evotext: a new text analysis tool for the history and philosophy of biology

41
EvoText: A New Text Analysis Tool for the History and Philosophy of Biology Charles Pence Louisiana State University www.charlespence.net Grant Ramsey KU Leuven www.theramseylab.org

Upload: charles-pence

Post on 17-Jul-2015

229 views

Category:

Education


0 download

TRANSCRIPT

Page 1: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

EvoText: A New Text Analysis Tool for the History and Philosophy of Biology

Charles Pence Louisiana State University

www.charlespence.net

Grant Ramsey KU Leuven

www.theramseylab.org

Page 2: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

1. The origins and goals of evoText2. The architecture of evoText3. How to use evoText4. Preliminary results of evoText

Page 3: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

1. The origins and goals of evoText2. The architecture of evoText3. How to use evoText4. Preliminary results of evoText5. Your input

Page 4: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

1. The origins and goals of evoText2. The architecture of evoText3. How to use evoText4. Preliminary results of evoText5. Your input

What is fitness all about?

www.evoText.org

Page 5: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

e.g.: How has the frequency ofa term changed over time?

What data do youwant to use?

e.g.: Articles in Naturefrom the 1990s

Provide a few moreparameters

e.g.: Look for the term“evolution”

Get your results!

What question do youwant to answer?

(wait for a while)

2. The architecture of evoText

Page 6: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

3. How to use evoText

Page 7: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 8: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 9: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 10: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 11: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 12: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 13: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 14: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 15: evoText: A New Text Analysis Tool for the History and Philosophy of Biology
Page 16: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

4. Preliminary results of evoText

Page 17: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Darwinism must die so that evolution may live

Carl Safina, 2009

“evolution can seem uniquely stuck on its founder. We don’t call astronomy Copernicism, nor gravity Newtonism”

Page 18: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Prop

ortio

n of

Doc

umen

ts

0.048

0.095

0.143

0.19

Year

1869 1876 1883 1890 1897 1904 1911 1918 1925 1932 1939 1946 1953 1960 1967 1974 1981 1988 1995 2002 2009

Darwin Darwinian Newton Newtonian

Page 19: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Prop

ortio

n of

Doc

umen

ts

0.015

0.03

0.045

0.06

Year

1869 1876 1883 1890 1897 1904 1911 1918 1925 1932 1939 1946 1953 1960 1967 1974 1981 1988 1995 2002 2009

Darwinian Newtonian

Page 20: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

1869-1878

Term Frequencies

1935-1944 2000-2009

newtonian theorynewtonian systemnewtonian lawnewtonian colournewtonian equatorialnewtonian methodnewtonian basisnewtonian writersnewtonian doctrinenewtonian telescope

darwinian theorydarwinian hypothesisdarwinian principlesdarwinian theoriesdarwinian difficultiesdarwinian toydarwinian theoristdarwinian viewsdarwinian doctrinesdarwinian argument

darwinian theorydarwinian conceptiondarwinian theoriesdarwinian booksdarwinian evolutiondarwinian sensedarwinian causesdarwinian daysdarwinian zoologistsdarwinian relics

darwinian evolutiondarwinian selectiondarwinian theorydarwinian evolutionarydarwinian fitnessdarwinian approachdarwinian worlddarwinian medicinedarwinian struggledarwinian look

newtonian mechanicsnewtonian lawnewtonian liquidsnewtonian focusnewtonian attractionnewtonian theorynewtonian dynamicsnewtonian systemnewtonian eranewtonian acceleration

newtonian physicsnewtonian mechanicsnewtonian gravitynewtonian fluidnewtonian rheologynewtonian fluidsnewtonian dynamicsnewtonian viscositynewtonian modelsnewtonian time

Page 21: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

1869-1878

Term Frequencies

1935-1944 2000-2009

newtonian theorynewtonian systemnewtonian lawnewtonian colournewtonian equatorialnewtonian methodnewtonian basisnewtonian writersnewtonian doctrinenewtonian telescope

darwinian theorydarwinian hypothesisdarwinian principlesdarwinian theoriesdarwinian difficultiesdarwinian toydarwinian theoristdarwinian viewsdarwinian doctrinesdarwinian argument

darwinian theorydarwinian conceptiondarwinian theoriesdarwinian booksdarwinian evolutiondarwinian sensedarwinian causesdarwinian daysdarwinian zoologistsdarwinian relics

darwinian evolutiondarwinian selectiondarwinian theorydarwinian evolutionarydarwinian fitnessdarwinian approachdarwinian worlddarwinian medicinedarwinian struggledarwinian look

newtonian mechanicsnewtonian lawnewtonian liquidsnewtonian focusnewtonian attractionnewtonian theorynewtonian dynamicsnewtonian systemnewtonian eranewtonian acceleration

newtonian physicsnewtonian mechanicsnewtonian gravitynewtonian fluidnewtonian rheologynewtonian fluidsnewtonian dynamicsnewtonian viscositynewtonian modelsnewtonian time

Page 22: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

How do concepts and practices become established in the journal literature?

