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Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment

Life in isolation is a condition that affects more people every day. From isolation of people in case of an epidemic (Ebola, Coronavirus, ..) to mineworkers or scientist in the Antarctic environment, it is currently well established that extreme isolation is a stressor element which negatively affec...

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Autores principales: Alcibiade, Alessandro, Schlacht, Irene Lia, Finazzi, Francesco, Di Capua, Massimiliano, Ferrario, Giacomo, Musso, Giorgio, Foing, Bernard
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7325502/
http://dx.doi.org/10.1007/978-3-030-51369-6_47
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author Alcibiade, Alessandro
Schlacht, Irene Lia
Finazzi, Francesco
Di Capua, Massimiliano
Ferrario, Giacomo
Musso, Giorgio
Foing, Bernard
author_facet Alcibiade, Alessandro
Schlacht, Irene Lia
Finazzi, Francesco
Di Capua, Massimiliano
Ferrario, Giacomo
Musso, Giorgio
Foing, Bernard
author_sort Alcibiade, Alessandro
collection PubMed
description Life in isolation is a condition that affects more people every day. From isolation of people in case of an epidemic (Ebola, Coronavirus, ..) to mineworkers or scientist in the Antarctic environment, it is currently well established that extreme isolation is a stressor element which negatively affects human creating stress and social conflict. Living in outer space is one of the most extreme forms of isolation that can be used as a test bench for isolation research. Crews in space are expected to be able to manage independently stress and social conflict problems to be highly reliable and autonomous. Human natural language (NL) has the potential of being a valuable source of information on crew-members stress and reliability in isolation. Based on the use of NL, the PSI (Performance and Stress in Isolation) research group is developing an Artificial Intelligent tool for the autonomous monitoring of stress and reliability. In order to develop this tool, the first step (here presented) is to investigate the correlation of NL with stress and reliability within the PSI experiment. The experiment consisted of three tasks to be performed periodically during the isolation: 1. Analysis of free written communication (NL); 2. Short self-reference questionnaire; and 3. Detection of heart rate and blood pressure values. In this paper we present the preliminary data collected from 29 participants (17 males and 12 females) to 6 space analogue missions accomplished in Europe, the USA and Israel in the 2016 – 2019 time frames. That is, so far, the largest database ever analyzed of this kind. The results are coherent with what is described in the literature about NLP content and style analysis, with the novelty of the correlations found with the cardiovascular parameters, thus reinforcing the perspective of applying a NLP AI system for supporting stress management in extreme isolation contexts from Space to Earth spin off.
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spelling pubmed-73255022020-07-01 Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment Alcibiade, Alessandro Schlacht, Irene Lia Finazzi, Francesco Di Capua, Massimiliano Ferrario, Giacomo Musso, Giorgio Foing, Bernard Advances in Human Factors and Systems Interaction Article Life in isolation is a condition that affects more people every day. From isolation of people in case of an epidemic (Ebola, Coronavirus, ..) to mineworkers or scientist in the Antarctic environment, it is currently well established that extreme isolation is a stressor element which negatively affects human creating stress and social conflict. Living in outer space is one of the most extreme forms of isolation that can be used as a test bench for isolation research. Crews in space are expected to be able to manage independently stress and social conflict problems to be highly reliable and autonomous. Human natural language (NL) has the potential of being a valuable source of information on crew-members stress and reliability in isolation. Based on the use of NL, the PSI (Performance and Stress in Isolation) research group is developing an Artificial Intelligent tool for the autonomous monitoring of stress and reliability. In order to develop this tool, the first step (here presented) is to investigate the correlation of NL with stress and reliability within the PSI experiment. The experiment consisted of three tasks to be performed periodically during the isolation: 1. Analysis of free written communication (NL); 2. Short self-reference questionnaire; and 3. Detection of heart rate and blood pressure values. In this paper we present the preliminary data collected from 29 participants (17 males and 12 females) to 6 space analogue missions accomplished in Europe, the USA and Israel in the 2016 – 2019 time frames. That is, so far, the largest database ever analyzed of this kind. The results are coherent with what is described in the literature about NLP content and style analysis, with the novelty of the correlations found with the cardiovascular parameters, thus reinforcing the perspective of applying a NLP AI system for supporting stress management in extreme isolation contexts from Space to Earth spin off. 2020-05-29 /pmc/articles/PMC7325502/ http://dx.doi.org/10.1007/978-3-030-51369-6_47 Text en © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Alcibiade, Alessandro
Schlacht, Irene Lia
Finazzi, Francesco
Di Capua, Massimiliano
Ferrario, Giacomo
Musso, Giorgio
Foing, Bernard
Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment
title Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment
title_full Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment
title_fullStr Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment
title_full_unstemmed Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment
title_short Reliability in Extreme Isolation: A Natural Language Processing Tool for Stress Self-assessment
title_sort reliability in extreme isolation: a natural language processing tool for stress self-assessment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7325502/
http://dx.doi.org/10.1007/978-3-030-51369-6_47
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