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Humans inherit artificial intelligence biases

Artificial intelligence recommendations are sometimes erroneous and biased. In our research, we hypothesized that people who perform a (simulated) medical diagnostic task assisted by a biased AI system will reproduce the model's bias in their own decisions, even when they move to a context with...

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Detalles Bibliográficos
Autores principales: Vicente, Lucía, Matute, Helena
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10547752/
https://www.ncbi.nlm.nih.gov/pubmed/37789032
http://dx.doi.org/10.1038/s41598-023-42384-8
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author Vicente, Lucía
Matute, Helena
author_facet Vicente, Lucía
Matute, Helena
author_sort Vicente, Lucía
collection PubMed
description Artificial intelligence recommendations are sometimes erroneous and biased. In our research, we hypothesized that people who perform a (simulated) medical diagnostic task assisted by a biased AI system will reproduce the model's bias in their own decisions, even when they move to a context without AI support. In three experiments, participants completed a medical-themed classification task with or without the help of a biased AI system. The biased recommendations by the AI influenced participants' decisions. Moreover, when those participants, assisted by the AI, moved on to perform the task without assistance, they made the same errors as the AI had made during the previous phase. Thus, participants' responses mimicked AI bias even when the AI was no longer making suggestions. These results provide evidence of human inheritance of AI bias.
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spelling pubmed-105477522023-10-05 Humans inherit artificial intelligence biases Vicente, Lucía Matute, Helena Sci Rep Article Artificial intelligence recommendations are sometimes erroneous and biased. In our research, we hypothesized that people who perform a (simulated) medical diagnostic task assisted by a biased AI system will reproduce the model's bias in their own decisions, even when they move to a context without AI support. In three experiments, participants completed a medical-themed classification task with or without the help of a biased AI system. The biased recommendations by the AI influenced participants' decisions. Moreover, when those participants, assisted by the AI, moved on to perform the task without assistance, they made the same errors as the AI had made during the previous phase. Thus, participants' responses mimicked AI bias even when the AI was no longer making suggestions. These results provide evidence of human inheritance of AI bias. Nature Publishing Group UK 2023-10-03 /pmc/articles/PMC10547752/ /pubmed/37789032 http://dx.doi.org/10.1038/s41598-023-42384-8 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Vicente, Lucía
Matute, Helena
Humans inherit artificial intelligence biases
title Humans inherit artificial intelligence biases
title_full Humans inherit artificial intelligence biases
title_fullStr Humans inherit artificial intelligence biases
title_full_unstemmed Humans inherit artificial intelligence biases
title_short Humans inherit artificial intelligence biases
title_sort humans inherit artificial intelligence biases
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10547752/
https://www.ncbi.nlm.nih.gov/pubmed/37789032
http://dx.doi.org/10.1038/s41598-023-42384-8
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