SlideShare a Scribd company logo
Real World Evidence – getting value from
volume with metadata
Thursday, August 10th 10:30 am central
Who’s speaking today?
Anne Lapkin
SVP Global Strategy
Smartlogic
Bill Fox
Global CTO Healthcare and Life Sciences
MarkLogic
• This webinar is in broadcast
mode all participants are muted
• Please put your questions in the
GoToWebinar panel and we’ll
answer as many as we can in the
Q & A session
• This broadcast is being recorded
– replay information will be sent
to all registrants following the
broadcast
A few housekeeping items
The value of Real World Evidence (RWE)
The payoff
The problem with RWE
What if your RWE platform could…
A platform for RWE success
Semaphore in a nutshell
How MarkLogic integrates data from silos
A bit about Smartlogic & MarkLogic
Q & A
Agenda
The value of Real World Evidence
RWE
Pharma Data
RCT, Disease
Registries
Hospital
Visits and
Services
Mortality
and Other
Registries
Pharmacy
Data
Genetic,
Biomarker,
Sensor,
Diagnostic
Social Media
Claims
Test and Lab
Data
Electronic
Medical
Records
Disease Understanding &
Biomarkers
R&D Operations & Clinical
Development
Value-Based Market Access &
Commercialization
Innovative Safety & Surveillance
Monitoring
Economic Burden & Outcomes
Research
Treatment Pathways & Patient
Journey
End to End Data
Management
Insightful Solutions
Awareness and
Transparency
Advanced Analytics
Platform
Integrated Evidence Generation
The payoff
Optimize spend
• Integrate and connect different data sets to deepen insights and understand patient journeys and market dynamics
• Targeted marketing and sales campaigns based on specific points in the patient journey or physician decision-making process
• Active driven alerts to the sales force to increase knowledge and target messaging to providers
• Improve launch as target populations become more specific, granular insights on which providers treat specific patients provides
better messaging
Demonstrate safety and value
• Brand protection – avoidance of label changes (black box warning labels)
• Regulatory defense – proactive knowledge and ability to refute false signals based on under reporting and utilization counts
• Counter publication reports (literature review)
• Formulary improvement
Improve clinical development
• Enable translational research, better understanding of treatment pathways, higher value populations and patient profiles
• Improve protocol design
• Target investigators with largest patient population
The problem with RWE
• Real World Data exists in silos
• It uses different vocabularies
• It is in different formats
• A lot of it is “dark data” - pdfs,
images, spreadsheets, word
documents, etc.
• Integrate all information without ETL
• Provide meaning and context for all data
• Find the hidden nuggets in the dark data
• Harmonize all the different vocabularies
• Scale
• Provide traceability and auditability
• Security and privacy
• Discover relationships and patterns using high-grade analytics
• Easily find the information you need
What if your RWE platform could …
The information platform of the future
Build and manage semantic models
Simplify ingestion, development and customization
Semaphore in a nutshell
Enrich, extract and harmonize
• Enrich information assets with complete, consistent and precise metadata
• Extract critical facts, entities and relationships for further processing
• Harmonize different information sources for unified access
Apply semantics to your business problem
• Enable knowledge discovery
• Support investigative analytics
• Automate manual processes for higher precision
Semaphore delivers these capabilities – enterprise scale
The MarkLogic Solution
An Operational and Transactional Enterprise NoSQL Database
That Integrates Data Better, Faster, With Less Cost
FLEXIBLE DATA MODEL
ASK ANYTHING UNIVERSAL INDEX
ENTERPRISE RELIABILITY
RELATIONAL
DATABASES
MAINFRAMES
FILE SYSTEMS
ANY OTHER
SOURCE
TRANSACTIONAL
APPLICATIONS
ANALYTICAL
APPLICATIONS
DOWNSTREAM
SYSTEMS
FLEXIBLE DATA MODEL
ASK ANYTHING UNIVERSAL INDEX
ENTERPRISE RELIABILITY
MarkLogic
Single Platform View of all content
Easy to get data in
Easy to get data out
Universal Index
Government Grade Security
Triple Data Store
Enterprise grade
Smartlogic and MarkLogic
Smartlogic
Understand the relationships in the data
Metadata enrichment
Sophisticated natural
language processing
Triple extraction
Industry standard vocabularies
Enterprise gradeThe partnership
advantage
A cutting-edge platform for innovative business
solutions
Native integration
A long history of collaboration
Complementary technologies and skill sets
• RWE is a large and complex problem
• Payoff to doing it well is enormous
– But it’s easy to do it really badly
• There is a solution now that you can implement that will answer today’s
and tomorrow’s questions
Summary
Q&A
Thanks for joining the webinar
We’ll be taking questions now
Q A&
SMARTLOGIC – AMERICAS
111 N MARKET STREET, SUITE 300
SAN JOSE, CALIFORNIA, 95113
TEL: 408 213 9500
SMARTLOGIC – EUROPE, MIDDLE-EAST AND AFRICA
200 ALDERSGATE
LONDON, EC1A 4HD
TEL: +44 (0)203 176 4500
WEB: WWW.SMARTLOGIC.COM
EMAIL: INFO@SMARTLOGIC.COM
TWITTER: @SMARTLOGIC_COM
© 2017 SMARTLOGIC SEMAPHORE LIMITED

