SlideShare uma empresa Scribd logo
1 de 10
Informatics White Paper
Robert Nordstrom
Chief, Image Guided Interventions
Director QIN
March 6, 2017
2
History
 Annual Meeting of the Quantitative Imaging Network
 April timeframe
 Includes a joint session with CBIIT for past 4 years
 The meeting of April 2015
 Focused on funding opportunities in imaging and informatics
 Quantitative imaging standards
 Open science approaches
 Informatics infrastructure for imaging support
3
Three More Workshops on the Topic Followed
 Recommendations directed to NCI
 Continue with grants programs such as QIN, ITCR and SBIR programs
 Encourage data sharing and analysis (tool) sharing
 Continue to hold workshops on the subject of informatics and imaging
 Completion of the white paper was suspended to include the results
from these workshops
 The resulting white paper (finished in late 2016) includes results of
these inputs
 Additional inputs from several reviewers
4
Topics Covered
 Open standards and open source architecture
 Archives of well-curated datasets
 Annotation, markup, and quantitative imaging features
 Data exploration, integration and retrieval
 Algorithm development and validation and use in challenges to
encourage reproducibility
 Container technologies and cloud deployment
5
Bringing Quantitative Imaging into Clinical Workflow
 Case Study: Open Health Imaging Foundation
 Dana Farber/Harvard Cancer Center
6
Future Initiatives
 Developing a Cancer Imaging Commons
 Virtual Tissue Repository
 MeDICI Challenge Management System
 Prototype data harmonization and integration project
 Imaging and cloud computation
 ITCR projects
7
Vision
 Encourage innovation
 Adoption of imaging standards
 Incentivize and reward sharing
 Educate clinicians and ensure buy-in from them
 Educate technology transfer and legal departments
 Work towards flexible, extensible and integrated solutions
 Ensure data quality and veracity
 Use well-defined challenges
8
Blog & White Paper
https://cbiit.nci.nih.gov/
9
Paper submitted
 Ashish Sharma, Emory University
 IMIA: International Medical Informatics Association
 Survey article. Part of an imaging section in their annual issue
 By: Chuck Penn, William Hsu, and Soojin Park
www.cancer.gov www.cancer.gov/espanol

Mais conteúdo relacionado

Mais procurados

Monitoring Systems Cafod
Monitoring Systems CafodMonitoring Systems Cafod
Monitoring Systems Cafodgueste1db19
 
Measuring the costs and benefits of RDM to supporta a business case
Measuring the costs and benefits of RDM to supporta a business caseMeasuring the costs and benefits of RDM to supporta a business case
Measuring the costs and benefits of RDM to supporta a business caseJisc RDM
 
Streamlining deposit an ojs to repository plugin
Streamlining deposit an ojs to repository pluginStreamlining deposit an ojs to repository plugin
Streamlining deposit an ojs to repository pluginJisc
 
Institutional Data Management Blueprint
Institutional Data Management BlueprintInstitutional Data Management Blueprint
Institutional Data Management BlueprintEduserv
 
Tracking data
Tracking dataTracking data
Tracking dataVerena139
 
David Carter publications and associated research grants 2015
David Carter publications and associated research grants 2015David Carter publications and associated research grants 2015
David Carter publications and associated research grants 2015Dave Carter
 
Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...
Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...
Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...US-Ignite
 
Changing trends in citation analysis and challenges in API measurement
Changing trends in citation analysis and challenges in API measurementChanging trends in citation analysis and challenges in API measurement
Changing trends in citation analysis and challenges in API measurementMunesh Kumar
 
Business case and cost modelling for an end-to-end RDM service
Business case and cost modelling for an end-to-end RDM serviceBusiness case and cost modelling for an end-to-end RDM service
Business case and cost modelling for an end-to-end RDM serviceJisc RDM
 
BbWorld'08 DevCon - Greenhouse Grant Panel
BbWorld'08 DevCon - Greenhouse Grant PanelBbWorld'08 DevCon - Greenhouse Grant Panel
BbWorld'08 DevCon - Greenhouse Grant Panelekunnen
 
