SlideShare une entreprise Scribd logo
1  sur  20
Télécharger pour lire hors ligne
Assessing and Reporting Research
Impact – A Role for the Library
Kristi L. Holmes, PhD
Director, Galter Health Sciences Library
Associate Professor, Preventative Medicine-Health and Biomedical Informatics
Northwestern University, Feinberg School of Medicine
http://orcid.org/0000-0001-8420-5254
NISO Virtual Conference:
Transforming Assessment: Alternative Metrics and Other Trends
June 18, 2014
overview
• Impact metrics - the ususal suspects and more
• A view from the library
• Identifying needs
• Roles played by libraries
• Developing services
• Moving this space forward on the local and larger
level
impact metrics – why do we care?
• Quantify and document research
impact
• Justify future requests for
funding
• Quantify return on research
investment
• Discover how research findings
are being used
• Identify similar research projects
• Identify possible collaborators
• Determine if research findings
are duplicated, confirmed,
corrected, improved or
repudiated
• Determine if research findings
were extended (different
human populations, different
animal models/species, etc.)
• Confirm that research findings
were properly
attributed/credited
• Demonstrate that research
findings are resulting in
meaningful health outcomes
• Discover community benefit as
a result of research findings
• Progress reports
• Tenure
• Promotion dossiers
https://becker.wustl.edu/impact-assessment/model
alternative metrics
• Twitter
• Facebook
• Blogs
• Research Highlights
• Google+
• Main Stream Media
• Reddit
• Forums
• Q&A – StackExchange
• Pintrest
• LinkedIn
• FigShare
• F1000 Reviews
• GitHub
Thelwall M, Haustein S, Larivière V, Sugimoto CR (2013) Do Altmetrics Work? Twitter
and Ten Other Social Web Services. PLoS ONE 8(5): e64841.
doi:10.1371/journal.pone.0064841
Konkiel S (2013) Altmetrics: A 21st-Century Solution to Determining Research
Quality. Information Today. Available at
http://www.infotoday.com/OnlineSearcher/Articles/Features/Altmetrics-A-stCentury-
Solution-to-Determining-Research-Quality-90551.shtml
Articles
Datasets
Slides
Software
Webpages
Understanding the impact of research is a massive task.
How do we understand the impact of a published work?
A person?
A research center?
A university?
What IS impact?
Ioannidis JA, Khoury MJ. Assessing Value in Biomedical Research: The PQRST of Appraisal and Reward. JAMA. Published online June 09, 2014.
doi:10.1001/jama.2014.6932.
• We need to move assessment toward
“desired outcomes: research that is
productive, high-quality, reproducible,
shareable, and translatable (PQRST)”
• Productivity metrics should reward high-
influence science rather than least
publishable units and decrease publication
bias against negative results.
Research impact and assessment
go beyond counts!
https://becker.wustl.edu/impact-assessment
Investigate and adapt
frameworks to help put
things into context
More and more organizations and efforts are
considering the impact of their work through
frameworks.
The Becker Model
Frameworks from the IOM, CDC, and NIEHS
Snowball Metrics
Discipline-specific apporaches
and more…
go beyond counts!
https://becker.wustl.edu/impact-assessment
Investigate and adapt
frameworks to help put
things into context
The Becker Model
• Provides a supplement to publication analysis to provide a more
robust and comprehensive perspective of biomedical research
impact.
– reporting templates, glossary of resources and terms, examples of
relevant indicators of impact across the research process, and readings
• Straightforward framework for tracking diffusion of research outputs
and activities to locate indicators that demonstrate evidence of
biomedical research impact
– individual, core, and institutional-level; modify for different disciplines
• Guidance for quantifying and documenting research impact as well
as resources for locating evidence of impact.
• Strategies for enhancing the impact of research
strategies for enhancing the impact
of research
https://becker.wustl.edu/impact-assessment/strategies
Repetition, consistency, and an
awareness of the intended
audience form the basis of most
the strategies.
The strategies focus upon
Preparing for Publication,
Dissemination, and Keeping
Track of Your Research.
Optimizing discoverability and
access of your research is the
surest way to enhance its
visibility and impact.
Suggestions for researchers and
recommendations to reach out to
their library for assistance.
Understanding the impact of research is a massive task.
How do we understand the impact of a published work?
Aperson?
Aresearch center?
Auniversity?
What IS impact?
How do we scale up and operationalize this process?
How do we support it locally from the library?
leverage ongoing efforts on the local
level and beyond
• ORCID
• CASRAI
• CERIF
• VIVO-ISF ontology
• NISO Altmetric work
• CV/Biosketch
• Large-scale semantic search
• Institutional
repositories
• Research
networking systems
• Institutional
research
information and
management
systems
• Analytical and
benchmarking
efforts
• Tracking and
evaluation
VIVO lends itself to research
assessment and impact
• Facilitates a more robust research
ecosystem
– Diffusion of research products
– Discovery of shared products
– Reproducibility
– Translation
– Enables credit and visibility by
showcasing individual
achievements and expertise
• Supports team-based science and
collaboration
• Allows better large-scale understanding
of the research enterprise
– Temporal relationships (career
development, time from publication to
research synthesis)
– Peer comparisons
– Strategic planning and visualization
– Identify emerging trends
• Enables more efficient means of
collecting & representing meaningful
outputs en masse
• New experimental protocols
• Datasets
• Instrumentation
• Software code
• New diagnostic criteria
• New standard of care
• Curriculum guidelines
• Measurement instruments
• Continuing education
materials
• Clinical/practice guidelines
VIVO lends itself to research
assessment and impact
• Facilitates a more robust research
ecosystem
– Diffusion of research products
– Discovery of shared products
– Reproducibility
– Translation
– Enables credit and visibility by
showcasing individual
achievements and expertise
• Supports team-based science and
collaboration
• Allows better large-scale understanding
of the research enterprise
– Temporal relationships (career
development, time from publication to
research synthesis)
– Peer comparisons
– Strategic planning and visualization
– Identify emerging trends
• Enables more efficient means of
collecting & representing meaningful
outputs en masse
• New experimental protocols
• Datasets
• Instrumentation
• Software code
• New diagnostic criteria
• New standard of care
• Curriculum guidelines
• Measurement instruments
• Continuing education
materials
• Clinical/practice guidelines
VIVO can help operationalize this
process:
Enhance profiles by incorporating meaningful
outputs to enhance content and value; can
facilitate dissemination and discovery of
scholarship
The ontology is the key…
• Plum Analytics gathers metrics across
five categories—usage, mentions,
captures, social media and citations.
• Metrics are gathered around artifacts
• Collected information is displayed in
visualizations, dashboards, and widgets.
• Customized for the institution or
organization.
ARTIFACTS
articles
blog posts
book chapters
books
cases
clinical trials
conference papers
datasets
figures
grants
interviews
letters
media
patents
posters
presentations
source code
theses / dissertations
videos
webpages
http://www.ebscohost.com/newsroom/stories/plum-analytics-becomes-part-of-ebsco-information-services
IR integration
IR integration
Courtesy of Plum
IR integration
Benefits?
1. Create a feedback loop for researchers that
gives them timely insight into the impact of
their research right from the start
2. Easy access to advanced metrics from
PlumX can help build buy-in from
researchers, increasing repository support
by your contributors
3. Aggregated metrics and reports from the
PlumX dashboard puts the repository at the
center of communicating about the impacts
of your organization’s research
Courtesy of Plum
a spectrum of possibilities…
http://commons.wikimedia.org/wiki/File:Linear_visible_spectrum.svg
Integrate
altmetrics
in your IR
Lead or
support
RNS project
(VIVO, etc)
Run citation
reports
ORCID
services and
support
Encourage
prudent use of
online tools
Welcome deposit of
alternative outputs
in your IR
Keep
current
Collaborate with
TT office to
track outputs
Develop
standard
reports/visualiz
ations/analyses Hire an impact
and evaluation
librarian
Workshop on
strategies for
enhancing
research impactRun
publication
data reports
Establish a
consultation
service
Help
researchers
obtain DOIs
and understand
data options
Understand
motivations
of funding
agencies
local success depends on
stakeholder engagement
• Stay up to date on scholarly issues and the scholarly
workflow
• Stay up to date on funding/reporting requirements
• Brainstorm to identify and understand motivations of
stakeholders
• Anticipate need and present solutions
• Call on advocates
• Think beyond ‘business as usual’
• Be persistent!
Acknowledgements
Support:
• Northwestern University
Clinical and Translational
Sciences Institute, NIH
award 8UL1TR000150-05
• VIVO - DuraSpace
Thanks:
• Cathy Sarli, MLS, AHIP
• Karen Gutzman – NLM Fellow
• Andrea Michalek at Plum
@amichalek
• VIVO Community @VIVOcollab
• Galter Health Sciences Library
Questions:
@kristiholmes
kristi.holmes@northwestern.edu
Thank
you!

