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On the use of computer‐assistance to facilitate systematic mapping
The volume of published academic research is growing rapidly and this new era of “big literature” poses new challenges to evidence synthesis, pushing traditional, manual methods of evidence synthesis to their limits. New technology developments, including machine learning, are likely to provide solu...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356330/ https://www.ncbi.nlm.nih.gov/pubmed/37016615 http://dx.doi.org/10.1002/cl2.1129 |
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author | Haddaway, Neal R. Callaghan, Max W. Collins, Alexandra M. Lamb, William F. Minx, Jan C. Thomas, James John, Denny |
author_facet | Haddaway, Neal R. Callaghan, Max W. Collins, Alexandra M. Lamb, William F. Minx, Jan C. Thomas, James John, Denny |
author_sort | Haddaway, Neal R. |
collection | PubMed |
description | The volume of published academic research is growing rapidly and this new era of “big literature” poses new challenges to evidence synthesis, pushing traditional, manual methods of evidence synthesis to their limits. New technology developments, including machine learning, are likely to provide solutions to the problem of information overload and allow scaling of systematic maps to large and even vast literatures. In this paper, we outline how systematic maps lend themselves well to automation and computer‐assistance. We believe that it is a major priority to consolidate efforts to develop and validate efficient, rigorous and robust applications of these novel technologies, ensuring the challenges of big literature do not prevent the future production of systematic maps. |
format | Online Article Text |
id | pubmed-8356330 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83563302023-04-03 On the use of computer‐assistance to facilitate systematic mapping Haddaway, Neal R. Callaghan, Max W. Collins, Alexandra M. Lamb, William F. Minx, Jan C. Thomas, James John, Denny Campbell Syst Rev Methods Research Paper The volume of published academic research is growing rapidly and this new era of “big literature” poses new challenges to evidence synthesis, pushing traditional, manual methods of evidence synthesis to their limits. New technology developments, including machine learning, are likely to provide solutions to the problem of information overload and allow scaling of systematic maps to large and even vast literatures. In this paper, we outline how systematic maps lend themselves well to automation and computer‐assistance. We believe that it is a major priority to consolidate efforts to develop and validate efficient, rigorous and robust applications of these novel technologies, ensuring the challenges of big literature do not prevent the future production of systematic maps. John Wiley and Sons Inc. 2020-11-12 /pmc/articles/PMC8356330/ /pubmed/37016615 http://dx.doi.org/10.1002/cl2.1129 Text en © 2020 The Authors. Campbell Systematic Reviews published by John Wiley & Sons Ltd on behalf of The Campbell Collaboration https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Methods Research Paper Haddaway, Neal R. Callaghan, Max W. Collins, Alexandra M. Lamb, William F. Minx, Jan C. Thomas, James John, Denny On the use of computer‐assistance to facilitate systematic mapping |
title | On the use of computer‐assistance to facilitate systematic mapping |
title_full | On the use of computer‐assistance to facilitate systematic mapping |
title_fullStr | On the use of computer‐assistance to facilitate systematic mapping |
title_full_unstemmed | On the use of computer‐assistance to facilitate systematic mapping |
title_short | On the use of computer‐assistance to facilitate systematic mapping |
title_sort | on the use of computer‐assistance to facilitate systematic mapping |
topic | Methods Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356330/ https://www.ncbi.nlm.nih.gov/pubmed/37016615 http://dx.doi.org/10.1002/cl2.1129 |
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