European Open Science Cloud
European Open Science CloudEuropean Open Science Cloud
European Open Science CloudJisc RDM
 
Open ILRI
Open ILRIOpen ILRI
Open ILRIILRI
 
Supporting researchers: how one librarian does it
Supporting researchers: how one librarian does itSupporting researchers: how one librarian does it
Supporting researchers: how one librarian does itMonique Ritchie
 
Repositories, Plugins and the REF
Repositories, Plugins and the REFRepositories, Plugins and the REF
Repositories, Plugins and the REFLeslie Carr
 

Mais procurados (18)

Monitoring Systems Cafod
Monitoring Systems CafodMonitoring Systems Cafod
Monitoring Systems Cafod
 
Measuring the costs and benefits of RDM to supporta a business case
Measuring the costs and benefits of RDM to supporta a business caseMeasuring the costs and benefits of RDM to supporta a business case
Measuring the costs and benefits of RDM to supporta a business case
 
ARLG supporting researchers
ARLG supporting researchersARLG supporting researchers
ARLG supporting researchers
 
Streamlining deposit an ojs to repository plugin
Streamlining deposit an ojs to repository pluginStreamlining deposit an ojs to repository plugin
Streamlining deposit an ojs to repository plugin
 
Institutional Data Management Blueprint
Institutional Data Management BlueprintInstitutional Data Management Blueprint
Institutional Data Management Blueprint
 
Tracking data
Tracking dataTracking data
Tracking data
 
David Carter publications and associated research grants 2015
David Carter publications and associated research grants 2015David Carter publications and associated research grants 2015
David Carter publications and associated research grants 2015
 
Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...
Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...
Prototype SDX Bioinformatics Exchange: Demonstrating an Essential Use-Case fo...
 
Changing trends in citation analysis and challenges in API measurement
Changing trends in citation analysis and challenges in API measurementChanging trends in citation analysis and challenges in API measurement
Changing trends in citation analysis and challenges in API measurement
 
Business case and cost modelling for an end-to-end RDM service
Business case and cost modelling for an end-to-end RDM serviceBusiness case and cost modelling for an end-to-end RDM service
Business case and cost modelling for an end-to-end RDM service
 
BbWorld'08 DevCon - Greenhouse Grant Panel
BbWorld'08 DevCon - Greenhouse Grant PanelBbWorld'08 DevCon - Greenhouse Grant Panel
BbWorld'08 DevCon - Greenhouse Grant Panel
 
Ragld
RagldRagld
Ragld
 
European Open Science Cloud
European Open Science CloudEuropean Open Science Cloud
European Open Science Cloud
 
25
2525
25
 
Open ILRI
Open ILRIOpen ILRI
Open ILRI
 
Supporting researchers: how one librarian does it
Supporting researchers: how one librarian does itSupporting researchers: how one librarian does it
Supporting researchers: how one librarian does it
 
Repositories, Plugins and the REF
Repositories, Plugins and the REFRepositories, Plugins and the REF
Repositories, Plugins and the REF
 
20
2020
20
 

Semelhante a Informatics Needs in Medical Imaging

NCI Support for Cancer Data Sharing
NCI Support for Cancer Data SharingNCI Support for Cancer Data Sharing
NCI Support for Cancer Data SharingWarren Kibbe
 
Workshop intro090314
Workshop intro090314Workshop intro090314
Workshop intro090314Philip Bourne
 
Peter Embi's 2011 AMIA CRI Year-in-Review
Peter Embi's 2011 AMIA CRI Year-in-ReviewPeter Embi's 2011 AMIA CRI Year-in-Review
Peter Embi's 2011 AMIA CRI Year-in-ReviewPeter Embi
 
Actsi bip overview jan 2011
Actsi bip overview jan 2011Actsi bip overview jan 2011
Actsi bip overview jan 2011Joel Saltz
 
