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Bibliometrics : Now There are Options Elaine M. Lasda Bergman Bibliographer for Social Welfare  and Dewey Reference Dewey Graduate Library April 28, 2011
What is bibliometrics? Scholarly communication Influence of articles, journals, scholars
The birth of citation analysis Eugene Garfield Citation indexes and JCR Better coverage on hard sciences than on social sciences and worse still on humanities
Garfield’s metrics Citation count Impact Factor Immediacy Index Citation Half-Life
Citation count Number of times cited within a given time period Author Journal Does not take into account Materials not included in citation database Self citations
Impact factor Measures “impact” of a journal (not an article) within a given subject  Formula is a ratio: Number of citations to a journal in a given year from articles occurring in the past 2 years Divided by the number of scholarly articles published in the journal in the past 2 years
Concerns with impact factor Cannot be used to compare cross disciplinary (per Garfield himself) due to different rates of publication and citation Two year time frame not adequate for non-scientific disciplines Coverage of some disciplines not sufficient in the ISI databases Is a measure of “impact” a measure of “quality”?
Immediacy index What it’s supposed to measure: how quickly articles in a given journal have an impact on the discipline  Formula: the average number of times an article in a journal in a given year was cited in that same year
Citation Half-Life	 What it’s supposed to measure: duration of relevance of articles in a given journal Formula: median age of articles cited for a particular journal in a given  year
Twenty first century tools
Influence of Google Page Rank Eigenvector analysis: “The probability that a researcher, in documenting his or her research, goes from a journal to another selecting a random reference in a research article of the first journal. Values obtained after the whole process represent a ‘random research walk’ that starts from a random journal to end in another after following an infinite process of selecting random references in research articles. A random jump factor is added to represent the probability that the researcher chooses a journal by means other than following the references of research articles.” (Gonzales-Pereira, et.al., 2010)
Sources Using ISI Data
Journalranking.com Journal Ranking.com uses ISI data and eigenvector (PageRank) algorhythm to create one’s own categories Can assign different weights to citations from the same journal, the same category and from other categories or only whithin a specific list Not updated since 2005 http://libguides.library.albany.edu/content.php?pid=60086&sid=441804
Eigenfactor.org http://libguides.library.albany.edu/content.php?pid=60086&sid=441804 Uses  ISI data Similar to PageRank Listed in JCR as of 2009 Eigenfactor Score : Influence of the citing journal divided by the total number of citations appearing in that journal Example: Neurology (2006): score of .204 = an estimated 0.2% of all citation traffic of journals in JCR (Bergstrom & West, 2008). Larger journals will have more citations and therefore will have larger eigenfactors
Article Influence Score		 From Eigenfactor: measure of prestige of a journal Average influence, per article of the papers on a journal Comparable to the Impact Factor  Corrects for the issues of journal size in the raw Eigenfactor score Neurology’s 2006 article influence score = 2.01. Or that an avg. article in Neurology is 2X as influential as an avg. article in all of JCR
ScienceWatch Provides “quick and dirty” articles on hot researchers, trending research topics, institutions and journals Much on this site (in-cites, etc) are now parts of analytical products being sold byThompson; no longer free There are still some good articles, but not searchable, hit or miss information http://sciencewatch.com/dr/sci/11/
New sources for citation information Google Scholar Scopus
Scopus: alternate database of citation data Review panel, i.e., quality control Bigger field than ISI: covers all the journals in WoS and more Strongest in “hard”sciences”, ostensibly improved social science coverage, arts and humanities: are “getting there” Algorithmically determined with human editing
