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Assessment of technological level of stem cell research using principal component analysis
BACKGROUND: In general, technological levels have been assessed based on specialist’s opinion through the methods such as Delphi. But in such cases, results could be significantly biased per study design and individual expert. FINDINGS: In this study, therefore scientific literatures and patents wer...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4920797/ https://www.ncbi.nlm.nih.gov/pubmed/27386306 http://dx.doi.org/10.1186/s40064-016-2494-9 |
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author | Do Cho, Sung Hwan Hyun, Byung Kim, Jae Kyeom |
author_facet | Do Cho, Sung Hwan Hyun, Byung Kim, Jae Kyeom |
author_sort | Do Cho, Sung |
collection | PubMed |
description | BACKGROUND: In general, technological levels have been assessed based on specialist’s opinion through the methods such as Delphi. But in such cases, results could be significantly biased per study design and individual expert. FINDINGS: In this study, therefore scientific literatures and patents were selected by means of analytic indexes for statistic approach and technical assessment of stem cell fields. The analytic indexes, numbers and impact indexes of scientific literatures and patents, were weighted based on principal component analysis, and then, were summated into the single value. Technological obsolescence was calculated through the cited half-life of patents issued by the United States Patents and Trademark Office and was reflected in technological level assessment. As results, ranks of each nation’s in reference to the technology level were rated by the proposed method. Furthermore we were able to evaluate strengthens and weaknesses thereof. CONCLUSIONS: Although our empirical research presents faithful results, in the further study, there is a need to compare the existing methods and the suggested method. |
format | Online Article Text |
id | pubmed-4920797 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-49207972016-07-06 Assessment of technological level of stem cell research using principal component analysis Do Cho, Sung Hwan Hyun, Byung Kim, Jae Kyeom Springerplus Research BACKGROUND: In general, technological levels have been assessed based on specialist’s opinion through the methods such as Delphi. But in such cases, results could be significantly biased per study design and individual expert. FINDINGS: In this study, therefore scientific literatures and patents were selected by means of analytic indexes for statistic approach and technical assessment of stem cell fields. The analytic indexes, numbers and impact indexes of scientific literatures and patents, were weighted based on principal component analysis, and then, were summated into the single value. Technological obsolescence was calculated through the cited half-life of patents issued by the United States Patents and Trademark Office and was reflected in technological level assessment. As results, ranks of each nation’s in reference to the technology level were rated by the proposed method. Furthermore we were able to evaluate strengthens and weaknesses thereof. CONCLUSIONS: Although our empirical research presents faithful results, in the further study, there is a need to compare the existing methods and the suggested method. Springer International Publishing 2016-06-24 /pmc/articles/PMC4920797/ /pubmed/27386306 http://dx.doi.org/10.1186/s40064-016-2494-9 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Research Do Cho, Sung Hwan Hyun, Byung Kim, Jae Kyeom Assessment of technological level of stem cell research using principal component analysis |
title | Assessment of technological level of stem cell research using principal component analysis |
title_full | Assessment of technological level of stem cell research using principal component analysis |
title_fullStr | Assessment of technological level of stem cell research using principal component analysis |
title_full_unstemmed | Assessment of technological level of stem cell research using principal component analysis |
title_short | Assessment of technological level of stem cell research using principal component analysis |
title_sort | assessment of technological level of stem cell research using principal component analysis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4920797/ https://www.ncbi.nlm.nih.gov/pubmed/27386306 http://dx.doi.org/10.1186/s40064-016-2494-9 |
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