Mapping the Evolving Interface of Mainstream Chemistry and ... · Börner: “Mapping the Evolving...

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1 Mapping the Evolving Interface of Mapping the Evolving Interface of Mainstream Chemistry and the Fields Mainstream Chemistry and the Fields of Biochemistry, Biology, and of Biochemistry, Biology, and Bioengineering Bioengineering Dr. Katy Dr. Katy Börner rner Cyberinfrastructure Cyberinfrastructure for Network Science Center, Director for Network Science Center, Director Information Visualization Laboratory, Director Information Visualization Laboratory, Director School of Library and Information Science School of Library and Information Science Indiana University, Bloomington, IN Indiana University, Bloomington, IN [email protected] [email protected] (Collaborative work with Kevin W. (Collaborative work with Kevin W. Boyack Boyack & Richard & Richard Klavans Klavans) 2:35 2:35-3:10 pm, May 22, 2007 @ 3:10 pm, May 22, 2007 @ NetSci NetSci CHE-0524661 Outline Mapping Science Cyberinfrastructure Development Case Study: Mapping Chemistry

Transcript of Mapping the Evolving Interface of Mainstream Chemistry and ... · Börner: “Mapping the Evolving...

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Mapping the Evolving Interface of Mapping the Evolving Interface of Mainstream Chemistry and the Fields Mainstream Chemistry and the Fields

of Biochemistry, Biology, and of Biochemistry, Biology, and BioengineeringBioengineering

Dr. Katy Dr. Katy BBöörnerrnerCyberinfrastructureCyberinfrastructure for Network Science Center, Directorfor Network Science Center, Director

Information Visualization Laboratory, DirectorInformation Visualization Laboratory, Director

School of Library and Information ScienceSchool of Library and Information Science

Indiana University, Bloomington, INIndiana University, Bloomington, IN

[email protected]@indiana.edu

(Collaborative work with Kevin W. (Collaborative work with Kevin W. BoyackBoyack & Richard & Richard KlavansKlavans))

2:352:35--3:10 pm, May 22, 2007 @ 3:10 pm, May 22, 2007 @ NetSciNetSciCHE-0524661

Outline

� Mapping Science

� Cyberinfrastructure Development

� Case Study: Mapping Chemistry

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Outline

�Mapping Science� Cyberinfrastructure Development

� Case Study: Mapping Chemistry

Börner, Katy, Chen, Chaomei, and Boyack, Kevin. (2003). Visualizing Knowledge Domains.In Blaise Cronin (Ed.), Annual Review of Information Science & Technology, Volume 37, Medford, NJ: Information Today, Inc./American Society for Information Science and Technology, chapter 5, pp. 179-255.

Shiffrin, Richard M. and Börner, Katy (Eds.) (2004). Mapping Knowledge Domains.Proceedings of the National Academy of Sciences of the United States of America, 101(Suppl_1).

Börner, Katy, Sanyal, Soma and Vespignani, Alessandro (in press). Network Science. In BlaiseCronin (Ed.), Annual Review of Information Science & Technology, Information Today, Inc./American Society for Information Science and Technology, Medford, NJ, volume 41, chapter 12, pp. 537-607.

• Online at http://scimaps.org

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The Power of MapsThe Power of Maps

Four Early Maps of Our World Four Early Maps of Our World

VERSUS VERSUS

Six Early Maps of ScienceSix Early Maps of Science

(1st Iteration of Places & Spaces Exhibit (1st Iteration of Places & Spaces Exhibit -- 2005)2005)

The Power of Reference SystemsThe Power of Reference Systems

Four Existing Reference Systems Four Existing Reference Systems

VERSUS VERSUS

Six Potential Reference Systems of ScienceSix Potential Reference Systems of Science

(2(2ndnd Iteration of Places & Spaces Exhibit Iteration of Places & Spaces Exhibit -- 2006)2006)

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Illuminated Diagram DisplayIlluminated Diagram Display

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The Power of ForecastsThe Power of Forecasts

Four Existing Forecasts Four Existing Forecasts

VERSUS VERSUS

Six Potential Science Six Potential Science ‘‘WeatherWeather’’ ForecastsForecasts

(3(3rdrd Iteration of Places & Spaces Exhibit Iteration of Places & Spaces Exhibit -- 2007)2007)

? ?

? ?

? ?

? ?

?

?

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Outline

� Mapping Science

�Cyberinfrastructure Development� Case Study: Mapping Chemistry

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

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Scholarly Database: Web Interface

Search across publications, patents, grants.

Download records and/or (evolving) co-author, paper-citation networks.

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Scholarly Database: # Records & Years Covered

Datasets available via the Scholarly Database (* future feature)

Aim for comprehensive geospatial and topic coverage.

341893-200618,021,560Total

Yes*1972-20021,043,804NIH

Yes*1985-2003174,835NSF

Yes*1976-20043,179,930USPTO

Yes1974, 1979, 1984, 1989

1994-2004

59,078JCR

Yes1997-200216,167PNAS

Yes1893-2006398,005PhysRev

Yes 1965-200513,149,741Medline

Restricted

Access

UpdatedYears Covered# RecordsDataset

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NIH Funding

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Medline Publications

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See Talk by Bonnie Huang

Tomorrow Afternoon.

