Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1783725008498982912 |
---|---|
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). |
format | Online Article Text |
id | pubmed-8293319 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT wuweiling authorshipweightagealgorithmforacademicpublicationsanewcalculationandaceswebserverfordeterminingexpertise AT tanowen authorshipweightagealgorithmforacademicpublicationsanewcalculationandaceswebserverfordeterminingexpertise AT chankwokfong authorshipweightagealgorithmforacademicpublicationsanewcalculationandaceswebserverfordeterminingexpertise AT ongnicolebernadette authorshipweightagealgorithmforacademicpublicationsanewcalculationandaceswebserverfordeterminingexpertise AT gunasegarandavid authorshipweightagealgorithmforacademicpublicationsanewcalculationandaceswebserverfordeterminingexpertise AT gansamuelkenen authorshipweightagealgorithmforacademicpublicationsanewcalculationandaceswebserverfordeterminingexpertise |