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Opportunities and Challenges of Extracting Values in Autobiographical Narratives
We report three studies in which we applied a value dictionary to narratives. Our objective was to test a theory-driven value dictionary for extracting valuable information from autobiographical and narrative texts. In Studies 1 (N = 106) and 2 (N = 152), participants wrote short autobiographical na...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9379099/ https://www.ncbi.nlm.nih.gov/pubmed/35983215 http://dx.doi.org/10.3389/fpsyg.2022.886455 |
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author | Fischer, Ronald Karl, Johannes Fetvadjiev, Velichko Grener, Adam Luczak-Roesch, Markus |
author_facet | Fischer, Ronald Karl, Johannes Fetvadjiev, Velichko Grener, Adam Luczak-Roesch, Markus |
author_sort | Fischer, Ronald |
collection | PubMed |
description | We report three studies in which we applied a value dictionary to narratives. Our objective was to test a theory-driven value dictionary for extracting valuable information from autobiographical and narrative texts. In Studies 1 (N = 106) and 2 (N = 152), participants wrote short autobiographical narratives and in Study 3 (N = 150), participants wrote narratives based on ambiguous stimuli. Participants in all three studies also completed the Portrait Value Questionnaire as a self-report measure of values. Overall, our results demonstrate that it is possible to extract value-relevant information from these narratives. Extracted values from autobiographical narratives showed average correlations of 0.07 (Study 1) and 0.12 (Study 2) with self-reports compared to an average correlation of 0.01 for the extracted values from implicit motive tasks (Study 3). The correlations with self-reports were in line with previous validation studies. The most salient values in narratives diverged somewhat, with a stronger emphasis on achievement values compared to self-reports, probably due to the nature of salient episodes within one's life that require demonstrating success according to social standards. Benevolence values were consistently most important in both self-ratings and text-based scoring. The value structure emerging from narratives diverged from the theoretically predicted structure, yet broad personally vs. socially focused value dimensions were qualitatively discernible. We highlight opportunities and challenges for future value research using autobiographical stories. |
format | Online Article Text |
id | pubmed-9379099 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93790992022-08-17 Opportunities and Challenges of Extracting Values in Autobiographical Narratives Fischer, Ronald Karl, Johannes Fetvadjiev, Velichko Grener, Adam Luczak-Roesch, Markus Front Psychol Psychology We report three studies in which we applied a value dictionary to narratives. Our objective was to test a theory-driven value dictionary for extracting valuable information from autobiographical and narrative texts. In Studies 1 (N = 106) and 2 (N = 152), participants wrote short autobiographical narratives and in Study 3 (N = 150), participants wrote narratives based on ambiguous stimuli. Participants in all three studies also completed the Portrait Value Questionnaire as a self-report measure of values. Overall, our results demonstrate that it is possible to extract value-relevant information from these narratives. Extracted values from autobiographical narratives showed average correlations of 0.07 (Study 1) and 0.12 (Study 2) with self-reports compared to an average correlation of 0.01 for the extracted values from implicit motive tasks (Study 3). The correlations with self-reports were in line with previous validation studies. The most salient values in narratives diverged somewhat, with a stronger emphasis on achievement values compared to self-reports, probably due to the nature of salient episodes within one's life that require demonstrating success according to social standards. Benevolence values were consistently most important in both self-ratings and text-based scoring. The value structure emerging from narratives diverged from the theoretically predicted structure, yet broad personally vs. socially focused value dimensions were qualitatively discernible. We highlight opportunities and challenges for future value research using autobiographical stories. Frontiers Media S.A. 2022-08-02 /pmc/articles/PMC9379099/ /pubmed/35983215 http://dx.doi.org/10.3389/fpsyg.2022.886455 Text en Copyright © 2022 Fischer, Karl, Fetvadjiev, Grener and Luczak-Roesch. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Fischer, Ronald Karl, Johannes Fetvadjiev, Velichko Grener, Adam Luczak-Roesch, Markus Opportunities and Challenges of Extracting Values in Autobiographical Narratives |
title | Opportunities and Challenges of Extracting Values in Autobiographical Narratives |
title_full | Opportunities and Challenges of Extracting Values in Autobiographical Narratives |
title_fullStr | Opportunities and Challenges of Extracting Values in Autobiographical Narratives |
title_full_unstemmed | Opportunities and Challenges of Extracting Values in Autobiographical Narratives |
title_short | Opportunities and Challenges of Extracting Values in Autobiographical Narratives |
title_sort | opportunities and challenges of extracting values in autobiographical narratives |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9379099/ https://www.ncbi.nlm.nih.gov/pubmed/35983215 http://dx.doi.org/10.3389/fpsyg.2022.886455 |
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