Contenu connexe

Tendances

Your Systematic Review: Getting Started
Your Systematic Review: Getting StartedYour Systematic Review: Getting Started
Your Systematic Review: Getting StartedElaine Lasda
 
Altmetrics for Team Science
Altmetrics for Team ScienceAltmetrics for Team Science
Altmetrics for Team ScienceIUPUI
 
Gathering Evidence to Demonstrate Impact
Gathering Evidence to Demonstrate ImpactGathering Evidence to Demonstrate Impact
Gathering Evidence to Demonstrate ImpactIUPUI
 
Maximizing Your Research Impact: 5 Quick Hits!
Maximizing Your Research Impact: 5 Quick Hits!Maximizing Your Research Impact: 5 Quick Hits!
Maximizing Your Research Impact: 5 Quick Hits!Elaine Lasda
 
Computers in Libraries 2018 Workshop on Scholarly Metrics
Computers in Libraries 2018 Workshop on Scholarly MetricsComputers in Libraries 2018 Workshop on Scholarly Metrics
Computers in Libraries 2018 Workshop on Scholarly MetricsElaine Lasda
 
Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...
Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...
Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...NASIG
 
Altmetrics 101 - Altmetrics in Libraries
Altmetrics 101 - Altmetrics in LibrariesAltmetrics 101 - Altmetrics in Libraries
Altmetrics 101 - Altmetrics in LibrariesIUPUI
 
Case studies for open science
Case studies for open scienceCase studies for open science
Case studies for open scienceIUPUI
 
Measure for Measure: The role of metrics in assessing research performance - ...
Measure for Measure: The role of metrics in assessing research performance - ...Measure for Measure: The role of metrics in assessing research performance - ...
Measure for Measure: The role of metrics in assessing research performance - ...Michael Habib
 
Promoting Open Access and Open Educational Resources to Faculty
Promoting Open Access and Open Educational Resources to FacultyPromoting Open Access and Open Educational Resources to Faculty
Promoting Open Access and Open Educational Resources to FacultyNASIG
 
Mining Virtual Reference Data for an Iterative Assessment Cycle
Mining Virtual Reference Data for an Iterative Assessment CycleMining Virtual Reference Data for an Iterative Assessment Cycle
Mining Virtual Reference Data for an Iterative Assessment CycleAmanda Clay Powers
 
