Kakori Lucknow best sexual service Online ☂️
 
How To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected WorkerHow To Troubleshoot Collaboration Apps for the Modern Connected Worker
How To Troubleshoot Collaboration Apps for the Modern Connected Worker
 
Hand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptxHand gesture recognition PROJECT PPT.pptx
Hand gesture recognition PROJECT PPT.pptx
 
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AISyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
SyndBuddy AI 2k Review 2024: Revolutionizing Content Syndication with AI
 
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdfLearn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
Learn the Fundamentals of XCUITest Framework_ A Beginner's Guide.pdf
 
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
The Real-World Challenges of Medical Device Cybersecurity- Mitigating Vulnera...
 
Software Quality Assurance Interview Questions
Software Quality Assurance Interview QuestionsSoftware Quality Assurance Interview Questions
Software Quality Assurance Interview Questions
 
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS LiveVip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
Vip Call Girls Noida ➡️ Delhi ➡️ 9999965857 No Advance 24HRS Live
 
Microsoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdfMicrosoft AI Transformation Partner Playbook.pdf
Microsoft AI Transformation Partner Playbook.pdf
 
5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf5 Signs You Need a Fashion PLM Software.pdf
5 Signs You Need a Fashion PLM Software.pdf
 
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdfThe Ultimate Test Automation Guide_ Best Practices and Tips.pdf
The Ultimate Test Automation Guide_ Best Practices and Tips.pdf
 
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
Tech Tuesday-Harness the Power of Effective Resource Planning with OnePlan’s ...
 
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICECHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
CHEAP Call Girls in Pushp Vihar (-DELHI )🔝 9953056974🔝(=)/CALL GIRLS SERVICE
 
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
Try MyIntelliAccount Cloud Accounting Software As A Service Solution Risk Fre...
 
Right Money Management App For Your Financial Goals
Right Money Management App For Your Financial GoalsRight Money Management App For Your Financial Goals
Right Money Management App For Your Financial Goals
 
How To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.jsHow To Use Server-Side Rendering with Nuxt.js
How To Use Server-Side Rendering with Nuxt.js
 
TECUNIQUE: Success Stories: IT Service provider
TECUNIQUE: Success Stories: IT Service providerTECUNIQUE: Success Stories: IT Service provider
TECUNIQUE: Success Stories: IT Service provider
 
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female serviceCALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
CALL ON ➥8923113531 🔝Call Girls Badshah Nagar Lucknow best Female service
 
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
Reassessing the Bedrock of Clinical Function Models: An Examination of Large ...
 

American Society of Human Genetics (ASHG) 2011

  • 1. The NCBO Annotator and Enrichment Analysis with the Human Disease Ontology Trish Whetzel, Paea LePendu, Ray Fergerson, Mark Musen, Nigam Shah Stanford University, Stanford, CA 250+ Biomedical Ontologies • Create clean lexicons • Normalize via mappings • Aggregate via hierarchies 1 Pattern Analysis 1.04–million patients • Use temporal ordering NCBO Annotator Workflow 2.8–million terms 9.5–million clinical notes • Adds negation detection • Processes 1–million notes per hour 2 Patient t0 t1 … tn Acknowledgements The National Center for Biomedical Ontology is one of the National Centers for Biomedical Computing supported by the NHGRI, the NHLBI, and the NIH Common Fund under grant U54-HG004028. 1 A,B,X B,X,Y … A,X 2 B,X,Z C,Z … B,C 3 A,C,Y B,Z … X Drug Safety Off-label Drug Use 3 Enrichment Analysis For more information on the NCBO, visit http://www.bioontology.org or email support@bioontology.org