Google Scholaralternate database of citation data No rhyme or reason to what is included Biggest source of citation data Foreign language sources Sources other than scholarly journals Entirely algorithmically determined, no human editing
Scopus analytics SNIP SJR/SCIMago Author Evaluator
SNIP (Source Normalized Impact Per Paper) Journal Ranking based on citation analysis with adjustments for the frequency of citations of the other journals within the field (the field is all journals citing this particular journal) SNIP is defined as the ratio of the journal’s citation count per paper and the citation potential in its subject field. (Moed, 2009) http://www.scopus.com/home.url
SJR:SCImago Journal Rank What it’s supposed to measure: “current “average prestige per paper” SCImago website uses journal/citation data from Scopus, and is also available from scopus db Formula: citation time window is 3 years instead of 2 like JIF Corrections for self citations Strong correlation to JIF
SCImago Journal Rank		 Prestige factors include: number of journals in db, number of papers from journal in database, citation numbers and “importance” received from other journals: size dependent: larger journals have greater prestige values Normalized by the number of significant works published by the journal: helps correct for size variations Corrections made for journal self citations
Scopus Author Evaluator Breakdown of documents by source H-index Citations per year (graph)
Google Scholar Publish or Perish CIDS
Publish or Perish Provides a variety of metrics for measuring scholarly impact and output. More useful for metrics on authors than journals or institutions Uses Google Scholar citation information Useful for interdisciplinary topics, fields relying heavily on conference papers or reports, non-English language sources, new journals, etc. Continuously updated since 2006
Publish or Perish Metrics Basic metrics: # papers, #citations, active years, years since first published, average #of citations per paper, average # of citations per year, average # citations per author, etc. Complex metrics H index (and its many variations, mquotient, g-index (corrects h-index for variations in citation patterns), AR index, AW index Does not have any corrections for SELF CITATIONS
CIDS Measures output of authors for prestige and influence Similar to PoP Corrects for Self-Citations Uses Google Scholar data
CIDS metrics Citations per year, h-index, g-index, total citations, avg cites per paper, self citations included and excluded, etc. http://cids.di.fc.ul.pt/cids_3_0/info.php?acc=25201514041114103161
Mesur Metric based on usage, citation and bibliographic data Uses its own datbases of documents/metadata/reference, users & authors, “usage events” and citations Project seems to be dead?
Considerations Don’t measure an individual journal’s impact by the metrics for the entire journal Cluster of years of citations  Negative citations A few high impact citations or a lot of low impact ciations Source of citing documents Foreign, conference proceedings, traditional
Questions???

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Bibliometrics: Now There Are Options

  • 1. Bibliometrics : Now There are Options Elaine M. Lasda Bergman Bibliographer for Social Welfare and Dewey Reference Dewey Graduate Library April 28, 2011
  • 2. What is bibliometrics? Scholarly communication Influence of articles, journals, scholars
  • 3. The birth of citation analysis Eugene Garfield Citation indexes and JCR Better coverage on hard sciences than on social sciences and worse still on humanities
  • 4. Garfield’s metrics Citation count Impact Factor Immediacy Index Citation Half-Life
  • 5. Citation count Number of times cited within a given time period Author Journal Does not take into account Materials not included in citation database Self citations
  • 6. Impact factor Measures “impact” of a journal (not an article) within a given subject Formula is a ratio: Number of citations to a journal in a given year from articles occurring in the past 2 years Divided by the number of scholarly articles published in the journal in the past 2 years
  • 7. Concerns with impact factor Cannot be used to compare cross disciplinary (per Garfield himself) due to different rates of publication and citation Two year time frame not adequate for non-scientific disciplines Coverage of some disciplines not sufficient in the ISI databases Is a measure of “impact” a measure of “quality”?