Practical applications for altmetrics in a changing metrics landscape
Practical applications for altmetrics in a changing metrics landscapePractical applications for altmetrics in a changing metrics landscape
Practical applications for altmetrics in a changing metrics landscapeDigital Science
 
Research information management: making sense of it all
Research information management: making sense of it allResearch information management: making sense of it all
Research information management: making sense of it allDigital Science
 
Is what's 'trending' what¹s worth purchasing?
Is what's 'trending' what¹s worth purchasing?Is what's 'trending' what¹s worth purchasing?
Is what's 'trending' what¹s worth purchasing?NASIG
 

Tendances (20)

Cassidy "Case Study: Supporting Researcher Impact and Efficiency"
Cassidy "Case Study: Supporting Researcher Impact and Efficiency"Cassidy "Case Study: Supporting Researcher Impact and Efficiency"
Cassidy "Case Study: Supporting Researcher Impact and Efficiency"
 
Your Systematic Review: Getting Started
Your Systematic Review: Getting StartedYour Systematic Review: Getting Started
Your Systematic Review: Getting Started
 
Altmetrics for Team Science
Altmetrics for Team ScienceAltmetrics for Team Science
Altmetrics for Team Science
 
Gathering Evidence to Demonstrate Impact
Gathering Evidence to Demonstrate ImpactGathering Evidence to Demonstrate Impact
Gathering Evidence to Demonstrate Impact
 
Maximizing Your Research Impact: 5 Quick Hits!
Maximizing Your Research Impact: 5 Quick Hits!Maximizing Your Research Impact: 5 Quick Hits!
Maximizing Your Research Impact: 5 Quick Hits!
 
Warren-Jones "Using text-mining and summarisation technology to manage the gr...
Warren-Jones "Using text-mining and summarisation technology to manage the gr...Warren-Jones "Using text-mining and summarisation technology to manage the gr...
Warren-Jones "Using text-mining and summarisation technology to manage the gr...
 
Computers in Libraries 2018 Workshop on Scholarly Metrics
Computers in Libraries 2018 Workshop on Scholarly MetricsComputers in Libraries 2018 Workshop on Scholarly Metrics
Computers in Libraries 2018 Workshop on Scholarly Metrics
 
Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...
Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...
Capturing and Analyzing Publication, Citation and Usage Data for Contextual C...
 
NISO Altmetrics Initiative: A Project Update - Martin Fenner, Technical Lead ...
NISO Altmetrics Initiative: A Project Update - Martin Fenner, Technical Lead ...NISO Altmetrics Initiative: A Project Update - Martin Fenner, Technical Lead ...
NISO Altmetrics Initiative: A Project Update - Martin Fenner, Technical Lead ...
 
Altmetrics 101 - Altmetrics in Libraries
Altmetrics 101 - Altmetrics in LibrariesAltmetrics 101 - Altmetrics in Libraries
Altmetrics 101 - Altmetrics in Libraries
 
Snowball Metrics: University-owned Benchmarking to Reveal Strengths within Al...
Snowball Metrics: University-owned Benchmarking to Reveal Strengths within Al...Snowball Metrics: University-owned Benchmarking to Reveal Strengths within Al...
Snowball Metrics: University-owned Benchmarking to Reveal Strengths within Al...
 
Case studies for open science
Case studies for open scienceCase studies for open science
Case studies for open science
 
Young-Libraries and Public Access Policies
Young-Libraries and Public Access PoliciesYoung-Libraries and Public Access Policies
Young-Libraries and Public Access Policies
 
Measure for Measure: The role of metrics in assessing research performance - ...
Measure for Measure: The role of metrics in assessing research performance - ...Measure for Measure: The role of metrics in assessing research performance - ...
Measure for Measure: The role of metrics in assessing research performance - ...
 
Promoting Open Access and Open Educational Resources to Faculty
Promoting Open Access and Open Educational Resources to FacultyPromoting Open Access and Open Educational Resources to Faculty
Promoting Open Access and Open Educational Resources to Faculty
 
Shaw - Compliance Workflow, Tips and Complications
Shaw - Compliance Workflow, Tips and ComplicationsShaw - Compliance Workflow, Tips and Complications
Shaw - Compliance Workflow, Tips and Complications
 
Mining Virtual Reference Data for an Iterative Assessment Cycle
Mining Virtual Reference Data for an Iterative Assessment CycleMining Virtual Reference Data for an Iterative Assessment Cycle
Mining Virtual Reference Data for an Iterative Assessment Cycle
 
Practical applications for altmetrics in a changing metrics landscape
Practical applications for altmetrics in a changing metrics landscapePractical applications for altmetrics in a changing metrics landscape
Practical applications for altmetrics in a changing metrics landscape
 
Research information management: making sense of it all
Research information management: making sense of it allResearch information management: making sense of it all
Research information management: making sense of it all
 
Is what's 'trending' what¹s worth purchasing?
Is what's 'trending' what¹s worth purchasing?Is what's 'trending' what¹s worth purchasing?
Is what's 'trending' what¹s worth purchasing?
 

