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When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems

Research on dual-process theories of judgment makes abundant use of reasoning problems that present a conflict between Type 1 intuitive responses and Type 2 rule-based responses. However, in many of these reasoning tasks, there is no way to discriminate between the adequate and inadequate use of rul...

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Autores principales: Ferreira, Mário B., Soro, Jerônimo C., Reis, Joana, Mata, André, Thompson, Valerie A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9680286/
https://www.ncbi.nlm.nih.gov/pubmed/36412789
http://dx.doi.org/10.3390/jintelligence10040109
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author Ferreira, Mário B.
Soro, Jerônimo C.
Reis, Joana
Mata, André
Thompson, Valerie A.
author_facet Ferreira, Mário B.
Soro, Jerônimo C.
Reis, Joana
Mata, André
Thompson, Valerie A.
author_sort Ferreira, Mário B.
collection PubMed
description Research on dual-process theories of judgment makes abundant use of reasoning problems that present a conflict between Type 1 intuitive responses and Type 2 rule-based responses. However, in many of these reasoning tasks, there is no way to discriminate between the adequate and inadequate use of rules based on logical or probabilistic principles. To experimentally discriminate between the two, we developed a new set of problems: rule-inadequate versions of standard base-rate problems (where base rates are made irrelevant). Across four experiments, we observed conflict sensitivity (measured in terms of response latencies and response confidence) in responses to standard base-rate problems but also in responses to rule-inadequate versions of these problems. This failure to discriminate between real and merely apparent (or spurious) conflict suggests that participants often misuse statistical information and draw conclusions based on irrelevant base rates. We conclude that inferring the sound use of statistical rules from normatively correct responses to standard conflict problems may be unwarranted when this kind of reasoning bias is not controlled for.
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spelling pubmed-96802862022-11-23 When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems Ferreira, Mário B. Soro, Jerônimo C. Reis, Joana Mata, André Thompson, Valerie A. J Intell Article Research on dual-process theories of judgment makes abundant use of reasoning problems that present a conflict between Type 1 intuitive responses and Type 2 rule-based responses. However, in many of these reasoning tasks, there is no way to discriminate between the adequate and inadequate use of rules based on logical or probabilistic principles. To experimentally discriminate between the two, we developed a new set of problems: rule-inadequate versions of standard base-rate problems (where base rates are made irrelevant). Across four experiments, we observed conflict sensitivity (measured in terms of response latencies and response confidence) in responses to standard base-rate problems but also in responses to rule-inadequate versions of these problems. This failure to discriminate between real and merely apparent (or spurious) conflict suggests that participants often misuse statistical information and draw conclusions based on irrelevant base rates. We conclude that inferring the sound use of statistical rules from normatively correct responses to standard conflict problems may be unwarranted when this kind of reasoning bias is not controlled for. MDPI 2022-11-17 /pmc/articles/PMC9680286/ /pubmed/36412789 http://dx.doi.org/10.3390/jintelligence10040109 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ferreira, Mário B.
Soro, Jerônimo C.
Reis, Joana
Mata, André
Thompson, Valerie A.
When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_full When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_fullStr When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_full_unstemmed When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_short When Type 2 Processing Misfires: The Indiscriminate Use of Statistical Thinking about Reasoning Problems
title_sort when type 2 processing misfires: the indiscriminate use of statistical thinking about reasoning problems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9680286/
https://www.ncbi.nlm.nih.gov/pubmed/36412789
http://dx.doi.org/10.3390/jintelligence10040109
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