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Studying Scientific Discourse on
the Web using Bibliometrics:
A Chemistry Blogging Case-Study




                   Paul Groth
                   twitter: @pgroth




                   Thomas Gurney
Science Studies Methods
The Rathenau Instituut focuses on the influence of science and technology on our daily lives
and maps its dynamics; through independent research and debate.




        •Interviews                                                                                                                              Science System Assessment


        •Surveys
        •Observations                                                                                   The development of transdisciplinary

        •Bibliometrics                                                                                  learning science: promise or practice?


        •Webometrics
                                                                            Science System Assessment




                                Regenerative Medicine:
                                an Emerging Research Field




                                                                                                        Femke Merkx, Reinout van Koten, Thomas Gurney, Peter van den Besselaar



Anna van Saksenlaan 5
2593 HW Den Haag
Postbus 95366
2509 CJ Den Haag                Peter van den Besselaar and Thomas Gurney
T 070 342 1542
F 070 363 3488
E info@rathenau.nl
I www.rathenau.nl
Scientific Discourse on
     the Web is....
...more immediate

                  250




                  200
Number of Posts




                  150




                  100




                  50




                   0
                        0   2         4         6         8        10          12   14

                                Difference in Age Between Post & Publication
                                                   (Years)
...contextually relevant




                           Pajek
...focuses on high-quality




75%
e.g. Nature, Science
Annual Review of Biochemistry
...focuses on the
implications of science
burning     drug           raman
                                                                 world miracle
                                                           nucleic          hydrothermal
                                                   crick                                                                                                             washington
                                                 amino                                                                                      main
                                                                                           panel                                                                                  discoveries     scattering
                                                             prebiotic                                                                                     british
                                                                                                                                   group
                                  earliest
                              atmosphere               acid rna searchcold
                                                                         system-
                                                                 relevance biological
                                                                                                sleep
                                                                                                   possible                                          invasion
                                                                      model
                             elsewhere          naturetoward photochemical
                                                             discussing   social
                                                      cosmochemistry mayonnaise   approach                               working
                                                   molecul
                                                        cluetheories environment  comet
                                                                              life-cycle
                                              early              chirality
                                                                       scenario discussion
                                                    evolution               during
                                                                                view                      medicine
                                      cell       itself
                                               earth implication conferencerole
                                                                   origin
                  supplement         cycle
                                  cellular         hypotheses
                                                         context                                     look
                                                                                                     near analytical-chemistry
                                  consideration homochirality problem
                                      later
                                bibliography
                                                          studies                                         raw-material                   special
                                                                                 perspective
                                                                     chemicalresearch                        prospect        issue
                  bo               planet
                                        mar          life      histories development laboratories scientist     looking
                                kuppersstage
                                  meaning                             international current  future        trend
                                     somequalities
                                               scientific                chemistriesstatu
                                                                                 microbiology
                                                                                       program
                                                                                                              changed
                                                                                                         organic-chemistry
                                   distribution
                                           adult                                       past                  sustainable
                                      germanhuman              applies       education
                                                                    technology         clinical         faculty             art
                                       replyyear                         organometallic
                                                                future-development                     aspect state
                                             terrestrial electroorganic          engineering
                                                                             medicinal
                                                             soil biology course    physico              direction
                                                                                                    clinical-chemistry
                                                                 food radiation
                                                                             green                ourchallenged
                                                                       teachers
                                                                  combinatorial
                                                        atmospheric
                                                                     testing organic
                                                                            quantum
       system       solar                                    systhesis
                        vapor          water
                          precipitable                                                      metal
                                                               proficiency matter                               molecular
                             measurement                                           dot
            shade
leaf                        sun       wind                                                            based
                photometer                  column
                         airborne                                                      h2o center
                               fire                                                                         complex
                                      relation

                                                                                             cn
                                                                                                     cr                          salt
                                                                                                             anion           dicyanamide
                                                                                                    fe
                                                                                 ni                                         radical
                                                                                        c-60 au                       effect                cation
                                                                                ca
                                                                                                                  cluster
                                                                                                              structure
                                                                                                       nitroprusside
                                                                         pph
                                                                                                                        crystal
                                                                                                      photochromic
                           aerosol                                             pg                                                 genetic                                             gold


               optical                                             vol                                                code                                                 nanoparticle
                           transfer                                            block                                              mycobacteria                                      prize


               energies                                            building                                           tuberculosis                                         nobel
                           consolidation                                       small                                           pph4                                                   formation


               memories                                            molecule                                           vocl4                                                peptide

