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Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making

While artificial intelligence (AI) technology can enhance social wellbeing and progress, it also generates ethical decision-making dilemmas such as algorithmic discrimination, data bias, and unclear accountability. In this paper, we identify the ethical risk factors of AI decision making from the pe...

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Detalles Bibliográficos
Autores principales: Guan, Hongjun, Dong, Liye, Zhao, Aiwu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495402/
https://www.ncbi.nlm.nih.gov/pubmed/36135147
http://dx.doi.org/10.3390/bs12090343
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author Guan, Hongjun
Dong, Liye
Zhao, Aiwu
author_facet Guan, Hongjun
Dong, Liye
Zhao, Aiwu
author_sort Guan, Hongjun
collection PubMed
description While artificial intelligence (AI) technology can enhance social wellbeing and progress, it also generates ethical decision-making dilemmas such as algorithmic discrimination, data bias, and unclear accountability. In this paper, we identify the ethical risk factors of AI decision making from the perspective of qualitative research, construct a risk-factor model of AI decision making ethical risks using rooting theory, and explore the mechanisms of interaction between risks through system dynamics, based on which risk management strategies are proposed. We find that technological uncertainty, incomplete data, and management errors are the main sources of ethical risks in AI decision making and that the intervention of risk governance elements can effectively block the social risks arising from algorithmic, technological, and data risks. Accordingly, we propose strategies for the governance of ethical risks in AI decision making from the perspectives of management, research, and development.
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spelling pubmed-94954022022-09-23 Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making Guan, Hongjun Dong, Liye Zhao, Aiwu Behav Sci (Basel) Article While artificial intelligence (AI) technology can enhance social wellbeing and progress, it also generates ethical decision-making dilemmas such as algorithmic discrimination, data bias, and unclear accountability. In this paper, we identify the ethical risk factors of AI decision making from the perspective of qualitative research, construct a risk-factor model of AI decision making ethical risks using rooting theory, and explore the mechanisms of interaction between risks through system dynamics, based on which risk management strategies are proposed. We find that technological uncertainty, incomplete data, and management errors are the main sources of ethical risks in AI decision making and that the intervention of risk governance elements can effectively block the social risks arising from algorithmic, technological, and data risks. Accordingly, we propose strategies for the governance of ethical risks in AI decision making from the perspectives of management, research, and development. MDPI 2022-09-16 /pmc/articles/PMC9495402/ /pubmed/36135147 http://dx.doi.org/10.3390/bs12090343 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
Guan, Hongjun
Dong, Liye
Zhao, Aiwu
Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making
title Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making
title_full Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making
title_fullStr Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making
title_full_unstemmed Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making
title_short Ethical Risk Factors and Mechanisms in Artificial Intelligence Decision Making
title_sort ethical risk factors and mechanisms in artificial intelligence decision making
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9495402/
https://www.ncbi.nlm.nih.gov/pubmed/36135147
http://dx.doi.org/10.3390/bs12090343
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