评估互联网信息管理算法的规范框架。

IF 10.5 1区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY Perspectives on Psychological Science Pub Date : 2024-09-01 Epub Date: 2023-11-27 DOI:10.1177/17456916231186779
David Lazer, Briony Swire-Thompson, Christo Wilson
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引用次数: 0

摘要

理解算法如何构建人们看到的信息,以及这些算法如何支持或破坏社会的核心价值观,这一点至关重要。我们为评估信息管理算法提供了一个规范框架,这些算法决定了人们在互联网上看到的大部分内容。该框架提出了两个评估水平:一个是针对个人层面的影响,另一个是针对系统影响。关于个人层面的影响,我们讨论(a)信息是否与用户的兴趣一致,(b)信息是否准确,以及(c)信息是否如此吸引人,以至于个人的自我监管资源难以忽视(“机构黑客”)。在系统层面,我们讨论(a)是否存在对系统层面变量的不利公民层面影响,如政治两极分化;(b)有消极的分配影响或歧视性影响;(c)存在反竞争效应,这些信息为平台提供了优势。该框架的目标是为未来学术研究的方向提供信息,并为政策制定者提供干预工具。
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A Normative Framework for Assessing the Information Curation Algorithms of the Internet.

It is critical to understand how algorithms structure the information people see and how those algorithms support or undermine society's core values. We offer a normative framework for the assessment of the information curation algorithms that determine much of what people see on the internet. The framework presents two levels of assessment: one for individual-level effects and another for systemic effects. With regard to individual-level effects we discuss whether (a) the information is aligned with the user's interests, (b) the information is accurate, and (c) the information is so appealing that it is difficult for a person's self-regulatory resources to ignore ("agency hacking"). At the systemic level we discuss whether (a) there are adverse civic-level effects on a system-level variable, such as political polarization; (b) there are negative distributional or discriminatory effects; and (c) there are anticompetitive effects, with the information providing an advantage to the platform. The objective of this framework is both to inform the direction of future scholarship as well as to offer tools for intervention for policymakers.

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来源期刊
Perspectives on Psychological Science
Perspectives on Psychological Science PSYCHOLOGY, MULTIDISCIPLINARY-
CiteScore
22.70
自引率
4.00%
发文量
111
期刊介绍: Perspectives on Psychological Science is a journal that publishes a diverse range of articles and reports in the field of psychology. The journal includes broad integrative reviews, overviews of research programs, meta-analyses, theoretical statements, book reviews, and articles on various topics such as the philosophy of science and opinion pieces about major issues in the field. It also features autobiographical reflections of senior members of the field, occasional humorous essays and sketches, and even has a section for invited and submitted articles. The impact of the journal can be seen through the reverberation of a 2009 article on correlative analyses commonly used in neuroimaging studies, which still influences the field. Additionally, a recent special issue of Perspectives, featuring prominent researchers discussing the "Next Big Questions in Psychology," is shaping the future trajectory of the discipline. Perspectives on Psychological Science provides metrics that showcase the performance of the journal. However, the Association for Psychological Science, of which the journal is a signatory of DORA, recommends against using journal-based metrics for assessing individual scientist contributions, such as for hiring, promotion, or funding decisions. Therefore, the metrics provided by Perspectives on Psychological Science should only be used by those interested in evaluating the journal itself.
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