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Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology
Modern technologies have enabled the development of dynamic game- and simulation-based assessments to measure psychological constructs. This has highlighted their potential for supplementing other assessment modalities, such as self-report. This study describes the development, design, and prelimina...
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/PMC8786081/ https://www.ncbi.nlm.nih.gov/pubmed/35082711 http://dx.doi.org/10.3389/fpsyg.2021.717568 |
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author | Kleitman, Sabina Jackson, Simon A. Zhang, Lisa M. Blanchard, Matthew D. Rizvandi, Nikzad B. Aidman, Eugene |
author_facet | Kleitman, Sabina Jackson, Simon A. Zhang, Lisa M. Blanchard, Matthew D. Rizvandi, Nikzad B. Aidman, Eugene |
author_sort | Kleitman, Sabina |
collection | PubMed |
description | Modern technologies have enabled the development of dynamic game- and simulation-based assessments to measure psychological constructs. This has highlighted their potential for supplementing other assessment modalities, such as self-report. This study describes the development, design, and preliminary validation of a simulation-based assessment methodology to measure psychological resilience—an important construct for multiple life domains. The design was guided by theories of resilience, and principles of evidence-centered design and stealth assessment. The system analyzed log files from a simulated task to derive individual trajectories in response to stressors. Using slope analyses, these trajectories were indicative of four types of responses to stressors: thriving, recovery, surviving, and succumbing. Using Machine Learning, the trajectories were predictive of self-reported resilience (Connor-Davidson Resilience Scale) with high accuracy, supporting construct validity of the simulation-based assessment. These findings add to the growing evidence supporting the utility of gamified assessment of psychological constructs. Importantly, these findings address theoretical debates about the construct of resilience, adding to its theory, supporting the combination of the “trait” and “process” approaches to its operationalization. |
format | Online Article Text |
id | pubmed-8786081 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-87860812022-01-25 Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology Kleitman, Sabina Jackson, Simon A. Zhang, Lisa M. Blanchard, Matthew D. Rizvandi, Nikzad B. Aidman, Eugene Front Psychol Psychology Modern technologies have enabled the development of dynamic game- and simulation-based assessments to measure psychological constructs. This has highlighted their potential for supplementing other assessment modalities, such as self-report. This study describes the development, design, and preliminary validation of a simulation-based assessment methodology to measure psychological resilience—an important construct for multiple life domains. The design was guided by theories of resilience, and principles of evidence-centered design and stealth assessment. The system analyzed log files from a simulated task to derive individual trajectories in response to stressors. Using slope analyses, these trajectories were indicative of four types of responses to stressors: thriving, recovery, surviving, and succumbing. Using Machine Learning, the trajectories were predictive of self-reported resilience (Connor-Davidson Resilience Scale) with high accuracy, supporting construct validity of the simulation-based assessment. These findings add to the growing evidence supporting the utility of gamified assessment of psychological constructs. Importantly, these findings address theoretical debates about the construct of resilience, adding to its theory, supporting the combination of the “trait” and “process” approaches to its operationalization. Frontiers Media S.A. 2022-01-10 /pmc/articles/PMC8786081/ /pubmed/35082711 http://dx.doi.org/10.3389/fpsyg.2021.717568 Text en Copyright © 2022 Kleitman, Jackson, Zhang, Blanchard, Rizvandi and Aidman. 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 Kleitman, Sabina Jackson, Simon A. Zhang, Lisa M. Blanchard, Matthew D. Rizvandi, Nikzad B. Aidman, Eugene Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology |
title | Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology |
title_full | Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology |
title_fullStr | Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology |
title_full_unstemmed | Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology |
title_short | Applying Evidence-Centered Design to Measure Psychological Resilience: The Development and Preliminary Validation of a Novel Simulation-Based Assessment Methodology |
title_sort | applying evidence-centered design to measure psychological resilience: the development and preliminary validation of a novel simulation-based assessment methodology |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786081/ https://www.ncbi.nlm.nih.gov/pubmed/35082711 http://dx.doi.org/10.3389/fpsyg.2021.717568 |
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