More Related Content

PPTX
Real World Evidence Initiative Report
PDF
Cortellis for CTI Message Platform
PPTX
Initial Medical Policy and Model Coverage Guidelines
PDF
Marketing Summary - sales presentatioin
PDF
Cortellis for CI Slides
PDF
EY Drug R&D: Big DATA for big returns
PPTX
David cocker feasibility_and_web_mining
PPTX
Patients outcomes
Real World Evidence Initiative Report
Cortellis for CTI Message Platform
Initial Medical Policy and Model Coverage Guidelines
Marketing Summary - sales presentatioin
Cortellis for CI Slides
EY Drug R&D: Big DATA for big returns
David cocker feasibility_and_web_mining
Patients outcomes

What's hot (20)

PPTX
Medisafe_What's Next in RWE_mHealth Israel
PPSX
Training medical policy program final version 3
PPT
Ksr Clinical Introduction 2009 1
PPT
Ksr Clinical Introduction 2009 1
DOCX
Naveen_Pawar_Resume.doc
PDF
PCORnet: Building Evidence through Innovation and Collaboration
PDF
Sharing and standards christopher hart - clinical innovation and partnering...
PDF
From Edge Case to Main Case, Michelle Longmire of Medable_mHealth Israel
PPTX
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
PDF
Evaluating the value of research-by-consortium: Science of Team Science
PPTX
Medical research:-rebuilt,-retooled -and -rebooted ppt
PPTX
mHealth Israel_Growth Opportunities in Clinical Trial Execution_Craig Lipset
PDF
Symbiotic innovation 082015
PDF
The Open Data era in health and social care, pop up uni, 12.00, 3 september 2015
PPTX
AMIA 2015 Registries in Accountable Care poster
PDF
TransCelerate Overview - Value of Safety Information Data Sources Initiative
PPTX
Hospital Cloud Forum - thoughts for panel
PPTX
How BrackenData Leverages Data on Over 250,000 Clinical Trials
PPTX
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
Medisafe_What's Next in RWE_mHealth Israel
Training medical policy program final version 3
Ksr Clinical Introduction 2009 1
Ksr Clinical Introduction 2009 1
Naveen_Pawar_Resume.doc
PCORnet: Building Evidence through Innovation and Collaboration
Sharing and standards christopher hart - clinical innovation and partnering...
From Edge Case to Main Case, Michelle Longmire of Medable_mHealth Israel
Supporting a Collaborative R&D Organization with a Dynamic Big Data Solution
Evaluating the value of research-by-consortium: Science of Team Science
Medical research:-rebuilt,-retooled -and -rebooted ppt
mHealth Israel_Growth Opportunities in Clinical Trial Execution_Craig Lipset
Symbiotic innovation 082015
The Open Data era in health and social care, pop up uni, 12.00, 3 september 2015
AMIA 2015 Registries in Accountable Care poster
TransCelerate Overview - Value of Safety Information Data Sources Initiative
Hospital Cloud Forum - thoughts for panel
How BrackenData Leverages Data on Over 250,000 Clinical Trials
Leverage Big Data Analytics to Enhance Clinical Trials from Planning to Execu...
Ad

Similar to Real World Evidence - getting value from volume with metadata (20)

