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Measuring originality in science

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Measuring originality in science. / Shibayama, Sotaro; Wang, Jian.
In: Scientometrics, Vol. 122, No. 1, 01.01.2020, p. 409-427.

Research output: Contribution to Journal/MagazineJournal articlepeer-review

Harvard

Shibayama, S & Wang, J 2020, 'Measuring originality in science', Scientometrics, vol. 122, no. 1, pp. 409-427. https://doi.org/10.1007/s11192-019-03263-0

APA

Vancouver

Shibayama S, Wang J. Measuring originality in science. Scientometrics. 2020 Jan 1;122(1):409-427. doi: 10.1007/s11192-019-03263-0

Author

Shibayama, Sotaro ; Wang, Jian. / Measuring originality in science. In: Scientometrics. 2020 ; Vol. 122, No. 1. pp. 409-427.

Bibtex

@article{ef7b16846cb141adb86f30e5a0594119,
title = "Measuring originality in science",
abstract = "Originality has self-evident importance for science, but objectively measuring originality poses a formidable challenge. We conceptualise originality as the degree to which a scientific discovery provides subsequent studies with unique knowledge that is not available from previous studies. Accordingly, we operationalise a new measure of originality for individual scientific papers building on the network betweenness centrality concept. Specifically, we measure the originality of a paper based on the directed citation network between its references and the subsequent papers citing it. We demonstrate the validity of this measure using survey information. In particular, we find that the proposed measure is positively correlated with the self-assessed theoretical originality but not with the methodological originality. We also find that originality can be reliably measured with only a small number of subsequent citing papers, which lowers computational cost and contributes to practical utility. The measure also predicts future citations, further confirming its validity. We further characterise the measure to guide its future use.",
keywords = "Citation network, Network centrality, Novelty, Scientific originality",
author = "Sotaro Shibayama and Jian Wang",
year = "2020",
month = jan,
day = "1",
doi = "10.1007/s11192-019-03263-0",
language = "English",
volume = "122",
pages = "409--427",
journal = "Scientometrics",
issn = "0138-9130",
publisher = "Springer Netherlands",
number = "1",

}

RIS

TY - JOUR

T1 - Measuring originality in science

AU - Shibayama, Sotaro

AU - Wang, Jian

PY - 2020/1/1

Y1 - 2020/1/1

N2 - Originality has self-evident importance for science, but objectively measuring originality poses a formidable challenge. We conceptualise originality as the degree to which a scientific discovery provides subsequent studies with unique knowledge that is not available from previous studies. Accordingly, we operationalise a new measure of originality for individual scientific papers building on the network betweenness centrality concept. Specifically, we measure the originality of a paper based on the directed citation network between its references and the subsequent papers citing it. We demonstrate the validity of this measure using survey information. In particular, we find that the proposed measure is positively correlated with the self-assessed theoretical originality but not with the methodological originality. We also find that originality can be reliably measured with only a small number of subsequent citing papers, which lowers computational cost and contributes to practical utility. The measure also predicts future citations, further confirming its validity. We further characterise the measure to guide its future use.

AB - Originality has self-evident importance for science, but objectively measuring originality poses a formidable challenge. We conceptualise originality as the degree to which a scientific discovery provides subsequent studies with unique knowledge that is not available from previous studies. Accordingly, we operationalise a new measure of originality for individual scientific papers building on the network betweenness centrality concept. Specifically, we measure the originality of a paper based on the directed citation network between its references and the subsequent papers citing it. We demonstrate the validity of this measure using survey information. In particular, we find that the proposed measure is positively correlated with the self-assessed theoretical originality but not with the methodological originality. We also find that originality can be reliably measured with only a small number of subsequent citing papers, which lowers computational cost and contributes to practical utility. The measure also predicts future citations, further confirming its validity. We further characterise the measure to guide its future use.

KW - Citation network

KW - Network centrality

KW - Novelty

KW - Scientific originality

U2 - 10.1007/s11192-019-03263-0

DO - 10.1007/s11192-019-03263-0

M3 - Journal article

AN - SCOPUS:85075147105

VL - 122

SP - 409

EP - 427

JO - Scientometrics

JF - Scientometrics

SN - 0138-9130

IS - 1

ER -