                                                                                                                                                                                                          Pajek
origins of life /
                                                                                                                                                                          burning
  chemistry                                                       world miracle
                                                            nucleic          hydrothermal
                                                                                                                                                                      washington
                                                                                                                                                                                      drug           raman

                                                    crick
                                                  amino                                                                                      main
                                                                                            panel                                                                                  discoveries     scattering
                                                              prebiotic                                                                                     british
                                                                                                                                    group
                                   earliest
                               atmosphere               acid rna searchcold
                                                                          system-
                                                                  relevance biological
                                                                                                 sleep
                                                                                                    possible                                          invasion
                                                                       model
                              elsewhere          naturetoward photochemical
                                                              discussing   social
                                                       cosmochemistry mayonnaise   approach                               working
                                                    molecul
                                                         cluetheories environment  comet
                                                                               life-cycle
                                               early              chirality
                                                                        scenario discussion
                                                     evolution               during
                                                                                 view                      medicine
                                       cell       itself
                                                earth implication conferencerole
                                                                    origin
                   supplement         cycle
                                   cellular         hypotheses
                                                          context                                     look
                                                                                                      near analytical-chemistry
                                   consideration homochirality problem
                                       later
                                 bibliography
                                                           studies                                         raw-material                   special
                                                                                  perspective
                                                                      chemicalresearch                        prospect        issue
                   bo               planet
                                         mar          life      histories development laboratories scientist     looking
                                 kuppersstage
                                   meaning                             international current  future        trend
                                      somequalities
                                                scientific                chemistriesstatu
                                                                                  microbiology
                                                                                        program
                                                                                                               changed
                                                                                                          organic-chemistry
                                    distribution
                                            adult                                       past                  sustainable
                                       germanhuman              applies       education
                                                                     technology         clinical         faculty             art
                                        replyyear                         organometallic
                                                                 future-development                     aspect state
                                              terrestrial electroorganic          engineering
                                                                              medicinal
                                                              soil biology course    physico              direction
                                                                                                     clinical-chemistry
                                                                  food radiation
                                                                              green                ourchallenged
                                                                        teachers
                                                                   combinatorial
                                                         atmospheric
                                                                      testing organic
                                                                             quantum
                                                                                                                                          future of
        system       solar                                    systhesis
                         vapor          water
                           precipitable                                                      metal

             shade
                              measurement
                                                                proficiency matter
                                                                                    dot
                                                                                                                 molecular
                                                                                                                                        chemical fields
 leaf                        sun       wind                                                            based
                 photometer                  column
                          airborne                                                      h2o center
                                fire                                                                         complex
                                       relation

                                                                                              cn
                                                                                                      cr                          salt
                                                                                                              anion           dicyanamide
                                                                                                     fe
                                                                                  ni                                         radical
                                                                                         c-60 au
                        water research                                           ca                                    effect
                                                                                                                   cluster
                                                                                                                                             cation


                     atmospheric chemistry
                                                                                                               structure
                                                                                                        nitroprusside
                                                                          pph
                                                                                                                         crystal
                                                                                                       photochromic
                            aerosol                                             pg                                                 genetic                                             gold


                optical                                             vol                                                code                                                 nanoparticle
                            transfer                                            block                                              mycobacteria                                      prize


                energies                                            building                                           tuberculosis                                         nobel
                            consolidation                                       small                                           pph4                                                   formation


                memories                                            molecule                                           vocl4                                                peptide

                                                                                                                                                                                                           Pajek
artemether                                                      fight                          flu                            oxide
                        man-made                 solar                                 science                                                                                                                                    da
                                                                                                                        two-                                         resistant
                                         cell                                                                                                            swine
                              living                                                     published                                                                                                        sheet
                                                            entities               molecule
                                                    adrenaline
                                                                                                                                          binding                   adamantane film                                laugh
                                                                           month                  residue
technology                  system-                                                                               via                                                                          graphene                           you
                                                                                                                               round                energies                                                          think
                                                                            presents                    chemical                                                      drug
      medical         bio                                                                                                                                                                                                                     bet
                                                                                                                                          ligand
                                                                              hemagglutinin reaction            vials                                                                                    few-layer
                                                                                                                                                     strain              discoveries
diagnostic                  beside                                                                                                                                                         nanosheets                   blog
                                                                                 neuramidase                        old
                               mimetic
                                                inspirations

