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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9495402 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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