Similaire à Assessing and Reporting Research Impact – A Role for the Library - Kristi L. Holmes, Ph.D., Director, Galter Health Sciences Library, Northwestern University, Feinberg School of Medicine

Important.ppt
Important.pptImportant.ppt
Important.pptAcademics
 
Author identifiers & research impact: A role for libraries
Author identifiers & research impact: A role for librariesAuthor identifiers & research impact: A role for libraries
Author identifiers & research impact: A role for librariesKristi Holmes
 
In metrics we trust?
In metrics we trust?In metrics we trust?
In metrics we trust?ORCID, Inc
 
Understanding impact through alternative metrics: developing library-based as...
Understanding impact through alternative metrics: developing library-based as...Understanding impact through alternative metrics: developing library-based as...
Understanding impact through alternative metrics: developing library-based as...Kristi Holmes
 
Gather evidence to demonstrate the impact of your research
Gather evidence to demonstrate the impact of your researchGather evidence to demonstrate the impact of your research
Gather evidence to demonstrate the impact of your researchIUPUI
 
Vermund.Innov.Invest.Environ.UPCH.#5.pptx
Vermund.Innov.Invest.Environ.UPCH.#5.pptxVermund.Innov.Invest.Environ.UPCH.#5.pptx
Vermund.Innov.Invest.Environ.UPCH.#5.pptxDAYANATICONATIA
 
Librarians and research impact - Download and share the new infographic
Librarians and research impact - Download and share the new infographicLibrarians and research impact - Download and share the new infographic
Librarians and research impact - Download and share the new infographicLibrary_Connect
 
Researcher profiles and metrics that matter
Researcher profiles and metrics that matterResearcher profiles and metrics that matter
Researcher profiles and metrics that matterLibrary_Connect
 
2018 Bio-IT World Agile in Wet Labs Speeds Big Data
2018 Bio-IT World Agile in Wet Labs Speeds Big Data2018 Bio-IT World Agile in Wet Labs Speeds Big Data
2018 Bio-IT World Agile in Wet Labs Speeds Big DataBruce Kozuma
 
NIH iDASH meeting on data sharing - BioSharing, ISA and Scientific Data
NIH iDASH meeting on data sharing - BioSharing, ISA and Scientific DataNIH iDASH meeting on data sharing - BioSharing, ISA and Scientific Data
NIH iDASH meeting on data sharing - BioSharing, ISA and Scientific DataSusanna-Assunta Sansone
 
Measuring success through improved attribution
Measuring success through improved attributionMeasuring success through improved attribution
Measuring success through improved attributionKristi Holmes
 
Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...
Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...
Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...NHSNWRD
 
BLC & Digital Science: Kevin Gardner, University of New Hampshire
BLC & Digital Science:  Kevin Gardner, University of New HampshireBLC & Digital Science:  Kevin Gardner, University of New Hampshire
BLC & Digital Science: Kevin Gardner, University of New HampshireBoston Library Consortium, Inc.
 
ELSS use cases and strategy
ELSS use cases and strategyELSS use cases and strategy
ELSS use cases and strategyAnton Yuryev
 
Vicky Scott: Implementing research into practice
Vicky Scott: Implementing research into practiceVicky Scott: Implementing research into practice
Vicky Scott: Implementing research into practiceTHL
 
Evaluating research consortium
Evaluating research consortiumEvaluating research consortium
Evaluating research consortiumMark David Lim
 

Similaire à Assessing and Reporting Research Impact – A Role for the Library - Kristi L. Holmes, Ph.D., Director, Galter Health Sciences Library, Northwestern University, Feinberg School of Medicine (20)

Important.ppt
Important.pptImportant.ppt
Important.ppt
 
Author identifiers & research impact: A role for libraries
Author identifiers & research impact: A role for librariesAuthor identifiers & research impact: A role for libraries
Author identifiers & research impact: A role for libraries
 
In metrics we trust?
In metrics we trust?In metrics we trust?
In metrics we trust?
 
Understanding impact through alternative metrics: developing library-based as...
Understanding impact through alternative metrics: developing library-based as...Understanding impact through alternative metrics: developing library-based as...
Understanding impact through alternative metrics: developing library-based as...
 
Falk-Krzesinski, "Administrator (Institutional Use of the Data): Data-informe...
Falk-Krzesinski, "Administrator (Institutional Use of the Data): Data-informe...Falk-Krzesinski, "Administrator (Institutional Use of the Data): Data-informe...
Falk-Krzesinski, "Administrator (Institutional Use of the Data): Data-informe...
 
Gather evidence to demonstrate the impact of your research
Gather evidence to demonstrate the impact of your researchGather evidence to demonstrate the impact of your research
Gather evidence to demonstrate the impact of your research
 
Vermund.Innov.Invest.Environ.UPCH.#5.pptx
Vermund.Innov.Invest.Environ.UPCH.#5.pptxVermund.Innov.Invest.Environ.UPCH.#5.pptx
Vermund.Innov.Invest.Environ.UPCH.#5.pptx
 
Librarians and research impact - Download and share the new infographic
Librarians and research impact - Download and share the new infographicLibrarians and research impact - Download and share the new infographic
Librarians and research impact - Download and share the new infographic
 
Researcher profiles and metrics that matter
Researcher profiles and metrics that matterResearcher profiles and metrics that matter
Researcher profiles and metrics that matter
 
2018 Bio-IT World Agile in Wet Labs Speeds Big Data
2018 Bio-IT World Agile in Wet Labs Speeds Big Data2018 Bio-IT World Agile in Wet Labs Speeds Big Data
2018 Bio-IT World Agile in Wet Labs Speeds Big Data
 
NIH iDASH meeting on data sharing - BioSharing, ISA and Scientific Data
NIH iDASH meeting on data sharing - BioSharing, ISA and Scientific DataNIH iDASH meeting on data sharing - BioSharing, ISA and Scientific Data
NIH iDASH meeting on data sharing - BioSharing, ISA and Scientific Data
 
Measuring success through improved attribution
Measuring success through improved attributionMeasuring success through improved attribution
Measuring success through improved attribution
 
Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...
Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...
Let's Talk Research Annual Conference - 24th-25th September 2014 (Professor R...
 