         up                                metabolism                              surface                                                                                   orientation                                               life
                                                                                                                                                                                                      experiment
                                                                                        synthetic                         stabilizing                                              semantic
                                                    vs                                                                                                                flap                                                 universe
                                                                                                                                        helices                                    biochemical
                                                           replicator                            adaptive
             heat                                                                                                  doing                                      protease                                               everything

 worse                      race                                    poll                               report                                     hiv1                                        journal
                                                                                                                               iodide
                                                                                                                                                                                                           else
                                         woled                                weekly                        latest                                 nanoparticle
     raman                                                                               quot                                                                                                                                 change
                                                                                                                                                                                            foundry
                                                   sun                                                                                                                                                      obo
                spectroscopy                                                                                                            happy                        determining
                                                                                                    green
                                                                water                                                   frenking
                    seen                                                                                                                                                                                               climate

                                   csi                   ion                             tax                              gernot                          concentration                 principal

                       wiki                                    protein                         cosmic                           shelved                         public                       structure                     blatant




                day                                   prion                             molecul                         mercury                          health                        electronic                    plagiarism

                       expression                              carbon                          amino                            quantum                         exchange                     ethanol                       view




                gene                                  nanotube                          acid                            dot                              entertaining                  swimming                      exploded

                             liquid                                        bacterial                             metal                                   storage                              mostly




                 mirror                                          biofilm                                 heavy                                    hydrogen                             snow

                                                                                                                                                                                                                                                Pajek
adamantane film                                laugh
                                     graphene                          you
gies                                                       think
            drug
                                                                               bet
                                              few-layer
n              discoveries
                                 nanosheets                  blog




                   orientation                                          life
                                            experiment
                         semantic                                universe
            flap
                         biochemical
    protease                                              everything
                                    journal
                                                 else
 rticle
                                                                   change
                                  foundry
                                                  obo
           determining

                                                            climate

concentration                principal
fight                          flu                            oxide
e
                       two-                                         resistant
ublished                                               swine
                                                                                                         sheet
                                          binding                  adamantane film                               laugh
     residue
                 via                                                                          graphene
                               round                energies                                                       think
           chemical                                                  drug
                                          ligand
n reaction     vials                                                                                   few-layer
                                                    strain              discoveries
                                                                                          nanosheets                 blo
se                    old


                                                                            orientation
                                                                                                    experiment
etic                        stabilizing                                          semantic
                                                                     flap                                                u
                                       helices                                   biochemical
    adaptive
artemether                                                      fight                          flu                            oxide
                        man-made                 solar                                 science                                                                                                                                    da
                                                                                                                        two-                                         resistant
                                         cell                                                                                                            swine
                              living                                                     published                                                                                                        sheet
                                                            entities               molecule
                                                    adrenaline
                                                                                                                                          binding                   adamantane film                                laugh
                                                                           month                  residue
technology                  system-                                                                               via                                                                          graphene                           you
                                                                                                                               round                energies                                                          think
                                                                            presents                    chemical                                                      drug
      medical         bio                                                                                                                                                                                                                     bet
                                                                                                                                          ligand
                                                                              hemagglutinin reaction            vials                                                                                    few-layer
                                                                                                                                                     strain              discoveries
diagnostic                  beside                                                                                                                                                         nanosheets                   blog
                                                                                 neuramidase                        old
                               mimetic
                                                inspirations

         up                                metabolism                              surface                                                                                   orientation                                               life
                                                                                                                                                                                                      experiment
                                                                                        synthetic                         stabilizing                                              semantic
                                                    vs                                                                                                                flap                                                 universe
                                                                                                                                        helices                                    biochemical
                                                           replicator                            adaptive
             heat                                                                                                  doing                                      protease                                               everything

 worse                      race                                    poll                               report                                     hiv1                                        journal
                                                                                                                               iodide
                                                                                                                                                                                                           else
                                         woled                                weekly                        latest                                 nanoparticle
     raman                                                                               quot                                                                                                                                 change
                                                                                                                                                                                            foundry
                                                   sun                                                                                                                                                      obo
                spectroscopy                                                                                                            happy                        determining
                                                                                                    green
                                                                water                                                   frenking
                    seen                                                                                                                                                                                               climate

                                   csi                   ion                             tax                              gernot                          concentration                 principal

                       wiki                                    protein                         cosmic                           shelved                         public                       structure                     blatant




                day                                   prion                             molecul                         mercury                          health                        electronic                    plagiarism

                       expression                              carbon                          amino                            quantum                         exchange                     ethanol                       view




                gene                                  nanotube                          acid                            dot                              entertaining                  swimming                      exploded