PPTX
Lingustic Harmony in the Tower of Babel
PPTX
Semaphore cloud development webinar
PDF
Building innovative, effective RWE platforms
PPTX
Accelerating Patient Care with Real World Evidence
PDF
Semaphore Case Studies presented for MarkLogic World 2024
PDF
Pathway 2.0 for RWE and MA 2015 -John Cai
PDF
Real-World Evidence: A Better Life Journey for Pharmas, Payers and Patients
PDF
MarkLogic Semantic use cases
PPTX
Real world evidence Processsetup for IT KPO BPO org
PDF
Real-World Evidence Studies_ Introduction, Purpose, and Data Collection Strat...
PDF
Smart Data for Smart Labs
PDF
The New Database Frontier: Harnessing the Cloud
PDF
Mark logic for dita
PPTX
Cadth 2015 e6 3 brown
PPTX
Scope and Sources of RWE and Value of Data Sharing in Healthcare
PPTX
Real-World Evidence: Harnessing Data for Clinical Decision-Making
PPTX
Smartlogic, Semaphore and Semantically Enhanced Search – For “Discovery”
PPTX
Smartlogic, Semaphore and Semantically Enhanced Search – For “Discovery”
PDF
Big data vendor panel - MarkLogic
PPT
Applications of Semantic Technology in the Real World Today
Lingustic Harmony in the Tower of Babel
Semaphore cloud development webinar
Building innovative, effective RWE platforms
Accelerating Patient Care with Real World Evidence
Semaphore Case Studies presented for MarkLogic World 2024
Pathway 2.0 for RWE and MA 2015 -John Cai
Real-World Evidence: A Better Life Journey for Pharmas, Payers and Patients
MarkLogic Semantic use cases
Real world evidence Processsetup for IT KPO BPO org
Real-World Evidence Studies_ Introduction, Purpose, and Data Collection Strat...
Smart Data for Smart Labs
The New Database Frontier: Harnessing the Cloud
Mark logic for dita
Cadth 2015 e6 3 brown
Scope and Sources of RWE and Value of Data Sharing in Healthcare
Real-World Evidence: Harnessing Data for Clinical Decision-Making
Smartlogic, Semaphore and Semantically Enhanced Search – For “Discovery”
Smartlogic, Semaphore and Semantically Enhanced Search – For “Discovery”
Big data vendor panel - MarkLogic
Applications of Semantic Technology in the Real World Today
Ad

Recently uploaded (20)

PDF
DP Operators-handbook-extract for the Mautical Institute
PPTX
cloud_computing_Infrastucture_as_cloud_p
PDF
Microsoft Solutions Partner Drive Digital Transformation with D365.pdf
PDF
A novel scalable deep ensemble learning framework for big data classification...
PDF
Enhancing emotion recognition model for a student engagement use case through...
PPTX
1. Introduction to Computer Programming.pptx
PPTX
Final SEM Unit 1 for mit wpu at pune .pptx
PPT
Module 1.ppt Iot fundamentals and Architecture
PPTX
TechTalks-8-2019-Service-Management-ITIL-Refresh-ITIL-4-Framework-Supports-Ou...
PDF
Developing a website for English-speaking practice to English as a foreign la...
PDF
gpt5_lecture_notes_comprehensive_20250812015547.pdf
PPTX
Programs and apps: productivity, graphics, security and other tools
PDF
NewMind AI Weekly Chronicles - August'25-Week II
PDF
August Patch Tuesday
PDF
Zenith AI: Advanced Artificial Intelligence
PDF
Univ-Connecticut-ChatGPT-Presentaion.pdf
PDF
A contest of sentiment analysis: k-nearest neighbor versus neural network
PDF
STKI Israel Market Study 2025 version august
PDF
Architecture types and enterprise applications.pdf
PPTX
O2C Customer Invoices to Receipt V15A.pptx
DP Operators-handbook-extract for the Mautical Institute
cloud_computing_Infrastucture_as_cloud_p
Microsoft Solutions Partner Drive Digital Transformation with D365.pdf
A novel scalable deep ensemble learning framework for big data classification...
Enhancing emotion recognition model for a student engagement use case through...
1. Introduction to Computer Programming.pptx
Final SEM Unit 1 for mit wpu at pune .pptx
Module 1.ppt Iot fundamentals and Architecture
TechTalks-8-2019-Service-Management-ITIL-Refresh-ITIL-4-Framework-Supports-Ou...
Developing a website for English-speaking practice to English as a foreign la...
gpt5_lecture_notes_comprehensive_20250812015547.pdf
Programs and apps: productivity, graphics, security and other tools
NewMind AI Weekly Chronicles - August'25-Week II
August Patch Tuesday
Zenith AI: Advanced Artificial Intelligence
Univ-Connecticut-ChatGPT-Presentaion.pdf
A contest of sentiment analysis: k-nearest neighbor versus neural network
STKI Israel Market Study 2025 version august
Architecture types and enterprise applications.pdf
O2C Customer Invoices to Receipt V15A.pptx