BLC & Digital Science: Kevin Gardner, University of New Hampshire
BLC & Digital Science:  Kevin Gardner, University of New HampshireBLC & Digital Science:  Kevin Gardner, University of New Hampshire
BLC & Digital Science: Kevin Gardner, University of New Hampshire
 
Kevin Gardner, UNH
Kevin Gardner, UNHKevin Gardner, UNH
Kevin Gardner, UNH
 
ELSS use cases and strategy
ELSS use cases and strategyELSS use cases and strategy
ELSS use cases and strategy
 
Jonathan Breeze, Symplectic
Jonathan Breeze, SymplecticJonathan Breeze, Symplectic
Jonathan Breeze, Symplectic
 
BLC & Digital Science: Jonathan Breeze, Symplectic
BLC & Digital Science: Jonathan Breeze, SymplecticBLC & Digital Science: Jonathan Breeze, Symplectic
BLC & Digital Science: Jonathan Breeze, Symplectic
 
Vicky Scott: Implementing research into practice
Vicky Scott: Implementing research into practiceVicky Scott: Implementing research into practice
Vicky Scott: Implementing research into practice
 
Evaluating research consortium
Evaluating research consortiumEvaluating research consortium
Evaluating research consortium
 

Plus de National Information Standards Organization (NISO)

Plus de National Information Standards Organization (NISO) (20)

Mattingly "AI & Prompt Design: Large Language Models"
Mattingly "AI & Prompt Design: Large Language Models"Mattingly "AI & Prompt Design: Large Language Models"
Mattingly "AI & Prompt Design: Large Language Models"
 
Hazen, Morse, and Varnum "Spring 2024 ODI Conformance Statement Workshop for ...
Hazen, Morse, and Varnum "Spring 2024 ODI Conformance Statement Workshop for ...Hazen, Morse, and Varnum "Spring 2024 ODI Conformance Statement Workshop for ...
Hazen, Morse, and Varnum "Spring 2024 ODI Conformance Statement Workshop for ...
 
Mattingly "AI & Prompt Design" - Introduction to Machine Learning"
Mattingly "AI & Prompt Design" - Introduction to Machine Learning"Mattingly "AI & Prompt Design" - Introduction to Machine Learning"
Mattingly "AI & Prompt Design" - Introduction to Machine Learning"
 
Mattingly "Text and Data Mining: Building Data Driven Applications"
Mattingly "Text and Data Mining: Building Data Driven Applications"Mattingly "Text and Data Mining: Building Data Driven Applications"
Mattingly "Text and Data Mining: Building Data Driven Applications"
 
Mattingly "Text and Data Mining: Searching Vectors"
Mattingly "Text and Data Mining: Searching Vectors"Mattingly "Text and Data Mining: Searching Vectors"
Mattingly "Text and Data Mining: Searching Vectors"
 
Mattingly "Text Mining Techniques"
Mattingly "Text Mining Techniques"Mattingly "Text Mining Techniques"
Mattingly "Text Mining Techniques"
 
Mattingly "Text Processing for Library Data: Representing Text as Data"
Mattingly "Text Processing for Library Data: Representing Text as Data"Mattingly "Text Processing for Library Data: Representing Text as Data"
Mattingly "Text Processing for Library Data: Representing Text as Data"
 
Carpenter "Designing NISO's New Strategic Plan: 2023-2026"
Carpenter "Designing NISO's New Strategic Plan: 2023-2026"Carpenter "Designing NISO's New Strategic Plan: 2023-2026"
Carpenter "Designing NISO's New Strategic Plan: 2023-2026"
 
Ross and Clark "Strategic Planning"
Ross and Clark "Strategic Planning"Ross and Clark "Strategic Planning"
Ross and Clark "Strategic Planning"
 
Mattingly "Data Mining Techniques: Classification and Clustering"
Mattingly "Data Mining Techniques: Classification and Clustering"Mattingly "Data Mining Techniques: Classification and Clustering"
Mattingly "Data Mining Techniques: Classification and Clustering"
 
Straza "Global collaboration towards equitable and open science: UNESCO Recom...
Straza "Global collaboration towards equitable and open science: UNESCO Recom...Straza "Global collaboration towards equitable and open science: UNESCO Recom...
Straza "Global collaboration towards equitable and open science: UNESCO Recom...
 
Lippincott "Beyond access: Accelerating discovery and increasing trust throug...
Lippincott "Beyond access: Accelerating discovery and increasing trust throug...Lippincott "Beyond access: Accelerating discovery and increasing trust throug...
Lippincott "Beyond access: Accelerating discovery and increasing trust throug...
 