NIH Data Summit - The NIH Data Commons
NIH Data Summit - The NIH Data CommonsNIH Data Summit - The NIH Data Commons
NIH Data Summit - The NIH Data CommonsVivien Bonazzi
 
Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...Ivan Mauricio Cabezas Troyano
 
Imaging dearry ncrdc 11062017
Imaging dearry ncrdc  11062017Imaging dearry ncrdc  11062017
Imaging dearry ncrdc 11062017imgcommcall
 
Recognising data sharing
Recognising data sharingRecognising data sharing
Recognising data sharingJisc RDM
 
Opportunities and Challenges for International Cooperation Around Big Data
Opportunities and Challenges for International Cooperation Around Big DataOpportunities and Challenges for International Cooperation Around Big Data
Opportunities and Challenges for International Cooperation Around Big DataPhilip Bourne
 
Hospital Cloud Forum - thoughts for panel
Hospital Cloud Forum - thoughts for panelHospital Cloud Forum - thoughts for panel
Hospital Cloud Forum - thoughts for panelKent State University
 
A VIVO VIEW OF CANCER RESEARCH: Dream, Vision and Reality
A VIVO VIEW OF CANCER RESEARCH: Dream, Vision and RealityA VIVO VIEW OF CANCER RESEARCH: Dream, Vision and Reality
A VIVO VIEW OF CANCER RESEARCH: Dream, Vision and Reality Paul Courtney
 
Data Science in Biomedicine - Where Are We Headed?
Data Science in Biomedicine - Where Are We Headed?Data Science in Biomedicine - Where Are We Headed?
Data Science in Biomedicine - Where Are We Headed?Philip Bourne
 
Imaging Community Call - Introduction
Imaging Community Call - IntroductionImaging Community Call - Introduction
Imaging Community Call - Introductionimgcommcall
 
Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...Luis Felipe Tabares Pérez
 
Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...EFSA EU
 
A Big Picture in Research Data Management
A Big Picture in Research Data ManagementA Big Picture in Research Data Management
A Big Picture in Research Data ManagementCarole Goble
 
Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH
Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH     Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH
Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH Philip Bourne
 
Acting as Advocate? Seven steps for libraries in the data decade
Acting as Advocate? Seven steps for libraries in the data decadeActing as Advocate? Seven steps for libraries in the data decade
Acting as Advocate? Seven steps for libraries in the data decadeLizLyon
 

Semelhante a Informatics Needs in Medical Imaging (20)

NCI Support for Cancer Data Sharing
NCI Support for Cancer Data SharingNCI Support for Cancer Data Sharing
NCI Support for Cancer Data Sharing
 
Workshop intro090314
Workshop intro090314Workshop intro090314
Workshop intro090314
 
Peter Embi's 2011 AMIA CRI Year-in-Review
Peter Embi's 2011 AMIA CRI Year-in-ReviewPeter Embi's 2011 AMIA CRI Year-in-Review
Peter Embi's 2011 AMIA CRI Year-in-Review
 
Actsi bip overview jan 2011
Actsi bip overview jan 2011Actsi bip overview jan 2011
Actsi bip overview jan 2011
 
NIH Data Summit - The NIH Data Commons
NIH Data Summit - The NIH Data CommonsNIH Data Summit - The NIH Data Commons
NIH Data Summit - The NIH Data Commons
 
Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...
 
Imaging dearry ncrdc 11062017
Imaging dearry ncrdc  11062017Imaging dearry ncrdc  11062017
Imaging dearry ncrdc 11062017
 
Recognising data sharing
Recognising data sharingRecognising data sharing
Recognising data sharing
 
Opportunities and Challenges for International Cooperation Around Big Data
Opportunities and Challenges for International Cooperation Around Big DataOpportunities and Challenges for International Cooperation Around Big Data
Opportunities and Challenges for International Cooperation Around Big Data
 
