Inputs Outputs and Emergent Properties The New Scientometrics
- Slides: 22
Inputs, Outputs and Emergent Properties: The New Scientometrics Phill Jones, Ph. D Director of Publishing Innovation Digital Science @phillbjones
Who are Digital Science? • Founded in 2011 and wholly owned by Holtzbrink Publishing Group • Investing in innovation by researchers, for researchers • Creating change from the ground up 2012 2013 2017 Make Better Decisions Faster
The Evaluation Gap *Big. Stockphoto. com
Prof. Paul Wouters Centre for Science and Technology Studies, Leiden University The … fundamental gap between. . the dominant criteria in scientific quality control (in peer review as well as in metrics approaches), and on the other hand the new roles of research in society. https: //citationculture. wordpress. com/2014/ 08/28/a-key-challenge-the-evaluation-gap/
How do we close the evaluation gap? Introducing altmetrics SOCIETAL IMPACT ACADEMIC IMPACT Journal Impact Factor Citation counts Traditional metrics + Policy documents Grey literature Mentions in blogs Peer review websites Mentions in news reports Mentions in social media Reference manager readers … etc. Alternative metrics “altmetrics” Output-centric instead of journal-centric Make Better Decisions Faster
Awarded grants data –A new source of intelligence GRANT AWARDED PROCEEDINGS IDEA CITATION PUBLICATION 1 -5 Years 2 -3 Years 3 -8 Years Make Better Decisions Faster
Patents are a measure of commercialization Make Better Decisions Faster
Research outputs Impact Funding /Grants One lab Collaborators at the Institution Publications Researchers at other institutions The big-wide-world Make Better Decisions Faster
Research outputs Impact Funding /Grants Publications Make Better Decisions Faster
How to analyze research activity Make Better Decisions Faster
…before you analyze it… …you have to classify it Make Better Decisions Faster
If it moves, it’s BIOLOGY If it smells, it’s CHEMISTRY If it doesn’t work, it’s PHYSICS Make Better Decisions Faster
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Keywords and semantic modeling Ways to create a taxonomy 1. Use an existing one if available (Me. SH) 2. Consult with subject matter experts (your editors) 3. Text mining abstracts or full text article (your content) Make Better Decisions Faster
Data needs to be cleaned and curated to be of use Harvard University of Harvard Medical School Harvard-Smithsonian Martinos Center for Biomedical Imaging Harvard Medical School Business School Center for Astrophysics Martinos Center for Biomed Imaging Make Better Decisions Faster
Interactive visualization https: //www. digital. Makescience. com/visualizations/ref-case Better Decisions Faster -study-similarity-network/
Let’s Talk Make Better Decisions Faster
Predicting the future with grants data Roll-Over: Dimensions checks for data monthly, but funders don’t always report promptly Make Better Decisions Faster
Predicting the future with grants data We compare funding to a baseline – a broad basket of research in the overarching field Make Better Decisions Faster
Finding real trends requires domain expertise Make Better Decisions Faster
- Inputs and outputs of calvin cycle
- Form control in system analysis and design
- Aggregate production planning
- Output of citric acid cycle
- Input of krebs cycle
- Input output channels in hci
- In a banyan switch for 8 inputs and 8 outputs we have
- Inputs and outputs of drainage basin
- Input-transformation-output model restaurant
- Starbucks inputs and outputs
- Animal welfare inputs and outputs
- Inputs of aggregate planning
- Fmea inputs and outputs
- Inputs and outputs
- Inputs and outputs
- What are the inputs to and outputs of a supply chain
- Inputs, activities, outputs, outcomes
- Preparatory reaction inputs outputs
- Emergent properties in biology
- Why do multicellular organisms have emergent properties
- Emergent system properties in software engineering
- Emergent properties biology examples
- Functions of community