Kriegsman "Integrating Open and Equitable Research into Open Science"
Kriegsman "Integrating Open and Equitable Research into Open Science"Kriegsman "Integrating Open and Equitable Research into Open Science"
Kriegsman "Integrating Open and Equitable Research into Open Science"
 
Mattingly "Ethics and Cleaning Data"
Mattingly "Ethics and Cleaning Data"Mattingly "Ethics and Cleaning Data"
Mattingly "Ethics and Cleaning Data"
 
Mercado-Lara "Open & Equitable Program"
Mercado-Lara "Open & Equitable Program"Mercado-Lara "Open & Equitable Program"
Mercado-Lara "Open & Equitable Program"
 
Ratner "Enhancing Open Science: Assessing Tools & Charting Progress"
Ratner "Enhancing Open Science: Assessing Tools & Charting Progress"Ratner "Enhancing Open Science: Assessing Tools & Charting Progress"
Ratner "Enhancing Open Science: Assessing Tools & Charting Progress"
 
Pfeiffer "Enhancing Open Science: Assessing Tools & Charting Progress"
Pfeiffer "Enhancing Open Science: Assessing Tools & Charting Progress"Pfeiffer "Enhancing Open Science: Assessing Tools & Charting Progress"
Pfeiffer "Enhancing Open Science: Assessing Tools & Charting Progress"
 
Hahnel “Mapping Progress: Reflections and Charting Future Pathways"
Hahnel “Mapping Progress: Reflections and Charting Future Pathways"Hahnel “Mapping Progress: Reflections and Charting Future Pathways"
Hahnel “Mapping Progress: Reflections and Charting Future Pathways"
 
Stall "Open Science: The Journey of a Scholarly Society"
Stall "Open Science: The Journey of a Scholarly Society"Stall "Open Science: The Journey of a Scholarly Society"
Stall "Open Science: The Journey of a Scholarly Society"
 
Hrynaszkiewicz "A Publisher's Perspective on Open Science"
Hrynaszkiewicz "A Publisher's Perspective on Open Science"Hrynaszkiewicz "A Publisher's Perspective on Open Science"
Hrynaszkiewicz "A Publisher's Perspective on Open Science"
 

Dernier

31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...Nguyen Thanh Tu Collection
 
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQ-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQuiz Club NITW
 
4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptx4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptxmary850239
 
Congestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentationCongestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentationdeepaannamalai16
 
Mythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITWMythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITWQuiz Club NITW
 
4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptx4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptxmary850239
 
How to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineHow to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineCeline George
 
Objectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxObjectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxMadhavi Dharankar
 
Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...
Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...
Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...DrVipulVKapoor
 
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...DhatriParmar
 
How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17Celine George
 
Sulphonamides, mechanisms and their uses
Sulphonamides, mechanisms and their usesSulphonamides, mechanisms and their uses
Sulphonamides, mechanisms and their usesVijayaLaxmi84
 
physiotherapy in Acne condition.....pptx
physiotherapy in Acne condition.....pptxphysiotherapy in Acne condition.....pptx
physiotherapy in Acne condition.....pptxAneriPatwari
 
6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroom6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroomSamsung Business USA
 
PART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFE
PART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFEPART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFE
PART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFEMISSRITIMABIOLOGYEXP
 
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDecoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDhatriParmar
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfChristalin Nelson
 

Dernier (20)

31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
31 ĐỀ THI THỬ VÀO LỚP 10 - TIẾNG ANH - FORM MỚI 2025 - 40 CÂU HỎI - BÙI VĂN V...
 
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITWQ-Factor General Quiz-7th April 2024, Quiz Club NITW
Q-Factor General Quiz-7th April 2024, Quiz Club NITW
 
4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptx4.9.24 Social Capital and Social Exclusion.pptx
4.9.24 Social Capital and Social Exclusion.pptx
 
Congestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentationCongestive Cardiac Failure..presentation
Congestive Cardiac Failure..presentation
 
Mythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITWMythology Quiz-4th April 2024, Quiz Club NITW
Mythology Quiz-4th April 2024, Quiz Club NITW
 
4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptx4.11.24 Poverty and Inequality in America.pptx
4.11.24 Poverty and Inequality in America.pptx
 
How to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command LineHow to Uninstall a Module in Odoo 17 Using Command Line
How to Uninstall a Module in Odoo 17 Using Command Line
 
Objectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptxObjectives n learning outcoms - MD 20240404.pptx
Objectives n learning outcoms - MD 20240404.pptx
 
Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...
Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...
Geoffrey Chaucer Works II UGC NET JRF TGT PGT MA PHD Entrance Exam II History...
 
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
Beauty Amidst the Bytes_ Unearthing Unexpected Advantages of the Digital Wast...
 
How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17How to Manage Buy 3 Get 1 Free in Odoo 17
How to Manage Buy 3 Get 1 Free in Odoo 17
 
Sulphonamides, mechanisms and their uses
Sulphonamides, mechanisms and their usesSulphonamides, mechanisms and their uses
Sulphonamides, mechanisms and their uses
 
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
Plagiarism,forms,understand about plagiarism,avoid plagiarism,key significanc...
 
physiotherapy in Acne condition.....pptx
physiotherapy in Acne condition.....pptxphysiotherapy in Acne condition.....pptx
physiotherapy in Acne condition.....pptx
 
6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroom6 ways Samsung’s Interactive Display powered by Android changes the classroom
6 ways Samsung’s Interactive Display powered by Android changes the classroom
 
PART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFE
PART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFEPART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFE
PART 1 - CHAPTER 1 - CELL THE FUNDAMENTAL UNIT OF LIFE
 
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptxDecoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
Decoding the Tweet _ Practical Criticism in the Age of Hashtag.pptx
 
Introduction to Research ,Need for research, Need for design of Experiments, ...
Introduction to Research ,Need for research, Need for design of Experiments, ...Introduction to Research ,Need for research, Need for design of Experiments, ...
Introduction to Research ,Need for research, Need for design of Experiments, ...
 
