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Wise or mad crowds? The cognitive mechanisms underlying information cascades
Whether getting vaccinated, buying stocks, or crossing streets, people rarely make decisions alone. Rather, multiple people decide sequentially, setting the stage for information cascades whereby early-deciding individuals can influence others’ choices. To understand how information cascades through...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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American Association for the Advancement of Science
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7439644/ https://www.ncbi.nlm.nih.gov/pubmed/32832634 http://dx.doi.org/10.1126/sciadv.abb0266 |
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author | Tump, Alan N. Pleskac, Timothy J. Kurvers, Ralf H. J. M. |
author_facet | Tump, Alan N. Pleskac, Timothy J. Kurvers, Ralf H. J. M. |
author_sort | Tump, Alan N. |
collection | PubMed |
description | Whether getting vaccinated, buying stocks, or crossing streets, people rarely make decisions alone. Rather, multiple people decide sequentially, setting the stage for information cascades whereby early-deciding individuals can influence others’ choices. To understand how information cascades through social systems, it is essential to capture the dynamics of the decision-making process. We introduce the social drift–diffusion model to capture these dynamics. We tested our model using a sequential choice task. The model was able to recover the dynamics of the social decision-making process, accurately capturing how individuals integrate personal and social information dynamically over time and when their decisions were timed. Our results show the importance of the interrelationships between accuracy, confidence, and response time in shaping the quality of information cascades. The model reveals the importance of capturing the dynamics of decision processes to understand how information cascades in social systems, paving the way for applications in other social systems. |
format | Online Article Text |
id | pubmed-7439644 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-74396442020-08-20 Wise or mad crowds? The cognitive mechanisms underlying information cascades Tump, Alan N. Pleskac, Timothy J. Kurvers, Ralf H. J. M. Sci Adv Research Articles Whether getting vaccinated, buying stocks, or crossing streets, people rarely make decisions alone. Rather, multiple people decide sequentially, setting the stage for information cascades whereby early-deciding individuals can influence others’ choices. To understand how information cascades through social systems, it is essential to capture the dynamics of the decision-making process. We introduce the social drift–diffusion model to capture these dynamics. We tested our model using a sequential choice task. The model was able to recover the dynamics of the social decision-making process, accurately capturing how individuals integrate personal and social information dynamically over time and when their decisions were timed. Our results show the importance of the interrelationships between accuracy, confidence, and response time in shaping the quality of information cascades. The model reveals the importance of capturing the dynamics of decision processes to understand how information cascades in social systems, paving the way for applications in other social systems. American Association for the Advancement of Science 2020-07-15 /pmc/articles/PMC7439644/ /pubmed/32832634 http://dx.doi.org/10.1126/sciadv.abb0266 Text en Copyright © 2020 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). https://creativecommons.org/licenses/by-nc/4.0/ https://creativecommons.org/licenses/by-nc/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (https://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Research Articles Tump, Alan N. Pleskac, Timothy J. Kurvers, Ralf H. J. M. Wise or mad crowds? The cognitive mechanisms underlying information cascades |
title | Wise or mad crowds? The cognitive mechanisms underlying information cascades |
title_full | Wise or mad crowds? The cognitive mechanisms underlying information cascades |
title_fullStr | Wise or mad crowds? The cognitive mechanisms underlying information cascades |
title_full_unstemmed | Wise or mad crowds? The cognitive mechanisms underlying information cascades |
title_short | Wise or mad crowds? The cognitive mechanisms underlying information cascades |
title_sort | wise or mad crowds? the cognitive mechanisms underlying information cascades |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7439644/ https://www.ncbi.nlm.nih.gov/pubmed/32832634 http://dx.doi.org/10.1126/sciadv.abb0266 |
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