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Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise

Despite the public availability, finding experts in any field when relying on academic publications can be challenging, especially with the use of jargons. Even after overcoming these issues, the discernment of expertise by authorship positions is often also absent in the many publication-based sear...

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Detalles Bibliográficos
Autores principales: Wu, Wei-Ling, Tan, Owen, Chan, Kwok-Fong, Ong, Nicole Bernadette, Gunasegaran, David, Gan, Samuel Ken-En
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8293319/
https://www.ncbi.nlm.nih.gov/pubmed/34207547
http://dx.doi.org/10.3390/mps4020041
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author Wu, Wei-Ling
Tan, Owen
Chan, Kwok-Fong
Ong, Nicole Bernadette
Gunasegaran, David
Gan, Samuel Ken-En
author_facet Wu, Wei-Ling
Tan, Owen
Chan, Kwok-Fong
Ong, Nicole Bernadette
Gunasegaran, David
Gan, Samuel Ken-En
author_sort Wu, Wei-Ling
collection PubMed
description Despite the public availability, finding experts in any field when relying on academic publications can be challenging, especially with the use of jargons. Even after overcoming these issues, the discernment of expertise by authorship positions is often also absent in the many publication-based search platforms. Given that it is common in many academic fields for the research group lead or lab head to take the position of the last author, some of the existing authorship scoring systems that assign a decreasing weightage from the first author would not reflect the last author correctly. To address these problems, we incorporated natural language processing (Common Crawl using fastText) to retrieve related keywords when using jargons as well as a modified authorship positional scoring that allows the assignment of greater weightage to the last author. The resulting output is a ranked scoring system of researchers upon every search that we implemented as a webserver for internal use called the APD lab Capability & Expertise Search (ACES).
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spelling pubmed-82933192021-07-22 Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise Wu, Wei-Ling Tan, Owen Chan, Kwok-Fong Ong, Nicole Bernadette Gunasegaran, David Gan, Samuel Ken-En Methods Protoc Article Despite the public availability, finding experts in any field when relying on academic publications can be challenging, especially with the use of jargons. Even after overcoming these issues, the discernment of expertise by authorship positions is often also absent in the many publication-based search platforms. Given that it is common in many academic fields for the research group lead or lab head to take the position of the last author, some of the existing authorship scoring systems that assign a decreasing weightage from the first author would not reflect the last author correctly. To address these problems, we incorporated natural language processing (Common Crawl using fastText) to retrieve related keywords when using jargons as well as a modified authorship positional scoring that allows the assignment of greater weightage to the last author. The resulting output is a ranked scoring system of researchers upon every search that we implemented as a webserver for internal use called the APD lab Capability & Expertise Search (ACES). MDPI 2021-06-09 /pmc/articles/PMC8293319/ /pubmed/34207547 http://dx.doi.org/10.3390/mps4020041 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wu, Wei-Ling
Tan, Owen
Chan, Kwok-Fong
Ong, Nicole Bernadette
Gunasegaran, David
Gan, Samuel Ken-En
Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise
title Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise
title_full Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise
title_fullStr Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise
title_full_unstemmed Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise
title_short Authorship Weightage Algorithm for Academic Publications: A New Calculation and ACES Webserver for Determining Expertise
title_sort authorship weightage algorithm for academic publications: a new calculation and aces webserver for determining expertise
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8293319/
https://www.ncbi.nlm.nih.gov/pubmed/34207547
http://dx.doi.org/10.3390/mps4020041
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