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Wisdom of crowds and collective decision-making in a survival situation with complex information integration
BACKGROUND: The wisdom of crowds and collective decision-making are important tools for integrating information between individuals, which can exceed the capacity of individual judgments. They are based on different forms of information integration. The wisdom of crowds refers to the aggregation of...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7561655/ https://www.ncbi.nlm.nih.gov/pubmed/33057843 http://dx.doi.org/10.1186/s41235-020-00248-z |
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author | Hamada, Daisuke Nakayama, Masataka Saiki, Jun |
author_facet | Hamada, Daisuke Nakayama, Masataka Saiki, Jun |
author_sort | Hamada, Daisuke |
collection | PubMed |
description | BACKGROUND: The wisdom of crowds and collective decision-making are important tools for integrating information between individuals, which can exceed the capacity of individual judgments. They are based on different forms of information integration. The wisdom of crowds refers to the aggregation of many independent judgments without deliberation and consensus, while collective decision-making is aggregation with deliberation and consensus. Recent research has shown that collective decision-making outperforms the wisdom of crowds. Additionally, many studies have shown that metacognitive knowledge of subjective confidence is useful for improving aggregation performance. However, because most of these studies have employed relatively simple problems; for example, involving general knowledge and estimating values and quantities of objects, it remains unclear whether their findings can be generalized to real-life situations involving complex information integration. This study explores the performance and process of the wisdom of crowds and collective decision-making by applying the wisdom of crowds with weighted confidence to a survival situation task commonly used in studies of collective decision-making. RESULTS: The wisdom of crowds and collective decision-making outperformed individual judgment. However, collective decision-making did not outperform the wisdom of crowds. Contrary to previous studies, weighted confidence showed no advantage from comparison between confidence-weighted and non-weighted aggregations; a simulation analysis varying in group size and sensitivity of confidence weighting revealed interaction between group size and sensitivity of confidence weighting. This reveals that it is because of small group size and not the peculiarity of the survival task that results in no advantage of weighted confidence. CONCLUSIONS: The study’s findings suggest that the wisdom of crowds could be applicable to complex problem-solving tasks, and interaction between group size and sensitivity of confidence weighting is important for confidence-weighted aggregation effects. |
format | Online Article Text |
id | pubmed-7561655 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-75616552020-10-19 Wisdom of crowds and collective decision-making in a survival situation with complex information integration Hamada, Daisuke Nakayama, Masataka Saiki, Jun Cogn Res Princ Implic Original Article BACKGROUND: The wisdom of crowds and collective decision-making are important tools for integrating information between individuals, which can exceed the capacity of individual judgments. They are based on different forms of information integration. The wisdom of crowds refers to the aggregation of many independent judgments without deliberation and consensus, while collective decision-making is aggregation with deliberation and consensus. Recent research has shown that collective decision-making outperforms the wisdom of crowds. Additionally, many studies have shown that metacognitive knowledge of subjective confidence is useful for improving aggregation performance. However, because most of these studies have employed relatively simple problems; for example, involving general knowledge and estimating values and quantities of objects, it remains unclear whether their findings can be generalized to real-life situations involving complex information integration. This study explores the performance and process of the wisdom of crowds and collective decision-making by applying the wisdom of crowds with weighted confidence to a survival situation task commonly used in studies of collective decision-making. RESULTS: The wisdom of crowds and collective decision-making outperformed individual judgment. However, collective decision-making did not outperform the wisdom of crowds. Contrary to previous studies, weighted confidence showed no advantage from comparison between confidence-weighted and non-weighted aggregations; a simulation analysis varying in group size and sensitivity of confidence weighting revealed interaction between group size and sensitivity of confidence weighting. This reveals that it is because of small group size and not the peculiarity of the survival task that results in no advantage of weighted confidence. CONCLUSIONS: The study’s findings suggest that the wisdom of crowds could be applicable to complex problem-solving tasks, and interaction between group size and sensitivity of confidence weighting is important for confidence-weighted aggregation effects. Springer International Publishing 2020-10-15 /pmc/articles/PMC7561655/ /pubmed/33057843 http://dx.doi.org/10.1186/s41235-020-00248-z Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Original Article Hamada, Daisuke Nakayama, Masataka Saiki, Jun Wisdom of crowds and collective decision-making in a survival situation with complex information integration |
title | Wisdom of crowds and collective decision-making in a survival situation with complex information integration |
title_full | Wisdom of crowds and collective decision-making in a survival situation with complex information integration |
title_fullStr | Wisdom of crowds and collective decision-making in a survival situation with complex information integration |
title_full_unstemmed | Wisdom of crowds and collective decision-making in a survival situation with complex information integration |
title_short | Wisdom of crowds and collective decision-making in a survival situation with complex information integration |
title_sort | wisdom of crowds and collective decision-making in a survival situation with complex information integration |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7561655/ https://www.ncbi.nlm.nih.gov/pubmed/33057843 http://dx.doi.org/10.1186/s41235-020-00248-z |
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