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Affective Saturation Index: A Lexical Measure of Affect
Affect plays a major role in the individual’s daily life, driving the sensemaking of experience, psychopathological conditions, social representations of phenomena, and ways of coping with others. The characteristics of affect have been traditionally investigated through physiological, self-report,...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8620985/ https://www.ncbi.nlm.nih.gov/pubmed/34828121 http://dx.doi.org/10.3390/e23111421 |
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author | Gennaro, Alessandro Carola, Valeria Ottaviani, Cristina Pesca, Chiara Palmieri, Arianna Salvatore, Sergio |
author_facet | Gennaro, Alessandro Carola, Valeria Ottaviani, Cristina Pesca, Chiara Palmieri, Arianna Salvatore, Sergio |
author_sort | Gennaro, Alessandro |
collection | PubMed |
description | Affect plays a major role in the individual’s daily life, driving the sensemaking of experience, psychopathological conditions, social representations of phenomena, and ways of coping with others. The characteristics of affect have been traditionally investigated through physiological, self-report, and behavioral measures. The present article proposes a text-based measure to detect affect intensity: the Affective Saturation Index (ASI). The ASI rationale and the conceptualization of affect are overviewed, and an initial validation study on the ASI’s convergent and concurrent validity is presented. Forty individuals completed a non-clinical semi-structured interview. For each interview transcript, the ASI was esteemed and compared to the individual’s physiological index of propensity to affective arousal (measured by heart rate variability (HRV)); transcript semantic complexity (measured through the Semantic Entropy Index (SEI)); and lexical syntactic complexity (measured through the Flesch–Vacca Index (FVI)). ANOVAs and bi-variate correlations estimated the size of the relationships between indexes and sample characteristics (age, gender), then a set of multiple linear regressions tested the ASI’s association with HRV, the SEI, and the FVI. Results support the ASI construct and criteria validity. The ASI proved able to detect affective saturation in interview transcripts (SEI and FVI, adjusted R(2) = 0.428 and adjusted R(2) = 0.241, respectively) and the way the text’s affective saturation reflected the intensity of the individual’s affective state (HRV, adjusted R(2) = 0.428). In conclusion, although the specificity of the sample (psychology students) limits the findings’ generalizability, the ASI provides the chance to use written texts to measure affect in accordance with a dynamic approach, independent of the spatio-temporal setting in which they were produced. In doing so, the ASI provides a way to empower the empirical analysis of fields such as psychotherapy and social group dynamics. |
format | Online Article Text |
id | pubmed-8620985 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86209852021-11-27 Affective Saturation Index: A Lexical Measure of Affect Gennaro, Alessandro Carola, Valeria Ottaviani, Cristina Pesca, Chiara Palmieri, Arianna Salvatore, Sergio Entropy (Basel) Article Affect plays a major role in the individual’s daily life, driving the sensemaking of experience, psychopathological conditions, social representations of phenomena, and ways of coping with others. The characteristics of affect have been traditionally investigated through physiological, self-report, and behavioral measures. The present article proposes a text-based measure to detect affect intensity: the Affective Saturation Index (ASI). The ASI rationale and the conceptualization of affect are overviewed, and an initial validation study on the ASI’s convergent and concurrent validity is presented. Forty individuals completed a non-clinical semi-structured interview. For each interview transcript, the ASI was esteemed and compared to the individual’s physiological index of propensity to affective arousal (measured by heart rate variability (HRV)); transcript semantic complexity (measured through the Semantic Entropy Index (SEI)); and lexical syntactic complexity (measured through the Flesch–Vacca Index (FVI)). ANOVAs and bi-variate correlations estimated the size of the relationships between indexes and sample characteristics (age, gender), then a set of multiple linear regressions tested the ASI’s association with HRV, the SEI, and the FVI. Results support the ASI construct and criteria validity. The ASI proved able to detect affective saturation in interview transcripts (SEI and FVI, adjusted R(2) = 0.428 and adjusted R(2) = 0.241, respectively) and the way the text’s affective saturation reflected the intensity of the individual’s affective state (HRV, adjusted R(2) = 0.428). In conclusion, although the specificity of the sample (psychology students) limits the findings’ generalizability, the ASI provides the chance to use written texts to measure affect in accordance with a dynamic approach, independent of the spatio-temporal setting in which they were produced. In doing so, the ASI provides a way to empower the empirical analysis of fields such as psychotherapy and social group dynamics. MDPI 2021-10-28 /pmc/articles/PMC8620985/ /pubmed/34828121 http://dx.doi.org/10.3390/e23111421 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Gennaro, Alessandro Carola, Valeria Ottaviani, Cristina Pesca, Chiara Palmieri, Arianna Salvatore, Sergio Affective Saturation Index: A Lexical Measure of Affect |
title | Affective Saturation Index: A Lexical Measure of Affect |
title_full | Affective Saturation Index: A Lexical Measure of Affect |
title_fullStr | Affective Saturation Index: A Lexical Measure of Affect |
title_full_unstemmed | Affective Saturation Index: A Lexical Measure of Affect |
title_short | Affective Saturation Index: A Lexical Measure of Affect |
title_sort | affective saturation index: a lexical measure of affect |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8620985/ https://www.ncbi.nlm.nih.gov/pubmed/34828121 http://dx.doi.org/10.3390/e23111421 |
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