Outline

� Mapping Science

� Cyberinfrastructure Development

�Case Study: Mapping Chemistry

Boyack, Kevin W., Börner, Katy and Klavans, Richard. Mapping the Structure and

Evolution of Chemistry Research, Accepted for 11th International Conference on

Scientometrics and Informetrics, Madrid, Spain, June 25-27, 2007.

Boyack, Kevin W., Klavans, Richard and Börner, Katy. (2005). Mapping the Backbone of

Science. Scientometrics. 64(3), 351-374.

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Why map science and/or chemistry?

� How does our collective scholarly knowledge grow over time?

� What major areas of science exist and how are they interlinked?

� Which areas are major knowledge producers; which ones are consumers?

Computational scientometrics – the application of bibliometric/scientometric

methods to large-scale scholarly datasets – and the communication of results via

maps of science might help us answer these questions.

� Chemistry is a field that is undergoing significant change. Interdisciplinary

research has increased over time and the lines between chemistry and the life

sciences have seemingly blurred.

� This study maps the structures of Chemistry, Biochemistry, Biology, and

Bioengineering, and their interactions over 30 years using journal citation patterns.

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How to map science and/or chemistry?

1. Base Map. Information from the combined Science (SCIE) and Social Science (SSCI) Citations Indexes from 2002 was used to generate a disciplinary map of 7,227 journals and 671 journal clusters.

2. Chemistry Disciplines. Clusters relevant to study the structure and evolution of chemistry were identified using JCR categories and were further clustered into 14 disciplines.

3. Knowledge Diffusion among Disciplines. The changing scientific composition of these 14 disciplines and their knowledge exchange via citation linkages was computed. The result is visually communicated using the 2002 map of science introduced in 1.)

4. Discussion. Major changes on the dominance, influence, and role of Chemistry, Biology, Biochemistry, and Bioengineeringover these 30 years are discussed. We conclude with a discussion and suggestions for future work.

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2002 Paper-Level Base Map

�� Combined SCIE/SSCI from 2002Combined SCIE/SSCI from 2002

� 1.07M papers, 24.5M references, 7,300

journals

� Bibliographic coupling of papers, aggregated

to journals, counts are normalized using cosine index.

�� First stepFirst step

� remove 25 multidisciplinary journals (MD)

� run graph layout and clustering on remaining

journals

� resulting in 646 clusters

�� Second stepSecond step

� add MD journals back as single-journal

clusters, total is now 671 clusters

� re-aggregate coupling counts at the cluster

level

� layout positions of 671 clusters using VxOrd

� by association, this gives x,y positions for

each journal

Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

Plant MicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

General

Medicine

Virology

BioMat

Cancer

Environ

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2002 Base Map

Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

Node – cluster of journals

Edge – similarity of journal clusters based on bibliographic coupling.

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Identify Chemistry Areas

� JCR data for 1974, 1979, 1984, 1989 | 1993-2004

� JCR categories for journals

� Split paper counts among fields. If there are 64 papers in Bioelectrochemistry, each of the four fields will get 16 papers.

DA – Biophysics DB – Biotechnology & Applied Microbiology

IG – Engineering, Biomedical QE – Materials Science, Biomaterials

Bioengineering

CO – Biochemical Research Methods individual journals: Science, Nature, PNAS

CQ – Biochemistry & Molecular Biology

Biochemistry

CU – Biology HT – Evolutionary Biology

CX – Biology, Miscellaneous PI – Marine & Freshwater Biology

DR – Cell Biology QU – Microbiology

HY – Developmental Biology WF – Reproductive Biology

Biology

DW – Chemistry, Applied EI – Chemistry, Physical

DX – Chemistry, Medicinal HQ – Electrochemistry

DY – Chemistry, Multidisciplinary II – Engineering, Chemical

EA – Chemistry, Analytical GC – Geochemistry & Geophysics

EC – Chemistry, Inorganic & Nuclear UH – Physics, Atomic, Molecular & Chemical

EE – Chemistry, Organic

Chemistry

JCR CategoriesField

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Chemistry on the 2002 Base Map

PajekPajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

PajekPajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

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Four fields on the 2002 base map

PajekPajekPajekPajekPajek

CHEMISTRY

BIOLOGY

BIOCHEM

BIOENG

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

PajekPajekPajekPajekPajek

CHEMISTRY

BIOLOGY

BIOCHEM

BIOENG

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

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Definition of 14 disciplines

• CHEMISTRY• BIOLOGY• BIOCHEM

• BIOENG

• CHEMISTRY• BIOLOGY• BIOCHEM

• BIOENG

• CHEMISTRY• BIOLOGY• BIOCHEM

• BIOENG

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Symbolic map of 14 disciplines; 1974

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

Chem related to

Materials/Physics.Majority of Chem Research

Chem related to Earth Science

Chem related to Biology et al.