CARNAVAL COM MAGIA E EUFORIA _
CARNAVAL COM MAGIA E EUFORIA            _CARNAVAL COM MAGIA E EUFORIA            _
CARNAVAL COM MAGIA E EUFORIA _
 
Indexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdfIndexing Structures in Database Management system.pdf
Indexing Structures in Database Management system.pdf
 

Assessing and Reporting Research Impact – A Role for the Library - Kristi L. Holmes, Ph.D., Director, Galter Health Sciences Library, Northwestern University, Feinberg School of Medicine

  • 1. Assessing and Reporting Research Impact – A Role for the Library Kristi L. Holmes, PhD Director, Galter Health Sciences Library Associate Professor, Preventative Medicine-Health and Biomedical Informatics Northwestern University, Feinberg School of Medicine http://orcid.org/0000-0001-8420-5254 NISO Virtual Conference: Transforming Assessment: Alternative Metrics and Other Trends June 18, 2014
  • 2. overview • Impact metrics - the ususal suspects and more • A view from the library • Identifying needs • Roles played by libraries • Developing services • Moving this space forward on the local and larger level
  • 3. impact metrics – why do we care? • Quantify and document research impact • Justify future requests for funding • Quantify return on research investment • Discover how research findings are being used • Identify similar research projects • Identify possible collaborators • Determine if research findings are duplicated, confirmed, corrected, improved or repudiated • Determine if research findings were extended (different human populations, different animal models/species, etc.) • Confirm that research findings were properly attributed/credited • Demonstrate that research findings are resulting in meaningful health outcomes • Discover community benefit as a result of research findings • Progress reports • Tenure • Promotion dossiers https://becker.wustl.edu/impact-assessment/model
  • 4. alternative metrics • Twitter • Facebook • Blogs • Research Highlights • Google+ • Main Stream Media • Reddit • Forums • Q&A – StackExchange • Pintrest • LinkedIn • FigShare • F1000 Reviews • GitHub Thelwall M, Haustein S, Larivière V, Sugimoto CR (2013) Do Altmetrics Work? Twitter and Ten Other Social Web Services. PLoS ONE 8(5): e64841. doi:10.1371/journal.pone.0064841 Konkiel S (2013) Altmetrics: A 21st-Century Solution to Determining Research Quality. Information Today. Available at http://www.infotoday.com/OnlineSearcher/Articles/Features/Altmetrics-A-stCentury- Solution-to-Determining-Research-Quality-90551.shtml Articles Datasets Slides Software Webpages
  • 5. Understanding the impact of research is a massive task. How do we understand the impact of a published work? A person? A research center? A university? What IS impact?
  • 6. Ioannidis JA, Khoury MJ. Assessing Value in Biomedical Research: The PQRST of Appraisal and Reward. JAMA. Published online June 09, 2014. doi:10.1001/jama.2014.6932. • We need to move assessment toward “desired outcomes: research that is productive, high-quality, reproducible, shareable, and translatable (PQRST)” • Productivity metrics should reward high- influence science rather than least publishable units and decrease publication bias against negative results. Research impact and assessment
  • 7. go beyond counts! https://becker.wustl.edu/impact-assessment Investigate and adapt frameworks to help put things into context More and more organizations and efforts are considering the impact of their work through frameworks. The Becker Model Frameworks from the IOM, CDC, and NIEHS Snowball Metrics Discipline-specific apporaches and more…
  • 8. go beyond counts! https://becker.wustl.edu/impact-assessment Investigate and adapt frameworks to help put things into context
  • 9. The Becker Model • Provides a supplement to publication analysis to provide a more robust and comprehensive perspective of biomedical research impact. – reporting templates, glossary of resources and terms, examples of relevant indicators of impact across the research process, and readings • Straightforward framework for tracking diffusion of research outputs and activities to locate indicators that demonstrate evidence of biomedical research impact – individual, core, and institutional-level; modify for different disciplines • Guidance for quantifying and documenting research impact as well as resources for locating evidence of impact. • Strategies for enhancing the impact of research
  • 10. strategies for enhancing the impact of research https://becker.wustl.edu/impact-assessment/strategies Repetition, consistency, and an awareness of the intended audience form the basis of most the strategies. The strategies focus upon Preparing for Publication, Dissemination, and Keeping Track of Your Research. Optimizing discoverability and access of your research is the surest way to enhance its visibility and impact. Suggestions for researchers and recommendations to reach out to their library for assistance.
  • 11. Understanding the impact of research is a massive task. How do we understand the impact of a published work? Aperson? Aresearch center? Auniversity? What IS impact? How do we scale up and operationalize this process? How do we support it locally from the library?
  • 12. leverage ongoing efforts on the local level and beyond • ORCID • CASRAI • CERIF • VIVO-ISF ontology • NISO Altmetric work • CV/Biosketch • Large-scale semantic search • Institutional repositories • Research networking systems • Institutional research information and management systems • Analytical and benchmarking efforts • Tracking and evaluation
  • 13. VIVO lends itself to research assessment and impact • Facilitates a more robust research ecosystem – Diffusion of research products – Discovery of shared products – Reproducibility – Translation – Enables credit and visibility by showcasing individual achievements and expertise • Supports team-based science and collaboration • Allows better large-scale understanding of the research enterprise – Temporal relationships (career development, time from publication to research synthesis) – Peer comparisons – Strategic planning and visualization – Identify emerging trends • Enables more efficient means of collecting & representing meaningful outputs en masse • New experimental protocols • Datasets • Instrumentation • Software code • New diagnostic criteria • New standard of care • Curriculum guidelines • Measurement instruments • Continuing education materials • Clinical/practice guidelines
  • 14. VIVO lends itself to research assessment and impact • Facilitates a more robust research ecosystem – Diffusion of research products – Discovery of shared products – Reproducibility – Translation – Enables credit and visibility by showcasing individual achievements and expertise • Supports team-based science and collaboration • Allows better large-scale understanding of the research enterprise – Temporal relationships (career development, time from publication to research synthesis) – Peer comparisons – Strategic planning and visualization – Identify emerging trends • Enables more efficient means of collecting & representing meaningful outputs en masse • New experimental protocols • Datasets • Instrumentation • Software code • New diagnostic criteria • New standard of care • Curriculum guidelines • Measurement instruments • Continuing education materials • Clinical/practice guidelines VIVO can help operationalize this process: Enhance profiles by incorporating meaningful outputs to enhance content and value; can facilitate dissemination and discovery of scholarship The ontology is the key…
  • 15. • Plum Analytics gathers metrics across five categories—usage, mentions, captures, social media and citations. • Metrics are gathered around artifacts • Collected information is displayed in visualizations, dashboards, and widgets. • Customized for the institution or organization. ARTIFACTS articles blog posts book chapters books cases clinical trials conference papers datasets figures grants interviews letters media patents posters presentations source code theses / dissertations videos webpages http://www.ebscohost.com/newsroom/stories/plum-analytics-becomes-part-of-ebsco-information-services IR integration
  • 17. IR integration Benefits? 1. Create a feedback loop for researchers that gives them timely insight into the impact of their research right from the start 2. Easy access to advanced metrics from PlumX can help build buy-in from researchers, increasing repository support by your contributors 3. Aggregated metrics and reports from the PlumX dashboard puts the repository at the center of communicating about the impacts of your organization’s research Courtesy of Plum
  • 18. a spectrum of possibilities… http://commons.wikimedia.org/wiki/File:Linear_visible_spectrum.svg Integrate altmetrics in your IR Lead or support RNS project (VIVO, etc) Run citation reports ORCID services and support Encourage prudent use of online tools Welcome deposit of alternative outputs in your IR Keep current Collaborate with TT office to track outputs Develop standard reports/visualiz ations/analyses Hire an impact and evaluation librarian Workshop on strategies for enhancing research impactRun publication data reports Establish a consultation service Help researchers obtain DOIs and understand data options Understand motivations of funding agencies
  • 19. local success depends on stakeholder engagement • Stay up to date on scholarly issues and the scholarly workflow • Stay up to date on funding/reporting requirements • Brainstorm to identify and understand motivations of stakeholders • Anticipate need and present solutions • Call on advocates • Think beyond ‘business as usual’ • Be persistent!
  • 20. Acknowledgements Support: • Northwestern University Clinical and Translational Sciences Institute, NIH award 8UL1TR000150-05 • VIVO - DuraSpace Thanks: • Cathy Sarli, MLS, AHIP • Karen Gutzman – NLM Fellow • Andrea Michalek at Plum @amichalek • VIVO Community @VIVOcollab • Galter Health Sciences Library Questions: @kristiholmes kristi.holmes@northwestern.edu Thank you!