Hospital Cloud Forum - thoughts for panel
Hospital Cloud Forum - thoughts for panelHospital Cloud Forum - thoughts for panel
Hospital Cloud Forum - thoughts for panel
 
Yale Day of Data
Yale Day of Data Yale Day of Data
Yale Day of Data
 
A VIVO VIEW OF CANCER RESEARCH: Dream, Vision and Reality
A VIVO VIEW OF CANCER RESEARCH: Dream, Vision and RealityA VIVO VIEW OF CANCER RESEARCH: Dream, Vision and Reality
A VIVO VIEW OF CANCER RESEARCH: Dream, Vision and Reality
 
Data Science in Biomedicine - Where Are We Headed?
Data Science in Biomedicine - Where Are We Headed?Data Science in Biomedicine - Where Are We Headed?
Data Science in Biomedicine - Where Are We Headed?
 
Imaging Community Call - Introduction
Imaging Community Call - IntroductionImaging Community Call - Introduction
Imaging Community Call - Introduction
 
Data Analytics
Data AnalyticsData Analytics
Data Analytics
 
Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...Architectural approaches for implementing Clinical Decision Support Systems i...
Architectural approaches for implementing Clinical Decision Support Systems i...
 
Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...Data visualisations: drawing actionable insights from science and technology ...
Data visualisations: drawing actionable insights from science and technology ...
 
A Big Picture in Research Data Management
A Big Picture in Research Data ManagementA Big Picture in Research Data Management
A Big Picture in Research Data Management
 
Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH
Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH     Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH
Ask Not What the NIH Can Do For You; Ask What You Can Do For the NIH
 
Acting as Advocate? Seven steps for libraries in the data decade
Acting as Advocate? Seven steps for libraries in the data decadeActing as Advocate? Seven steps for libraries in the data decade
Acting as Advocate? Seven steps for libraries in the data decade
 

Mais de imgcommcall

Making Radiology AI Models more robust: Federated Learning and other Approaches
Making Radiology AI Models more robust: Federated Learning and other ApproachesMaking Radiology AI Models more robust: Federated Learning and other Approaches
Making Radiology AI Models more robust: Federated Learning and other Approachesimgcommcall
 
Agenda NCI Imaging Informatics Webinar 2020-07-06
Agenda NCI Imaging Informatics Webinar 2020-07-06Agenda NCI Imaging Informatics Webinar 2020-07-06
Agenda NCI Imaging Informatics Webinar 2020-07-06imgcommcall
 
Agenda April 6, 2020
Agenda April 6, 2020Agenda April 6, 2020
Agenda April 6, 2020imgcommcall
 
Medical Segmentation Decathalon
Medical Segmentation DecathalonMedical Segmentation Decathalon
Medical Segmentation Decathalonimgcommcall
 
Agenda - NCI Imaging Community Call
Agenda - NCI Imaging Community CallAgenda - NCI Imaging Community Call
Agenda - NCI Imaging Community Callimgcommcall
 
NCI Cancer Research Data Commons - Overview
NCI Cancer Research Data Commons - OverviewNCI Cancer Research Data Commons - Overview
NCI Cancer Research Data Commons - Overviewimgcommcall
 
Imaging Data Commons (IDC) - Introduction and intital approach
Imaging Data Commons (IDC) - Introduction and intital approachImaging Data Commons (IDC) - Introduction and intital approach
Imaging Data Commons (IDC) - Introduction and intital approachimgcommcall
 
NCI Imaging community call agenda
NCI Imaging community call agendaNCI Imaging community call agenda
NCI Imaging community call agendaimgcommcall
 
CPTAC Data at the Genomic Data Commons
CPTAC Data at the Genomic Data CommonsCPTAC Data at the Genomic Data Commons
CPTAC Data at the Genomic Data Commonsimgcommcall
 
CPTAC Data Portal and Proteomics Data Commons
CPTAC Data Portal and Proteomics Data CommonsCPTAC Data Portal and Proteomics Data Commons
CPTAC Data Portal and Proteomics Data Commonsimgcommcall
 
