Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling 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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Main Authors: Ancin-Murguzur, Francisco Javier, Hausner, Vera Helene
Other Authors: Ancin Murguzur, Francisco Javier
Format: Other/Unknown Material
Language:English
Published: DataverseNO 2019
Subjects:
Online Access:https://doi.org/10.18710/WBKY7Q
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spelling ftdataverseno:doi:10.18710/WBKY7Q 2024-10-13T14:04:37+00:00 Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach Ancin-Murguzur, Francisco Javier Hausner, Vera Helene Ancin Murguzur, Francisco Javier 2019-11-26 https://doi.org/10.18710/WBKY7Q English eng DataverseNO https://doi.org/10.18710/WBKY7Q Earth and Environmental Sciences Topic modeling Research gaps Climate change Socio economic system Latent Dirichlet Allocation Bibliographic data 2019 ftdataverseno https://doi.org/10.18710/WBKY7Q 2024-09-24T14:11:59Z 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 Other/Unknown Material Arctic Climate change Tundra DataverseNO Arctic
institution Open Polar
collection DataverseNO
op_collection_id ftdataverseno
language English
topic Earth and Environmental Sciences
Topic modeling
Research gaps
Climate change
Socio economic system
Latent Dirichlet Allocation
spellingShingle Earth and Environmental Sciences
Topic modeling
Research gaps
Climate change
Socio economic system
Latent Dirichlet Allocation
Ancin-Murguzur, Francisco Javier
Hausner, Vera Helene
Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach
topic_facet Earth and Environmental Sciences
Topic modeling
Research gaps
Climate change
Socio economic system
Latent Dirichlet Allocation
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
author2 Ancin Murguzur, Francisco Javier
format Other/Unknown Material
author Ancin-Murguzur, Francisco Javier
Hausner, Vera Helene
author_facet Ancin-Murguzur, Francisco Javier
Hausner, Vera Helene
author_sort Ancin-Murguzur, Francisco Javier
title Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach
title_short Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach
title_full Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach
title_fullStr Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach
title_full_unstemmed Replication Data for: Research gaps and trends in the Arctic tundra: a topic modeling approach
title_sort replication data for: research gaps and trends in the arctic tundra: a topic modeling approach
publisher DataverseNO
publishDate 2019
url https://doi.org/10.18710/WBKY7Q
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
Tundra
genre_facet Arctic
Climate change
Tundra
op_relation https://doi.org/10.18710/WBKY7Q
op_doi https://doi.org/10.18710/WBKY7Q
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