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Symbolic map of 14 disciplines; 1974

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

Largest net

donor of

knowledge.

Major knowledge flows.

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Symbolic map of 14 disciplines; 1974

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

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Symbolic map of 14 disciplines; 1979

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

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Symbolic map of 14 disciplines; 1984

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

38

Symbolic map of 14 disciplines; 1989

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

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20

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

39

Symbolic map of 14 disciplines; 1994

8

1

2

3

4

5

6

7 9

10

11

12

13

14

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

1

2

3

4

5

6

7 9

10

11

12

13

14 1

2

3

4

5

6

7 9

10

11

12

13

14

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

40

Symbolic map of 14 disciplines; 1999

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

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21

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

41

Symbolic map of 14 disciplines; 2004

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

8

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Chemistry,Analytical

Chemistry,Gen/Organic

Chemistry,Polymer

GeoSci

Climate

Biology;Zoology;Ecology

MicroBio;Plant Sci

Food Sci

Toxicology;Pharmacology

Biochemistry

Materials

Phys Chem

Physics;Optics

CM Physics

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Other

Biology

Chemistry

Biochemistry

BioEngineering

Other

Biology

Chemistry

Biochemistry

BioEngineering

Fraction of papersby cluster

Knowledge Flows(cluster to cluster)

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Knowledge Flows(cluster to cluster)

source recipient

cited citing

source recipient

cited citing

Earth Sciences

Physics

Other arrow colors as above

Earth Sciences

Physics

Other arrow colors as above

Number of papersby cluster

5,000

10,000

20,000

40,000

Number of papersby cluster

5,000

10,000

20,000

40,000

5,000

10,000

20,000

40,000

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

42

Summary

� Maps show the growth, distribution, and knowledge flows between Chemistry, Biology, Biochemistry, and Bioengineering.

� Over the past 30 years, Biochemistry and Bioengineering are moving steadily into Chemistryterritory, and are having a large influence on the general knowledge base.

� Chemistry’s impact on the knowledge base is growing, but at a slower rate.

� Journal-level data provides no information about the topics at the interface between fields, thus limiting the strategic decisions that can be made based on the mapping exercise.

� Folding in patent and or commercial data would provide a basis to study the impact of research on innovation and product development. It might very well be the case that some areas of science change their impact from a generator of cited scholarly knowledge to a generator of commercially valuable and hence patented and/or disclosed knowledge.

� Paper-level data would support the

� identification of topics on the interfaces between fields, knowledge flows at topical levels, and detailed trends at these micro-levels.

� analysis of the trajectories and impact of single researchers, teams, institutions, or nations.

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22

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

43Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

GeneralMedicine

Virology

BioMat

Cancer

Environ

Funding overlay – NIH funded research (extramural)

VitalityHigh

Low

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

44Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

General

Medicine

Virology

BioMat

Cancer

Environ

Pajek

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

General

Medicine

Virology

BioMat

Cancer

Environ

LawMath

Infect Disease

Therapeutic

Engineering

CompSciStat

Economics

Policy

BioChem

PlantMicroBio

Biology

GeoSci

Astro

PhysChem

ChemistryPhysics

MRI

Brain

Psychiatry

Psychology

Education Vision

General

Medicine

Virology

BioMat

Cancer

Environ

Funding overlay – NSF funded research

VitalityHigh

Low

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23

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

45

Summary

� Maps show the growth, distribution, and knowledge flows between Chemistry, Biology, Biochemistry, and Bioengineering.

� Over the past 30 years, Biochemistry and Bioengineering are moving steadily into Chemistryterritory, and are having a large influence on the general knowledge base.

� Chemistry’s impact on the knowledge base is growing, but at a slower rate.

� Journal-level data provides no information about the topics at the interface between fields, thus limiting the strategic decisions that can be made based on the mapping exercise.

� Folding in patent and or commercial data would provide a basis to study the impact of research on innovation and product development. It might very well be the case that some areas of science change their impact from a generator of cited scholarly knowledge to a generator of commercially valuable and hence patented and/or disclosed knowledge.

� Paper-level data would support the

� identification of topics on the interfaces between fields, knowledge flows at topical levels, and detailed trends at these micro-levels.

� analysis of the trajectories and impact of single researchers, teams, institutions, or nations.

Börner: “Mapping the Evolving Interface of Mainstream Chemistry and the Fields of Biochemistry, Biology, and Bioengineering.

46

Relevant Events in 2007

� May 22, Award Ceremony for Visualizing Network Dynamics Competition @

NetSci07, New York Hall of Science.

� June 25-27, ISSI, Madrid, Spain.

� June 29, New Network Theory Conference, Amsterdam, Netherlands.

� July 3, Visualization Summit, ETH Zürich, Switzerland.

� July 4-6, Information Visualisation Conference, ETH Zürich, Switzerland.

‘Mapping Science’ Exhibit Displays in 2007:

� May 1-30, Monroe County Public Library, Bloomington, IN.

� Sept 7- Dec 30, American Museum of Science and Engineering, Oak Ridge, TN.

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24

The End.The End.