Clinical Proteomic Tumor Analysis Consortium (CPTAC) Overview
Clinical Proteomic Tumor Analysis Consortium (CPTAC) OverviewClinical Proteomic Tumor Analysis Consortium (CPTAC) Overview
Clinical Proteomic Tumor Analysis Consortium (CPTAC) Overviewimgcommcall
 
PRISM Semantic Integration Approach
PRISM Semantic Integration ApproachPRISM Semantic Integration Approach
PRISM Semantic Integration Approachimgcommcall
 
PRISM Project Update
PRISM Project UpdatePRISM Project Update
PRISM Project Updateimgcommcall
 
Image community 2019 06-03
Image community 2019 06-03Image community 2019 06-03
Image community 2019 06-03imgcommcall
 
NBIA 7.0 Community Version Release
NBIA 7.0 Community Version ReleaseNBIA 7.0 Community Version Release
NBIA 7.0 Community Version Releaseimgcommcall
 
Image community 2019 05-06
Image community 2019 05-06Image community 2019 05-06
Image community 2019 05-06imgcommcall
 
Image community 2019 03-04
Image community 2019 03-04Image community 2019 03-04
Image community 2019 03-04imgcommcall
 

Mais de imgcommcall (20)

Making Radiology AI Models more robust: Federated Learning and other Approaches
Making Radiology AI Models more robust: Federated Learning and other ApproachesMaking Radiology AI Models more robust: Federated Learning and other Approaches
Making Radiology AI Models more robust: Federated Learning and other Approaches
 
Agenda NCI Imaging Informatics Webinar 2020-07-06
Agenda NCI Imaging Informatics Webinar 2020-07-06Agenda NCI Imaging Informatics Webinar 2020-07-06
Agenda NCI Imaging Informatics Webinar 2020-07-06
 
AI-LAB
AI-LABAI-LAB
AI-LAB
 
PathPresenter
PathPresenterPathPresenter
PathPresenter
 
Agenda April 6, 2020
Agenda April 6, 2020Agenda April 6, 2020
Agenda April 6, 2020
 
Medical Segmentation Decathalon
Medical Segmentation DecathalonMedical Segmentation Decathalon
Medical Segmentation Decathalon
 
Agenda - NCI Imaging Community Call
Agenda - NCI Imaging Community CallAgenda - NCI Imaging Community Call
Agenda - NCI Imaging Community Call
 
NCI Cancer Research Data Commons - Overview
NCI Cancer Research Data Commons - OverviewNCI Cancer Research Data Commons - Overview
NCI Cancer Research Data Commons - Overview
 
Imaging Data Commons (IDC) - Introduction and intital approach
Imaging Data Commons (IDC) - Introduction and intital approachImaging Data Commons (IDC) - Introduction and intital approach
Imaging Data Commons (IDC) - Introduction and intital approach
 
NCI Imaging community call agenda
NCI Imaging community call agendaNCI Imaging community call agenda
NCI Imaging community call agenda
 
CPTAC Data at the Genomic Data Commons
CPTAC Data at the Genomic Data CommonsCPTAC Data at the Genomic Data Commons
CPTAC Data at the Genomic Data Commons
 
CPTAC Data Portal and Proteomics Data Commons
CPTAC Data Portal and Proteomics Data CommonsCPTAC Data Portal and Proteomics Data Commons
CPTAC Data Portal and Proteomics Data Commons
 
Clinical Proteomic Tumor Analysis Consortium (CPTAC) Overview
Clinical Proteomic Tumor Analysis Consortium (CPTAC) OverviewClinical Proteomic Tumor Analysis Consortium (CPTAC) Overview
Clinical Proteomic Tumor Analysis Consortium (CPTAC) Overview
 
PRISM Semantic Integration Approach
PRISM Semantic Integration ApproachPRISM Semantic Integration Approach
PRISM Semantic Integration Approach
 
PRISM Project Update
PRISM Project UpdatePRISM Project Update
PRISM Project Update
 
