人工智能之眼:在数字病理学中,不仅仅是看到、模仿和不确定数据的产生。

IF 2.9 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE
Social Studies of Science Pub Date : 2023-10-01 Epub Date: 2023-05-08 DOI:10.1177/03063127231167589
Chiara Carboni, Rik Wehrens, Romke van der Veen, Antoinette de Bont
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引用次数: 3

摘要

人工智能(AI)工具正在开发中,以帮助完成医学中日益复杂的诊断任务。这通过围绕人工智能的承诺性话语所鼓励的数据化和数字化,在诊断过程中产生了认识上的破坏,即使在没有人工智能的情况下也是如此。在这项关于学术病理学系数字化的研究中,我们调动了巴拉德的代理现实主义框架来检验这些认识上的颠覆。围绕人工智能辅助诊断的叙述和期望与物质变化密不可分,它们实现了特定类型的组织变革,并产生了有助于某些认识实践和主题出现但阻碍其他认识实践和主体出现的认识对象。代理现实主义使我们能够同时研究通过数字化努力实现的认识论、伦理和本体论变革,同时密切关注随之而来的组织变革。基于对病理学家不断变化的工作过程的民族志分析,我们确定了数字化产生的三种不同类型的不确定性:感觉不确定性、活动内不确定性和假动作不确定性。感官和活动内的不确定性源于数字对象的本体论差异性,在其可供性中具体化,并导致数字幻灯片的部分模糊性。伪自动化的不确定性源于准自动化的数字幻灯片制作,它通过边缘化人类,使认识对象和相关知识的责任问题变得复杂。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Eye for an AI: More-than-seeing, fauxtomation, and the enactment of uncertain data in digital pathology.

Eye for an AI: More-than-seeing, fauxtomation, and the enactment of uncertain data in digital pathology.

Eye for an AI: More-than-seeing, fauxtomation, and the enactment of uncertain data in digital pathology.

Eye for an AI: More-than-seeing, fauxtomation, and the enactment of uncertain data in digital pathology.

Artificial Intelligence (AI) tools are being developed to assist with increasingly complex diagnostic tasks in medicine. This produces epistemic disruption in diagnostic processes, even in the absence of AI itself, through the datafication and digitalization encouraged by the promissory discourses around AI. In this study of the digitization of an academic pathology department, we mobilize Barad's agential realist framework to examine these epistemic disruptions. Narratives and expectations around AI-assisted diagnostics-which are inextricable from material changes-enact specific types of organizational change, and produce epistemic objects that facilitate to the emergence of some epistemic practices and subjects, but hinder others. Agential realism allows us to simultaneously study epistemic, ethical, and ontological changes enacted through digitization efforts, while keeping a close eye on the attendant organizational changes. Based on ethnographic analysis of pathologists' changing work processes, we identify three different types of uncertainty produced by digitization: sensorial, intra-active, and fauxtomated uncertainty. Sensorial and intra-active uncertainty stem from the ontological otherness of digital objects, materialized in their affordances, and result in digital slides' partial illegibility. Fauxtomated uncertainty stems from the quasi-automated digital slide-making, which complicates the question of responsibility for epistemic objects and related knowledge by marginalizing the human.

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来源期刊
Social Studies of Science
Social Studies of Science 管理科学-科学史与科学哲学
CiteScore
5.70
自引率
6.70%
发文量
45
审稿时长
>12 weeks
期刊介绍: Social Studies of Science is an international peer reviewed journal that encourages submissions of original research on science, technology and medicine. The journal is multidisciplinary, publishing work from a range of fields including: political science, sociology, economics, history, philosophy, psychology social anthropology, legal and educational disciplines. This journal is a member of the Committee on Publication Ethics (COPE)
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