Scientific discourse occurs both in the academic literature and, increasingly, on the Web. What is discussed in the literature influences what is discussed on the web, and the reverse. However, the study of this discourse has largely been isolated based on medium either using bibliometrics for academic literature or webometrics for Web-based communication. In this work, the science blog aggregator Researchblogging.org is used to enable the study of scientific discourse on the Web using bibliometric techniques, in particular, keyword and citation similarity maps. The study focuses on a set of 295 chemistry blog posts about peer-reviewed research. Based on bibliometric maps, we provide evidence that scientific discourse on the Web is more immediate, contextually relevant and has a larger non-technical focus than the academic literature.
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
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
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)
Research Blogging aggregator
Dataset: 295 chemistry blogs and the publications they referenced
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. •
citation lag - 4 10 years after publication
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)
appear in high-quality journals
scopus journal rankings
20 chemistry journals or higher.
21% of the papers appear in the top 60 publications o
Publication title coword map of publications referenced by blog posts.
color indicates degree centrality / like colors indicate same degree
coherence in subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects
coword map of blog titles
bigger nodes mean more occurances
interesting to note that they are talking about the same subjects