Research gaps and trends in the Arctic tundra: a topic-modelling approach

Climate change is affecting the biodiversity, ecosystem services and the well-being of people that live in the Arctic tundra. Understanding the societal implications and adapting to these changes depend on knowledge produced by multiple disciplines. We analysed peer-reviewed publications to identify...

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Published in:One Ecosystem
Main Authors: Ancin-Murguzur, Francisco, Hausner, Vera
Format: Article in Journal/Newspaper
Language:unknown
Published: Pensoft Publishers 2020
Subjects:
LDA
Online Access:https://doi.org/10.3897/oneeco.5.e57117
id ftzenodo:oai:zenodo.org:4050741
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spelling ftzenodo:oai:zenodo.org:4050741 2024-09-15T18:02:10+00:00 Research gaps and trends in the Arctic tundra: a topic-modelling approach Ancin-Murguzur, Francisco Hausner, Vera 2020-09-18 https://doi.org/10.3897/oneeco.5.e57117 unknown Pensoft Publishers https://doi.org/10.3897/oneeco.5.e57117.suppl1 https://zenodo.org/communities/biosyslit https://doi.org/10.3897/oneeco.5.e57117 oai:zenodo.org:4050741 info:eu-repo/semantics/openAccess Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode One Ecosystem, 5, e57117, (2020-09-18) Topic modelling research gaps climate change socio-economic system LDA info:eu-repo/semantics/article 2020 ftzenodo https://doi.org/10.3897/oneeco.5.e5711710.3897/oneeco.5.e57117.suppl1 2024-07-25T23:53:37Z Climate change is affecting the biodiversity, ecosystem services and the well-being of people that live in the Arctic tundra. Understanding the societal implications and adapting to these changes depend on knowledge produced by multiple disciplines. We analysed peer-reviewed publications to identify the main research themes relating to the Arctic tundra and assessed to what extent current research build on multiple disciplines to confront the upcoming challenges of rapid environmental changes. We used a topic-modelling approach, based on the Latent Dirichlet Allocation algorithm to detect topics based on semantic similarity. We found that plant and soil ecology dominate the tundra research and are highly connected to other ecological disciplines and biophysical sciences. Despite the fivefold increase in the number of publications during the past decades, the proportion of studies that address societal implications of climate change remains low. The strong scientific interest in the tundra reflects the concern of the rapid warming of the Arctic, but few studies include the cross-disciplinary approach necessary to fully assess the implications of these changes for society. Article in Journal/Newspaper Climate change Tundra Zenodo One Ecosystem 5
institution Open Polar
collection Zenodo
op_collection_id ftzenodo
language unknown
topic Topic modelling
research gaps
climate change
socio-economic system
LDA
spellingShingle Topic modelling
research gaps
climate change
socio-economic system
LDA
Ancin-Murguzur, Francisco
Hausner, Vera
Research gaps and trends in the Arctic tundra: a topic-modelling approach
topic_facet Topic modelling
research gaps
climate change
socio-economic system
LDA
description Climate change is affecting the biodiversity, ecosystem services and the well-being of people that live in the Arctic tundra. Understanding the societal implications and adapting to these changes depend on knowledge produced by multiple disciplines. We analysed peer-reviewed publications to identify the main research themes relating to the Arctic tundra and assessed to what extent current research build on multiple disciplines to confront the upcoming challenges of rapid environmental changes. We used a topic-modelling approach, based on the Latent Dirichlet Allocation algorithm to detect topics based on semantic similarity. We found that plant and soil ecology dominate the tundra research and are highly connected to other ecological disciplines and biophysical sciences. Despite the fivefold increase in the number of publications during the past decades, the proportion of studies that address societal implications of climate change remains low. The strong scientific interest in the tundra reflects the concern of the rapid warming of the Arctic, but few studies include the cross-disciplinary approach necessary to fully assess the implications of these changes for society.
format Article in Journal/Newspaper
author Ancin-Murguzur, Francisco
Hausner, Vera
author_facet Ancin-Murguzur, Francisco
Hausner, Vera
author_sort Ancin-Murguzur, Francisco
title Research gaps and trends in the Arctic tundra: a topic-modelling approach
title_short Research gaps and trends in the Arctic tundra: a topic-modelling approach
title_full Research gaps and trends in the Arctic tundra: a topic-modelling approach
title_fullStr Research gaps and trends in the Arctic tundra: a topic-modelling approach
title_full_unstemmed Research gaps and trends in the Arctic tundra: a topic-modelling approach
title_sort research gaps and trends in the arctic tundra: a topic-modelling approach
publisher Pensoft Publishers
publishDate 2020
url https://doi.org/10.3897/oneeco.5.e57117
genre Climate change
Tundra
genre_facet Climate change
Tundra
op_source One Ecosystem, 5, e57117, (2020-09-18)
op_relation https://doi.org/10.3897/oneeco.5.e57117.suppl1
https://zenodo.org/communities/biosyslit
https://doi.org/10.3897/oneeco.5.e57117
oai:zenodo.org:4050741
op_rights info:eu-repo/semantics/openAccess
Creative Commons Attribution 4.0 International
https://creativecommons.org/licenses/by/4.0/legalcode
op_doi https://doi.org/10.3897/oneeco.5.e5711710.3897/oneeco.5.e57117.suppl1
container_title One Ecosystem
container_volume 5
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