Notes de l'éditeur

  1. How do we scale up and operationalize this process
  2. Our work in this area really orbits around efforts to develop a library-based framework for understanding meaningful research impact, The Becker Model. Project with Cathy Sarli, originally motivated by work she did for one of our researchers at Washington University, Dr. Mae Gordon.
  3. Our work in this area really orbits around efforts to develop a library-based framework for understanding meaningful research impact, The Becker Model. Project with Cathy Sarli, originally motivated by work she did for one of our researchers at Washington University, Dr. Mae Gordon.
  4. Consistency enhances retrieval. A lot of the suggestions lie directly in our wheelhouse – makes this a great opportunity for the library
  5. How do we scale up and operationalize this process
  6. Multiple platforms
  7. VIVO can play a big role in helping us operationalize this process – as well as leverage the data at the enterprise level for higher-order analyses, visualizations, and strategic planning efforts. Much of this is not possible to tease out from bibliographic or grant data Applying the pathways, we are able to uncover outputs and impacts that may not be visible if one only follows the papers – things related to Diagnosis, clinical care, clinical environment. Cost-effective interventions Even materials and improvements related to how we educate doctors to practice medicine
  8. VIVO can play a big role in helping us operationalize this process – as well as leverage the data at the enterprise level for higher-order analyses, visualizations, and strategic planning efforts. Much of this is not possible to tease out from bibliographic or grant data Applying the pathways, we are able to uncover outputs and impacts that may not be visible if one only follows the papers – things related to Diagnosis, clinical care, clinical environment. Cost-effective interventions Even materials and improvements related to how we educate doctors to practice medicine
  9. KH Let’s use Plum Analytics as a good example for a deep dive on the types of things you can track…
  10. Subjects Trade Names Manufacturers Publisher Abstract Author Keywords Index Keywords Date Grant Funding Support Language DOI Source Document Type Peer Review Status Authors Author Affiliations Corresponding Author Group Authors Chemicals Institutions Countries References Citation Counts
  11. Just a few notes of thanks. First to Cathy Sarli, a dear colleague and collaborator. We work together on the Becker Model. Cathy, Karen Gutzman (NLM second year fellow) and I work together at Becker Library and we are also members of the WU ICTS Tracking and evaluation team. We’re in the midst of a pilot project to apply the Becker Model to ICTS investigators and look forward to learning more from this process. Andrea Michalek from Plum – very cool work – for their work with VIVO and information for this presentation Finally, the VIVO team and open source community – a fantastic group of friends and colleagues from all over the world doing very cool work and spreading Linked Open Data love wherever they go. Librarians may be interested to read more about a complementary effort, Linked Data for Libraries, a recent award from the Mellon Foundation to Cornell, Stanford, and Harvard Libraries.