Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions

The impact of geohazards on the mental health of the local populations, is well recognized but understudied. We used natural language processing (NLP) of Twitter posts to analyse the sentiments expressed in relation to a pre-eruptive seismic unrest, and a subsequent volcanic eruption in Iceland 2021...

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Main Authors: Ilyinskaya, Evgenia, Snæbjarnarson, Vésteinn, Carlsen, Hanne Krage, Oddsson, Björn
Format: Text
Language:English
Published: 2023
Subjects:
Online Access:https://doi.org/10.5194/nhess-2023-6
https://nhess.copernicus.org/preprints/nhess-2023-6/
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spelling ftcopernicus:oai:publications.copernicus.org:nhessd109085 2023-06-11T04:13:06+02:00 Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions Ilyinskaya, Evgenia Snæbjarnarson, Vésteinn Carlsen, Hanne Krage Oddsson, Björn 2023-04-20 application/pdf https://doi.org/10.5194/nhess-2023-6 https://nhess.copernicus.org/preprints/nhess-2023-6/ eng eng doi:10.5194/nhess-2023-6 https://nhess.copernicus.org/preprints/nhess-2023-6/ eISSN: 1684-9981 Text 2023 ftcopernicus https://doi.org/10.5194/nhess-2023-6 2023-04-24T16:23:13Z The impact of geohazards on the mental health of the local populations, is well recognized but understudied. We used natural language processing (NLP) of Twitter posts to analyse the sentiments expressed in relation to a pre-eruptive seismic unrest, and a subsequent volcanic eruption in Iceland 2021. We show that despite the small size and negligible material damage, these geohazards were associated with a measurable change in expressed emotions in the local populations. The seismic unrest was associated with predominantly negative sentiments, but the eruption with predominantly positive. We demonstrate a cost-effective tool for gauging public discourse that could be used in risk management. Text Iceland Copernicus Publications: E-Journals
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description The impact of geohazards on the mental health of the local populations, is well recognized but understudied. We used natural language processing (NLP) of Twitter posts to analyse the sentiments expressed in relation to a pre-eruptive seismic unrest, and a subsequent volcanic eruption in Iceland 2021. We show that despite the small size and negligible material damage, these geohazards were associated with a measurable change in expressed emotions in the local populations. The seismic unrest was associated with predominantly negative sentiments, but the eruption with predominantly positive. We demonstrate a cost-effective tool for gauging public discourse that could be used in risk management.
format Text
author Ilyinskaya, Evgenia
Snæbjarnarson, Vésteinn
Carlsen, Hanne Krage
Oddsson, Björn
spellingShingle Ilyinskaya, Evgenia
Snæbjarnarson, Vésteinn
Carlsen, Hanne Krage
Oddsson, Björn
Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
author_facet Ilyinskaya, Evgenia
Snæbjarnarson, Vésteinn
Carlsen, Hanne Krage
Oddsson, Björn
author_sort Ilyinskaya, Evgenia
title Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
title_short Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
title_full Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
title_fullStr Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
title_full_unstemmed Brief communication: Small-scale geohazards cause significant and highly variable impacts on emotions
title_sort brief communication: small-scale geohazards cause significant and highly variable impacts on emotions
publishDate 2023
url https://doi.org/10.5194/nhess-2023-6
https://nhess.copernicus.org/preprints/nhess-2023-6/
genre Iceland
genre_facet Iceland
op_source eISSN: 1684-9981
op_relation doi:10.5194/nhess-2023-6
https://nhess.copernicus.org/preprints/nhess-2023-6/
op_doi https://doi.org/10.5194/nhess-2023-6
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