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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,...

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Autores principales: Gennaro, Alessandro, Carola, Valeria, Ottaviani, Cristina, Pesca, Chiara, Palmieri, Arianna, Salvatore, Sergio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
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.
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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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