TCIA Update
TCIA UpdateTCIA Update
TCIA Update
 
Image community 2019 06-03
Image community 2019 06-03Image community 2019 06-03
Image community 2019 06-03
 
NBIA 7.0 Community Version Release
NBIA 7.0 Community Version ReleaseNBIA 7.0 Community Version Release
NBIA 7.0 Community Version Release
 
Image community 2019 05-06
Image community 2019 05-06Image community 2019 05-06
Image community 2019 05-06
 
Image community 2019 03-04
Image community 2019 03-04Image community 2019 03-04
Image community 2019 03-04
 

Último

RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPramod Kumar Srivastava
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queensdataanalyticsqueen03
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptxthyngster
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)jennyeacort
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Jack DiGiovanna
 
MK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docxMK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docxUnduhUnggah1
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一F sss
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home ServiceSapana Sha
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024thyngster
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样vhwb25kk
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
Multiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfMultiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfchwongval
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...Boston Institute of Analytics
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...limedy534
 

Último (20)

RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
 
Top 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In QueensTop 5 Best Data Analytics Courses In Queens
Top 5 Best Data Analytics Courses In Queens
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
 
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
Building on a FAIRly Strong Foundation to Connect Academic Research to Transl...
 
MK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docxMK KOMUNIKASI DATA (TI)komdat komdat.docx
MK KOMUNIKASI DATA (TI)komdat komdat.docx
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
办理学位证中佛罗里达大学毕业证,UCF成绩单原版一比一
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service
 
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
Consent & Privacy Signals on Google *Pixels* - MeasureCamp Amsterdam 2024
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
Call Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort ServiceCall Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort Service
 
Multiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfMultiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdf
 
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
NLP Data Science Project Presentation:Predicting Heart Disease with NLP Data ...
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
 

Informatics Needs in Medical Imaging

  • 1. Informatics White Paper Robert Nordstrom Chief, Image Guided Interventions Director QIN March 6, 2017
  • 2. 2 History  Annual Meeting of the Quantitative Imaging Network  April timeframe  Includes a joint session with CBIIT for past 4 years  The meeting of April 2015  Focused on funding opportunities in imaging and informatics  Quantitative imaging standards  Open science approaches  Informatics infrastructure for imaging support
  • 3. 3 Three More Workshops on the Topic Followed  Recommendations directed to NCI  Continue with grants programs such as QIN, ITCR and SBIR programs  Encourage data sharing and analysis (tool) sharing  Continue to hold workshops on the subject of informatics and imaging  Completion of the white paper was suspended to include the results from these workshops  The resulting white paper (finished in late 2016) includes results of these inputs  Additional inputs from several reviewers
  • 4. 4 Topics Covered  Open standards and open source architecture  Archives of well-curated datasets  Annotation, markup, and quantitative imaging features  Data exploration, integration and retrieval  Algorithm development and validation and use in challenges to encourage reproducibility  Container technologies and cloud deployment
  • 5. 5 Bringing Quantitative Imaging into Clinical Workflow  Case Study: Open Health Imaging Foundation  Dana Farber/Harvard Cancer Center
  • 6. 6 Future Initiatives  Developing a Cancer Imaging Commons  Virtual Tissue Repository  MeDICI Challenge Management System  Prototype data harmonization and integration project  Imaging and cloud computation  ITCR projects
  • 7. 7 Vision  Encourage innovation  Adoption of imaging standards  Incentivize and reward sharing  Educate clinicians and ensure buy-in from them  Educate technology transfer and legal departments  Work towards flexible, extensible and integrated solutions  Ensure data quality and veracity  Use well-defined challenges
  • 8. 8 Blog & White Paper https://cbiit.nci.nih.gov/
  • 9. 9 Paper submitted  Ashish Sharma, Emory University  IMIA: International Medical Informatics Association  Survey article. Part of an imaging section in their annual issue  By: Chuck Penn, William Hsu, and Soojin Park