  • 8. Immediacy index What it’s supposed to measure: how quickly articles in a given journal have an impact on the discipline Formula: the average number of times an article in a journal in a given year was cited in that same year
  • 9. Citation Half-Life What it’s supposed to measure: duration of relevance of articles in a given journal Formula: median age of articles cited for a particular journal in a given year
  • 11. Influence of Google Page Rank Eigenvector analysis: “The probability that a researcher, in documenting his or her research, goes from a journal to another selecting a random reference in a research article of the first journal. Values obtained after the whole process represent a ‘random research walk’ that starts from a random journal to end in another after following an infinite process of selecting random references in research articles. A random jump factor is added to represent the probability that the researcher chooses a journal by means other than following the references of research articles.” (Gonzales-Pereira, et.al., 2010)
  • 13. Journalranking.com Journal Ranking.com uses ISI data and eigenvector (PageRank) algorhythm to create one’s own categories Can assign different weights to citations from the same journal, the same category and from other categories or only whithin a specific list Not updated since 2005 http://libguides.library.albany.edu/content.php?pid=60086&sid=441804
  • 14. Eigenfactor.org http://libguides.library.albany.edu/content.php?pid=60086&sid=441804 Uses ISI data Similar to PageRank Listed in JCR as of 2009 Eigenfactor Score : Influence of the citing journal divided by the total number of citations appearing in that journal Example: Neurology (2006): score of .204 = an estimated 0.2% of all citation traffic of journals in JCR (Bergstrom & West, 2008). Larger journals will have more citations and therefore will have larger eigenfactors
  • 15. Article Influence Score From Eigenfactor: measure of prestige of a journal Average influence, per article of the papers on a journal Comparable to the Impact Factor Corrects for the issues of journal size in the raw Eigenfactor score Neurology’s 2006 article influence score = 2.01. Or that an avg. article in Neurology is 2X as influential as an avg. article in all of JCR
  • 16. ScienceWatch Provides “quick and dirty” articles on hot researchers, trending research topics, institutions and journals Much on this site (in-cites, etc) are now parts of analytical products being sold byThompson; no longer free There are still some good articles, but not searchable, hit or miss information http://sciencewatch.com/dr/sci/11/
  • 17. New sources for citation information Google Scholar Scopus
  • 18. Scopus: alternate database of citation data Review panel, i.e., quality control Bigger field than ISI: covers all the journals in WoS and more Strongest in “hard”sciences”, ostensibly improved social science coverage, arts and humanities: are “getting there” Algorithmically determined with human editing
  • 19. Google Scholaralternate database of citation data No rhyme or reason to what is included Biggest source of citation data Foreign language sources Sources other than scholarly journals Entirely algorithmically determined, no human editing
  • 20. Scopus analytics SNIP SJR/SCIMago Author Evaluator
  • 21. SNIP (Source Normalized Impact Per Paper) Journal Ranking based on citation analysis with adjustments for the frequency of citations of the other journals within the field (the field is all journals citing this particular journal) SNIP is defined as the ratio of the journal’s citation count per paper and the citation potential in its subject field. (Moed, 2009) http://www.scopus.com/home.url
  • 22. SJR:SCImago Journal Rank What it’s supposed to measure: “current “average prestige per paper” SCImago website uses journal/citation data from Scopus, and is also available from scopus db Formula: citation time window is 3 years instead of 2 like JIF Corrections for self citations Strong correlation to JIF
  • 23. SCImago Journal Rank Prestige factors include: number of journals in db, number of papers from journal in database, citation numbers and “importance” received from other journals: size dependent: larger journals have greater prestige values Normalized by the number of significant works published by the journal: helps correct for size variations Corrections made for journal self citations
  • 24. Scopus Author Evaluator Breakdown of documents by source H-index Citations per year (graph)
  • 25. Google Scholar Publish or Perish CIDS
  • 26. Publish or Perish Provides a variety of metrics for measuring scholarly impact and output. More useful for metrics on authors than journals or institutions Uses Google Scholar citation information Useful for interdisciplinary topics, fields relying heavily on conference papers or reports, non-English language sources, new journals, etc. Continuously updated since 2006
  • 27. Publish or Perish Metrics Basic metrics: # papers, #citations, active years, years since first published, average #of citations per paper, average # of citations per year, average # citations per author, etc. Complex metrics H index (and its many variations, mquotient, g-index (corrects h-index for variations in citation patterns), AR index, AW index Does not have any corrections for SELF CITATIONS
  • 28. CIDS Measures output of authors for prestige and influence Similar to PoP Corrects for Self-Citations Uses Google Scholar data
  • 29. CIDS metrics Citations per year, h-index, g-index, total citations, avg cites per paper, self citations included and excluded, etc. http://cids.di.fc.ul.pt/cids_3_0/info.php?acc=25201514041114103161
  • 30. Mesur Metric based on usage, citation and bibliographic data Uses its own datbases of documents/metadata/reference, users & authors, “usage events” and citations Project seems to be dead?
  • 31. Considerations Don’t measure an individual journal’s impact by the metrics for the entire journal Cluster of years of citations Negative citations A few high impact citations or a lot of low impact ciations Source of citing documents Foreign, conference proceedings, traditional

Editor's Notes

  1. G index, contemporary h index, factors in age of articles, individual h index: per author, hm index, corrects for multiple authors by reducing paper counts,