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The speed of information propagation in the scientific network distorts biomedical research

Delays in the propagation of scientific discoveries across scientific communities have been an oft-maligned feature of scientific research for introducing a bias towards knowledge that is produced within a scientist’s closest community. The vastness of the scientific literature has been commonly bla...

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Autor principal: Rodriguez-Esteban, Raul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8759377/
https://www.ncbi.nlm.nih.gov/pubmed/35070506
http://dx.doi.org/10.7717/peerj.12764
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author Rodriguez-Esteban, Raul
author_facet Rodriguez-Esteban, Raul
author_sort Rodriguez-Esteban, Raul
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description Delays in the propagation of scientific discoveries across scientific communities have been an oft-maligned feature of scientific research for introducing a bias towards knowledge that is produced within a scientist’s closest community. The vastness of the scientific literature has been commonly blamed for this phenomenon, despite recent improvements in information retrieval and text mining. Its actual negative impact on scientific progress, however, has never been quantified. This analysis attempts to do so by exploring its effects on biomedical discovery, particularly in the discovery of relations between diseases, genes and chemical compounds. Results indicate that the probability that two scientific facts will enable the discovery of a new fact depends on how far apart these two facts were originally within the scientific landscape. In particular, the probability decreases exponentially with the citation distance. Thus, the direction of scientific progress is distorted based on the location in which each scientific fact is published, representing a path-dependent bias in which originally closely-located discoveries drive the sequence of future discoveries. To counter this bias, scientists should open the scope of their scientific work with modern information retrieval and extraction approaches.
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spelling pubmed-87593772022-01-21 The speed of information propagation in the scientific network distorts biomedical research Rodriguez-Esteban, Raul PeerJ Computational Biology Delays in the propagation of scientific discoveries across scientific communities have been an oft-maligned feature of scientific research for introducing a bias towards knowledge that is produced within a scientist’s closest community. The vastness of the scientific literature has been commonly blamed for this phenomenon, despite recent improvements in information retrieval and text mining. Its actual negative impact on scientific progress, however, has never been quantified. This analysis attempts to do so by exploring its effects on biomedical discovery, particularly in the discovery of relations between diseases, genes and chemical compounds. Results indicate that the probability that two scientific facts will enable the discovery of a new fact depends on how far apart these two facts were originally within the scientific landscape. In particular, the probability decreases exponentially with the citation distance. Thus, the direction of scientific progress is distorted based on the location in which each scientific fact is published, representing a path-dependent bias in which originally closely-located discoveries drive the sequence of future discoveries. To counter this bias, scientists should open the scope of their scientific work with modern information retrieval and extraction approaches. PeerJ Inc. 2022-01-10 /pmc/articles/PMC8759377/ /pubmed/35070506 http://dx.doi.org/10.7717/peerj.12764 Text en ©2022 Rodriguez-Esteban https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Computational Biology
Rodriguez-Esteban, Raul
The speed of information propagation in the scientific network distorts biomedical research
title The speed of information propagation in the scientific network distorts biomedical research
title_full The speed of information propagation in the scientific network distorts biomedical research
title_fullStr The speed of information propagation in the scientific network distorts biomedical research
title_full_unstemmed The speed of information propagation in the scientific network distorts biomedical research
title_short The speed of information propagation in the scientific network distorts biomedical research
title_sort speed of information propagation in the scientific network distorts biomedical research
topic Computational Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8759377/
https://www.ncbi.nlm.nih.gov/pubmed/35070506
http://dx.doi.org/10.7717/peerj.12764
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