Page 23: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

How do concepts and practices become established in the journal literature?

Taxon Level of organization Process

Theory General

Page 24: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

How, why, and where do new theoretical terms enter into the scientific vocabulary?

Test case: Fitness

Page 25: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Hypothesis:

Fitness as a central theoretical term should:

1. Enter the literature sometime after the synthesis

2. Become established in evolution-focused journals first (especially highly theoretical journals) then enter into

journals that are more general, empirical, or taxon-focused

Page 26: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Evolution

American Naturalist

Ecology

Behavior

Nature

Journal of Mammalogy

Page 27: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Evolution

American Naturalist

Ecology

Behavior

Nature

Journal of Mammalogy

Evolution Focused

The

ory

Focu

sed

Page 28: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Evolution

American Naturalist

Ecology

Behavior

Nature

Journal of Mammalogy

Evolution Focused

The

ory

Focu

sed

10 0.5

0.25

0.25 0.75

0.375

0.125

0.5

Page 29: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Evolution Focused

The

ory

Focu

sed

EvolutionAmerican Naturalist

Ecology Behavior

Nature

Journal of Mammalogy

10 0.5

0.25

0.25 0.75

0.375

0.125

0.5

Page 30: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Evolution

American Naturalist

Ecology

Behavior

Nature

Journal of Mammalogy

Evolution Focused

The

ory

Focu

sed

EvolutionAmerican Naturalist

Ecology Behavior

Nature

Journal of Mammalogy

10 0.5

0.25

0.25 0.75

0.375

0.125

0.5

Page 31: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

1869 1875 1881 1887 1893 1899 1905 1911 1917 1923 1929 1935 1941 1947 1953 1959 1965 1971 1977 1983 1989 1995 2001 2007

Evolution American Naturalist Ecology Behaviour Journal of Mammalogy Nature

Page 32: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

1869 1875 1881 1887 1893 1899 1905 1911 1917 1923 1929 1935 1941 1947 1953 1959 1965 1971 1977 1983 1989 1995 2001 2007

Evolution American Naturalist Ecology Behaviour Journal of Mammalogy Nature

Page 33: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

1947 1950 1953 1956 1959 1962 1965 1968 1971 1974 1977 1980 1983 1986 1989 1992 1995 1998 2001 2004 2007

Evolution American Naturalist Ecology Behaviour Journal of Mammalogy Nature

Page 34: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

1947 1950 1953 1956 1959 1962 1965 1968 1971 1974 1977 1980 1983 1986 1989 1992 1995 1998 2001 2004 2007

Evolution American Naturalist Ecology Behaviour Journal of Mammalogy Nature

~1970~1947

Page 35: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Where does novelty in science come from?

Are particular kinds of journals the chief sources of novelty?

How revolutionary is science?

Does change come primarily from young or established researchers?

Page 36: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Do journals like Nature, Science, and Cell help or hinder science?

Page 37: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Schekman said pressure to publish in “luxury” journals encouraged researchers to cut corners and pursue trendy fields of science instead of doing more important work. The problem was exacerbated, he said, by editors who were not active scientists but professionals who favoured studies that were likely to make a splash.

Page 38: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Schekman said pressure to publish in “luxury” journals encouraged researchers to cut corners and pursue trendy fields of science instead of doing more important work. The problem was exacerbated, he said, by editors who were not active scientists but professionals who favoured studies that were likely to make a splash.

Page 39: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Schekman said pressure to publish in “luxury” journals encouraged researchers to cut corners and pursue trendy fields of science instead of doing more important work. The problem was exacerbated, he said, by editors who were not active scientists but professionals who favoured studies that were likely to make a splash.

How could one operationalize splashiness or trendiness?What effect does splashiness of trendiness have on science?

Page 40: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

What are your ideas for evoText?

This is just the beginning…

Page 41: evoText: A New Text Analysis Tool for the History and Philosophy of Biology

Thank You