Real World Evidence - getting value from volume with metadata

  • 1. Real World Evidence – getting value from volume with metadata Thursday, August 10th 10:30 am central
  • 2. Who’s speaking today? Anne Lapkin SVP Global Strategy Smartlogic Bill Fox Global CTO Healthcare and Life Sciences MarkLogic
  • 3. • This webinar is in broadcast mode all participants are muted • Please put your questions in the GoToWebinar panel and we’ll answer as many as we can in the Q & A session • This broadcast is being recorded – replay information will be sent to all registrants following the broadcast A few housekeeping items
  • 4. The value of Real World Evidence (RWE) The payoff The problem with RWE What if your RWE platform could… A platform for RWE success Semaphore in a nutshell How MarkLogic integrates data from silos A bit about Smartlogic & MarkLogic Q & A Agenda
  • 5. The value of Real World Evidence RWE Pharma Data RCT, Disease Registries Hospital Visits and Services Mortality and Other Registries Pharmacy Data Genetic, Biomarker, Sensor, Diagnostic Social Media Claims Test and Lab Data Electronic Medical Records Disease Understanding & Biomarkers R&D Operations & Clinical Development Value-Based Market Access & Commercialization Innovative Safety & Surveillance Monitoring Economic Burden & Outcomes Research Treatment Pathways & Patient Journey End to End Data Management Insightful Solutions Awareness and Transparency Advanced Analytics Platform Integrated Evidence Generation
  • 6. The payoff Optimize spend • Integrate and connect different data sets to deepen insights and understand patient journeys and market dynamics • Targeted marketing and sales campaigns based on specific points in the patient journey or physician decision-making process • Active driven alerts to the sales force to increase knowledge and target messaging to providers • Improve launch as target populations become more specific, granular insights on which providers treat specific patients provides better messaging Demonstrate safety and value • Brand protection – avoidance of label changes (black box warning labels) • Regulatory defense – proactive knowledge and ability to refute false signals based on under reporting and utilization counts • Counter publication reports (literature review) • Formulary improvement Improve clinical development • Enable translational research, better understanding of treatment pathways, higher value populations and patient profiles • Improve protocol design • Target investigators with largest patient population
  • 7. The problem with RWE • Real World Data exists in silos • It uses different vocabularies • It is in different formats • A lot of it is “dark data” - pdfs, images, spreadsheets, word documents, etc.
  • 8. • Integrate all information without ETL • Provide meaning and context for all data • Find the hidden nuggets in the dark data • Harmonize all the different vocabularies • Scale • Provide traceability and auditability • Security and privacy • Discover relationships and patterns using high-grade analytics • Easily find the information you need What if your RWE platform could …
  • 9. The information platform of the future
  • 10. Build and manage semantic models Simplify ingestion, development and customization Semaphore in a nutshell Enrich, extract and harmonize • Enrich information assets with complete, consistent and precise metadata • Extract critical facts, entities and relationships for further processing • Harmonize different information sources for unified access Apply semantics to your business problem • Enable knowledge discovery • Support investigative analytics • Automate manual processes for higher precision Semaphore delivers these capabilities – enterprise scale
  • 11. The MarkLogic Solution An Operational and Transactional Enterprise NoSQL Database That Integrates Data Better, Faster, With Less Cost FLEXIBLE DATA MODEL ASK ANYTHING UNIVERSAL INDEX ENTERPRISE RELIABILITY RELATIONAL DATABASES MAINFRAMES FILE SYSTEMS ANY OTHER SOURCE TRANSACTIONAL APPLICATIONS ANALYTICAL APPLICATIONS DOWNSTREAM SYSTEMS FLEXIBLE DATA MODEL ASK ANYTHING UNIVERSAL INDEX ENTERPRISE RELIABILITY
  • 12. MarkLogic Single Platform View of all content Easy to get data in Easy to get data out Universal Index Government Grade Security Triple Data Store Enterprise grade Smartlogic and MarkLogic Smartlogic Understand the relationships in the data Metadata enrichment Sophisticated natural language processing Triple extraction Industry standard vocabularies Enterprise gradeThe partnership advantage A cutting-edge platform for innovative business solutions Native integration A long history of collaboration Complementary technologies and skill sets
  • 13. • RWE is a large and complex problem • Payoff to doing it well is enormous – But it’s easy to do it really badly • There is a solution now that you can implement that will answer today’s and tomorrow’s questions Summary
  • 14. Q&A Thanks for joining the webinar We’ll be taking questions now Q A&
  • 15. SMARTLOGIC – AMERICAS 111 N MARKET STREET, SUITE 300 SAN JOSE, CALIFORNIA, 95113 TEL: 408 213 9500 SMARTLOGIC – EUROPE, MIDDLE-EAST AND AFRICA 200 ALDERSGATE LONDON, EC1A 4HD TEL: +44 (0)203 176 4500 WEB: WWW.SMARTLOGIC.COM EMAIL: INFO@SMARTLOGIC.COM TWITTER: @SMARTLOGIC_COM © 2017 SMARTLOGIC SEMAPHORE LIMITED

Editor's Notes