Approaching the human in the loop – legal perspectives on hybrid human/algorithmic decision-making in three contexts

Approaching the human in the loop – legal perspectives on hybrid human/algorithmic decision-making in three contexts
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接近人在循环中——三种背景下人/算法混合决策的法律视角

DOI:
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发表时间:
2021
影响因子:
1.5
通讯作者:
Markus Naarttijärvi
Markus Naarttijärvi
中科院分区:
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文献类型:
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作者:
Therese Enarsson;Lena Enqvist;Markus Naarttijärvi

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公共和私人组织越来越多地实施各种算法决策系统。通过法律的和实际的激励措施,人类往往需要保持在这种决策的循环中,以保持人类的代理和问责制,提供法律的保障,或执行质量控制。引入这种人类监督导致各种形式的半自动或混合决策-算法和人类代理相互作用。在以往研究的基础上,我们说明了法律的依赖性形成的动力混合决策的警务,社会福利和在线节制的情况下。我们强调进一步需要在更广泛的数据保护、宪法和行政法律的原则的法律的环境中考虑混合决策,以及需要对这些原则进行背景分析。最后,我们概述了一个研究议程,以捕捉上下文的混合决策的法律的依赖关系,指出需要超越法律的理论研究,采用社会技术的角度和实证研究。
ABSTRACT Public and private organizations are increasingly implementing various algorithmic decision-making systems. Through legal and practical incentives, humans will often need to be kept in the loop of such decision-making to maintain human agency and accountability, provide legal safeguards, or perform quality control. Introducing such human oversight results in various forms of semi-automated, or hybrid decision-making – where algorithmic and human agents interact. Building on previous research we illustrate the legal dependencies forming an impetus for hybrid decision-making in the policing, social welfare, and online moderation contexts. We highlight the further need to situate hybrid decision-making in a wider legal environment of data protection, constitutional and administrative legal principles, as well as the need for contextual analysis of such principles. Finally, we outline a research agenda to capture contextual legal dependencies of hybrid decision-making, pointing to the need to go beyond legal doctrinal studies by adopting socio-technical perspectives and empirical studies.
DOI: 10.1093/socpro/spaa004
发表时间: 2021-08-01
期刊: SOCIAL PROBLEMS
影响因子: 3.2
作者:
Brayne, Sarah;Christin, Angele
通讯作者: Christin, Angele
DOI: 10.1017/lst.2019.5
发表时间: 2019
期刊: Legal Studies
影响因子: 0.7
作者:
Morison J
通讯作者: Morison J