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Young children’s use of probabilistic reliability and base-rates in decision-making

Children are skilled reasoners who readily use causal, reliability, and base-rate (i.e., prior probability) information in their decisions. Though these abilities are typically studied in isolation, children often must consider multiple pieces of information to make an informed decision. Four experi...

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Detalles Bibliográficos
Autores principales: Gualtieri, Samantha, Attisano, Elizabeth, Denison, Stephanie
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9132303/
https://www.ncbi.nlm.nih.gov/pubmed/35613117
http://dx.doi.org/10.1371/journal.pone.0268790
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author Gualtieri, Samantha
Attisano, Elizabeth
Denison, Stephanie
author_facet Gualtieri, Samantha
Attisano, Elizabeth
Denison, Stephanie
author_sort Gualtieri, Samantha
collection PubMed
description Children are skilled reasoners who readily use causal, reliability, and base-rate (i.e., prior probability) information in their decisions. Though these abilities are typically studied in isolation, children often must consider multiple pieces of information to make an informed decision. Four experiments (N = 320) explored the development of children’s ability to use reliability and base-rate information when making decisions about draw outcomes. Experiment 1 examined the age at which children can first compare and choose between probabilistically reliable machines. Three- and 4-year-old children saw machines that were probabilistically reliable at obtaining objects while sampling from uniform distributions (i.e., all target or non-target objects). Although 4-year-old children correctly used reliability in their decisions, 3-year-olds did not. In Experiment 2a, 4- to 6-year-olds were presented with the same probabilistically reliable machines, although they sampled from a mixture of target and non-target items. Here, children tended to choose the machine with the better proportion of targets, regardless of reliability. This was replicated in Experiment 2b. In Experiment 3, children were presented with one perfectly reliable machine and one probabilistically unreliable machine. Here, children continued to mostly choose the machine with the better proportion of targets. These results raise questions about base-rate overuse early in development and highlight the need for additional work on children’s ability to use multiple pieces of information in decision-making.
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spelling pubmed-91323032022-05-26 Young children’s use of probabilistic reliability and base-rates in decision-making Gualtieri, Samantha Attisano, Elizabeth Denison, Stephanie PLoS One Research Article Children are skilled reasoners who readily use causal, reliability, and base-rate (i.e., prior probability) information in their decisions. Though these abilities are typically studied in isolation, children often must consider multiple pieces of information to make an informed decision. Four experiments (N = 320) explored the development of children’s ability to use reliability and base-rate information when making decisions about draw outcomes. Experiment 1 examined the age at which children can first compare and choose between probabilistically reliable machines. Three- and 4-year-old children saw machines that were probabilistically reliable at obtaining objects while sampling from uniform distributions (i.e., all target or non-target objects). Although 4-year-old children correctly used reliability in their decisions, 3-year-olds did not. In Experiment 2a, 4- to 6-year-olds were presented with the same probabilistically reliable machines, although they sampled from a mixture of target and non-target items. Here, children tended to choose the machine with the better proportion of targets, regardless of reliability. This was replicated in Experiment 2b. In Experiment 3, children were presented with one perfectly reliable machine and one probabilistically unreliable machine. Here, children continued to mostly choose the machine with the better proportion of targets. These results raise questions about base-rate overuse early in development and highlight the need for additional work on children’s ability to use multiple pieces of information in decision-making. Public Library of Science 2022-05-25 /pmc/articles/PMC9132303/ /pubmed/35613117 http://dx.doi.org/10.1371/journal.pone.0268790 Text en © 2022 Gualtieri et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gualtieri, Samantha
Attisano, Elizabeth
Denison, Stephanie
Young children’s use of probabilistic reliability and base-rates in decision-making
title Young children’s use of probabilistic reliability and base-rates in decision-making
title_full Young children’s use of probabilistic reliability and base-rates in decision-making
title_fullStr Young children’s use of probabilistic reliability and base-rates in decision-making
title_full_unstemmed Young children’s use of probabilistic reliability and base-rates in decision-making
title_short Young children’s use of probabilistic reliability and base-rates in decision-making
title_sort young children’s use of probabilistic reliability and base-rates in decision-making
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9132303/
https://www.ncbi.nlm.nih.gov/pubmed/35613117
http://dx.doi.org/10.1371/journal.pone.0268790
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