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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...

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Detalles Bibliográficos
Autores principales: Haddaway, Neal R., Callaghan, Max W., Collins, Alexandra M., Lamb, William F., Minx, Jan C., Thomas, James, John, Denny
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2020
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.
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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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