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Petr Knoth & Nancy Pontika CORE The Open

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Presentation on theme: "Petr Knoth & Nancy Pontika CORE The Open"— Presentation transcript:

1 Petr Knoth & Nancy Pontika CORE The Open University @oacore
Introducing scientometrics in the CORE Repositories Dashboard: a proposal Petr Knoth & Nancy Pontika CORE The Open University @oacore

2 What is CORE

3 What is CORE

4 Facts > 192 API users

5 > 125 Repositories Dashboard users
Facts > 125 Repositories Dashboard users

6 Facts > 1034 Repositories

7 Facts > 8,900 Journals

8 Facts > 53 Languages

9 Facts > 36,207,179 Metadata

10 Facts > 3,800,995 Full-text

11 Aiming for the moon!

12 Cambridge vs Oxford Research Impact Contest
Universities are increasingly deciding to pay for commercial tools that help them evidence research impact of their academics. The popular tools of choice, such as Elsevier’s SciVal, Thomson Reuter’s Web of Science and more recently Altmetric, cost universities substantial amounts. However, many performance indicators including bibliometric and usage based data can now be freely collected from datasets available on the Web and via APIs. This allows us to acquire both article and higher-level performance indicators to evidence impact for a given university based on papers in its repository. It also makes it possible to compare the research performance of universities based on these metrics. In this demonstration, we will show, on the example of a traditional Oxford University vs Cambridge University contest, how to freely gather and compare the research performance of universities. Using the popular iPython Notebook environment, we will show some code snippets and graphs demonstrating the practicality of our approach. Image source: The JeanRichard Aquascope Boat Race

13 Workflow CORE harvests the repositories of both institutions. Publication records for a given institution accessible through the CORE API. Microsoft Academic Graph is the world’s largest free open citation dataset we use to enrich our data. Mendeley is one of the most popular research reference managers and network. We use it as a free source of “altmetric” information – Mendeley readership. We analyse! CORE harvests the research repositories of both institutions All records were extracted for an given repository via the CORE API The data was integrated with the Mendeley Catalog API and the Microsoft Academic Graph. This were analyzed and conclusions of the results are... (tbc)

14

15 Step 1. Get publications for a given institution
We export only the fields we are interested in (title, DOI, etc.) to csv for all records in both repositories

16 Step 2. Enrich the dataset with Mendeley readership

17 Average readers per year from 2000 to 2016

18 Step 3. Enrich with citations from MAG
and then queried the matric for all papers and sorted by citation counts.

19 Post process citation data
Remove papers with 0 citations Merge by DOI Aggregate by year The citations have a very long tail in general, as expected. So we didn’t take into account papers with 0 citations to produce averages for Cambridge/Oxford comparison, as 0 could also mean no data. So we removed the long tail and merged the results in a single table. To make the graph clearer we divided the log of the number of year, to remove the fact that older papers get more citations.

20 Average citation by paper by year

21 And the winner is… Oxford University papers have a higher readership
Oxford vs Cambridge 1 – 0 University of Cambridge papers are cited more often 0 – 1 The citations have a very long tail in general, as expected. So we didn’t take into account papers with 0 citations to produce averages for Cambridge/Oxford comparison, as 0 could also mean no data. So we removed the long tail and merged the results in a single table. To make the graph clearer we divided the log of the number of year, to remove the fact that older papers get more citations.

22 CORE Metrics - I

23 CORE Metrics - II

24 Thank you! Petr Knoth, Research Fellow, Nancy Pontika, Open Access Aggregation Officer, Website:


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