                             liquid                                        bacterial                             metal                                   storage                              mostly




                 mirror                                          biofilm                                 heavy                                    hydrogen                             snow

                                                                                                                                                                                                                                                Pajek
Scientific Discourse on
        the Web
1. is more immediate than traditional
   academic literature.
2. is more contextually relevant than
   academic literature.
3. focuses on high-quality science.
4. focuses on non-technical implications of
   science.
The End
Thanks to
            Seed Media LLC




• contact: pgroth@few.vu.nl
• follow: @pgroth
• read: http://www.sms-project.org

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Studying Scientific Discourse on the Web using Bibliometrics:

  • 1. Studying Scientific Discourse on the Web using Bibliometrics: A Chemistry Blogging Case-Study Paul Groth twitter: @pgroth Thomas Gurney
  • 2. Science Studies Methods The Rathenau Instituut focuses on the influence of science and technology on our daily lives and maps its dynamics; through independent research and debate. •Interviews Science System Assessment •Surveys •Observations The development of transdisciplinary •Bibliometrics learning science: promise or practice? •Webometrics Science System Assessment Regenerative Medicine: an Emerging Research Field Femke Merkx, Reinout van Koten, Thomas Gurney, Peter van den Besselaar Anna van Saksenlaan 5 2593 HW Den Haag Postbus 95366 2509 CJ Den Haag Peter van den Besselaar and Thomas Gurney T 070 342 1542 F 070 363 3488 E info@rathenau.nl I www.rathenau.nl
  • 3.
  • 4.
  • 5.
  • 6. Scientific Discourse on the Web is....
  • 7. ...more immediate 250 200 Number of Posts 150 100 50 0 0 2 4 6 8 10 12 14 Difference in Age Between Post & Publication (Years)
  • 9. ...focuses on high-quality 75% e.g. Nature, Science Annual Review of Biochemistry
  • 11. burning drug raman world miracle nucleic hydrothermal crick washington amino main panel discoveries scattering prebiotic british group earliest atmosphere acid rna searchcold system- relevance biological sleep possible invasion model elsewhere naturetoward photochemical discussing social cosmochemistry mayonnaise approach working molecul cluetheories environment comet life-cycle early chirality scenario discussion evolution during view medicine cell itself earth implication conferencerole origin supplement cycle cellular hypotheses context look near analytical-chemistry consideration homochirality problem later bibliography studies raw-material special perspective chemicalresearch prospect issue bo planet mar life histories development laboratories scientist looking kuppersstage meaning international current future trend somequalities scientific chemistriesstatu microbiology program changed organic-chemistry distribution adult past sustainable germanhuman applies education technology clinical faculty art replyyear organometallic future-development aspect state terrestrial electroorganic engineering medicinal soil biology course physico direction clinical-chemistry food radiation green ourchallenged teachers combinatorial atmospheric testing organic quantum system solar systhesis vapor water precipitable metal proficiency matter molecular measurement dot shade leaf sun wind based photometer column airborne h2o center fire complex relation cn cr salt anion dicyanamide fe ni radical c-60 au effect cation ca cluster structure nitroprusside pph crystal photochromic aerosol pg genetic gold optical vol code nanoparticle transfer block mycobacteria prize energies building tuberculosis nobel consolidation small pph4 formation memories molecule vocl4 peptide Pajek
  • 12. origins of life / burning chemistry world miracle nucleic hydrothermal washington drug raman crick amino main panel discoveries scattering prebiotic british group earliest atmosphere acid rna searchcold system- relevance biological sleep possible invasion model elsewhere naturetoward photochemical discussing social cosmochemistry mayonnaise approach working molecul cluetheories environment comet life-cycle early chirality scenario discussion evolution during view medicine cell itself earth implication conferencerole origin supplement cycle cellular hypotheses context look near analytical-chemistry consideration homochirality problem later bibliography studies raw-material special perspective chemicalresearch prospect issue bo planet mar life histories development laboratories scientist looking kuppersstage meaning international current future trend somequalities scientific chemistriesstatu microbiology program changed organic-chemistry distribution adult past sustainable germanhuman applies education technology clinical faculty art replyyear organometallic future-development aspect state terrestrial electroorganic engineering medicinal soil biology course physico direction clinical-chemistry food radiation green ourchallenged teachers combinatorial atmospheric testing organic quantum future of system solar systhesis vapor water precipitable metal shade measurement proficiency matter dot molecular chemical fields leaf sun wind based photometer column airborne h2o center fire complex relation cn cr salt anion dicyanamide fe ni radical c-60 au water research ca effect cluster cation atmospheric chemistry structure nitroprusside pph crystal photochromic aerosol pg genetic gold optical vol code nanoparticle transfer block mycobacteria prize energies building tuberculosis nobel consolidation small pph4 formation memories molecule vocl4 peptide Pajek
