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Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh, Filippo Menczer Crowdsourcing Scholarly Data and Universality of Impact Metrics

Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

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Page 1: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Filippo Menczer

Crowdsourcing Scholarly Data and Universality of Impact Metrics

Page 2: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 4: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 5: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 6: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 7: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

authortags

citation data

Page 8: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

authortags

citation data

impact measuresbib records

networkwidget

API

Page 9: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 10: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 11: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

X. Sun & al: Ambiguous Author Query Detection using Crowdsourced Digital Library Annotations. Information Processing &

Management 49:454-464, 2013

Page 12: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Reliability heuristics

J. Kaur & al: Scholarometer: A Social Framework for Analyzing Impact across Disciplines. PLoS ONE 7(9):e43235, 2012

Page 13: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Linked Open Data & API

Page 14: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 15: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 16: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 17: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 18: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 19: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,
Page 20: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

a.

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biologymathematicseconomicspsychologysociologylibrary sciencesbiochemistry

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Page 21: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Universality

Page 22: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Universality

Page 23: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

b.

% a

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rs

2

3

4

5

6

7

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gy

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onom

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ciolog

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math

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cs

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●●

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Page 24: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Fluctuations: hypergeometric

distribution

b.

% a

utho

rs

2

3

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6

7

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ps

ycholo

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Page 25: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

c.

u(z=5%)0.5 0.7 0.9

cavgh

ctotal1 2hmi10ghf

(c c0)avghi, norm

hs

Which metrics are universal?

Page 26: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

c.

u(z=5%)0.5 0.7 0.9

cavgh

ctotal1 2hmi10ghf

(c c0)avghi, norm

hsh / <h>

Batista

New Crown Indicator a.k.a. FNCS

Radicchi & al.

Egghe

Google

Schreiber

Redner

Which metrics are universal?

Page 27: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Universality Index

Page 28: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

e.

d.

z

u(z)

3 10 20 30 40 50 60 70 80 90 99

0.4

0.5

0.6

0.7

0.8

0.9

1.0

metrichshi, norm(c c0)avghmhfgctotal1 2

i10hcavg

u0.940.940.880.880.860.850.850.840.830.74

Page 29: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

e.

d.

z

u(z)

3 10 20 30 40 50 60 70 80 90 99

0.4

0.5

0.6

0.7

0.8

0.9

1.0

metrichshi, norm(c c0)avghmhfgctotal1 2

i10hcavg

u0.940.940.880.880.860.850.850.840.830.74

Page 30: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh, Filippo Menczer

Thanks: Geoffrey Fox, Filippo Radicchi, Santo Fortunato, Alex Vespignani, Johan Bollen, Rajasee Rege, Heather Roinestad, Alessandro Flammini,

Networks & agents Network, NSF Award IIS-0811994

Page 31: Crowdsourcing Scholarly Data and Universality of Impact ...€¦ · Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh,

Diep Thi Hoang, Jasleen Kaur, Filippo Radicchi, Xiaoling Sun, Snehal Patil, Lino Possamai, Mohsen Jafari-Asbagh, Filippo Menczer

Thanks: Geoffrey Fox, Filippo Radicchi, Santo Fortunato, Alex Vespignani, Johan Bollen, Rajasee Rege, Heather Roinestad, Alessandro Flammini,

Networks & agents Network, NSF Award IIS-0811994

scholarometer.indiana.edu