  • 13. artemether fight flu oxide man-made solar science da two- resistant cell swine living published sheet entities molecule adrenaline binding adamantane film laugh month residue technology system- via graphene you round energies think presents chemical drug medical bio bet ligand hemagglutinin reaction vials few-layer strain discoveries diagnostic beside nanosheets blog neuramidase old mimetic inspirations up metabolism surface orientation life experiment synthetic stabilizing semantic vs flap universe helices biochemical replicator adaptive heat doing protease everything worse race poll report hiv1 journal iodide else woled weekly latest nanoparticle raman quot change foundry sun obo spectroscopy happy determining green water frenking seen climate csi ion tax gernot concentration principal wiki protein cosmic shelved public structure blatant day prion molecul mercury health electronic plagiarism expression carbon amino quantum exchange ethanol view gene nanotube acid dot entertaining swimming exploded liquid bacterial metal storage mostly mirror biofilm heavy hydrogen snow Pajek
  • 14. adamantane film laugh graphene you gies think drug bet few-layer n discoveries nanosheets blog orientation life experiment semantic universe flap biochemical protease everything journal else rticle change foundry obo determining climate concentration principal
  • 15. fight flu oxide e two- resistant ublished swine sheet binding adamantane film laugh residue via graphene round energies think chemical drug ligand n reaction vials few-layer strain discoveries nanosheets blo se old orientation experiment etic stabilizing semantic flap u helices biochemical adaptive
  • 16. artemether fight flu oxide man-made solar science da two- resistant cell swine living published sheet entities molecule adrenaline binding adamantane film laugh month residue technology system- via graphene you round energies think presents chemical drug medical bio bet ligand hemagglutinin reaction vials few-layer strain discoveries diagnostic beside nanosheets blog neuramidase old mimetic inspirations up metabolism surface orientation life experiment synthetic stabilizing semantic vs flap universe helices biochemical replicator adaptive heat doing protease everything worse race poll report hiv1 journal iodide else woled weekly latest nanoparticle raman quot change foundry sun obo spectroscopy happy determining green water frenking seen climate csi ion tax gernot concentration principal wiki protein cosmic shelved public structure blatant day prion molecul mercury health electronic plagiarism expression carbon amino quantum exchange ethanol view gene nanotube acid dot entertaining swimming exploded liquid bacterial metal storage mostly mirror biofilm heavy hydrogen snow Pajek
  • 17. Scientific Discourse on the Web 1. is more immediate than traditional academic literature. 2. is more contextually relevant than academic literature. 3. focuses on high-quality science. 4. focuses on non-technical implications of science.
  • 18. The End Thanks to Seed Media LLC • contact: pgroth@few.vu.nl • follow: @pgroth • read: http://www.sms-project.org

Editor's Notes

  1. science systems assessment - goal understand science (scientometrics) a lot of science is happening on the web scientomertics has used in the past publication records (lots of good tools: such as coword mapping, citation analysis and keyword similarity maps)
  2. Research Blogging aggregator
  3. Dataset: 295 chemistry blogs and the publications they referenced
  4. important to thomas- provides some quality guarantees talk about study Contain at least one post meeting our guidelines and at least five total posts. • Have been updated within the past six months. •Be well-maintained by the blogger (e.g. relatively free from spam comments, bad code, etc.). Include original work by the blogger and link or cite materials taken from other sources. •
  5. citation lag - 4 10 years after publication
  6. Keyword similarity map of publications referenced in blog posts - size of node equals hit keywords are assigned by author color shows age 3 years and diminish after 10 1989-earliest start date (1952)
  7. appear in high-quality journals scopus journal rankings 20 chemistry journals or higher. 21% of the papers appear in the top 60 publications o
  8. Publication title coword map of publications referenced by blog posts. color indicates degree centrality / like colors indicate same degree
  9. coherence in subjects
  10. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  11. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  12. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  13. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  14. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  15. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  16. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  17. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects
  18. coword map of blog titles bigger nodes mean more occurances interesting to note that they are talking about the same subjects