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Replication after Collins: An ethnography of current replication studies in psychology. 柯林斯之后的复制:当前心理学复制研究的人种志。
IF 3 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-10-26 DOI: 10.1177/03063127251382558
Jonna Brenninkmeijer,Maarten Derksen,Stephanie Meirmans,Jeannette Pols
Ethnography and other empirical studies of replication played a significant role in the sociology of scientific knowledge (SSK) during the 1970s and 1980s. Collins and other proponents of SSK highlighted that exact replication was impossible, knowledge was often tacit and hard to explicate, and that results were always socially negotiated. We revisit these observations and compare them with our ethnography of current replication practices in psychology. We highlight the diversity of negotiations, tacit knowledge, and practices surrounding replication more generally. We also examine how replication encourages and necessitates reflection on the research process-on what should count as the same experiment and the same result, on the role of tacit knowledge (such as skill, experience, judgment, and feeling) in science, and on what replication entails and whether it is worth the effort. Researchers who conduct replications can be seen as ethnographers of their science, reflecting on the scientific process and the challenges of producing results.
民族志和其他关于复制的实证研究在20世纪70年代和80年代的科学知识社会学(SSK)中发挥了重要作用。柯林斯和SSK的其他支持者强调,精确的复制是不可能的,知识往往是隐性的,很难解释,结果总是社会协商。我们重新审视这些观察结果,并将它们与我们目前在心理学中复制实践的人种志进行比较。我们强调谈判的多样性,隐性知识,以及更普遍的复制实践。我们还研究了重复性是如何鼓励和要求对研究过程进行反思的——什么应该被视为相同的实验和相同的结果,在科学中隐性知识(如技能、经验、判断和感觉)的作用,以及重复性需要什么以及它是否值得付出努力。进行重复实验的研究人员可以被视为本学科的民族志学家,他们反思科学过程和产生结果的挑战。
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引用次数: 0
Coastal water information orders: Reverse-engineering New York City's data dashboards. 沿海水信息订单:逆向工程纽约市的数据仪表板。
IF 3 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-10-09 DOI: 10.1177/03063127251372629
James A Hodges,Rachel Paprocki
This article examines the information systems governing individual relationships to urban coastal waterways, drawing from two data publication initiatives in New York City. In these two cases, data structure and web design features cultivate specific forms of knowledge about water quality, pollution, and the health risks represented by recreational activities such as swimming and fishing. Analysis of the data structure and web source code shows the forms of knowledge concerning water quality each project facilitates or obscures. Findings are considered within the framework of an 'information order', which refers to the prevailing conditions for knowledge that are facilitated by communication practices, infrastructures, and tools. The study finds that both initiatives are shaped by their reliance on widely shared geographic information systems and web development frameworks, as well as their emphasis on enterococcus bacteria as an indicator of pollution, rather than other potential metrics. Such widely shared digital and observational features may facilitate and structure other forms of knowledge production now and in the future.
本文从纽约市的两项数据出版倡议出发,考察了管理个人与城市沿海水道关系的信息系统。在这两种情况下,数据结构和网页设计的特点培养了关于水质、污染和娱乐活动(如游泳和钓鱼)所代表的健康风险的特定知识形式。对数据结构和web源代码的分析显示了每个项目促进或模糊的有关水质的知识形式。研究结果是在“信息秩序”的框架内考虑的,信息秩序指的是通过通信实践、基础设施和工具促进的知识的普遍条件。该研究发现,这两项倡议都依赖于广泛共享的地理信息系统和网络开发框架,以及它们强调将肠球菌作为污染指标,而不是其他潜在指标。这种广泛共享的数字和观测特征可能在现在和将来促进和组织其他形式的知识生产。
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引用次数: 0
Platforms as laboratories of the social: How digital capitalism matters for computational social research in North America. 作为社会实验室的平台:数字资本主义如何影响北美的计算社会研究。
IF 2.7 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-10-01 Epub Date: 2025-02-25 DOI: 10.1177/03063127251321826
Onurhan Ak

The contemporary prevalence of artificial intelligence and machine learning methods has resulted in a rich literature on the factors that shape computational research. This article draws on the laboratory studies literature to examine how platforms' socio-technical infrastructures shape contemporary computational social science research. Based on 18 months of online ethnography of a university laboratory and 15 in-depth interviews with its researchers, the article makes two main arguments. First, for computational social sciences, platforms function as laboratories where the social is selectively carved and transformed, to make it knowable with computational methods. Thus, it makes the case that platforms manufacture the objects of analysis in computational social research and provide the social as a domain. Second, because of the significance of social media platforms as data laboratories for computational research, in contrast to the claims of data sciences to be domainless, these sciences may derive some of their epistemological and occupational power, as well as their cultural authority, from digital capitalism.

当代人工智能和机器学习方法的流行导致了关于影响计算研究因素的丰富文献。本文利用实验室研究文献来研究平台的社会技术基础设施如何塑造当代计算社会科学研究。基于一个大学实验室18个月的在线人种志研究和对其研究人员的15次深度访谈,本文提出了两个主要论点。首先,对于计算社会科学来说,平台就像实验室一样,有选择地对社会进行雕刻和改造,使其通过计算方法可知。因此,它使得平台在计算社会研究中制造分析对象并提供社会作为一个领域。其次,由于社交媒体平台作为计算研究的数据实验室的重要性,与数据科学无领域的主张相反,这些科学可能会从数字资本主义中获得一些认识论和职业权力,以及文化权威。
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引用次数: 0
Who knows what a mask is … and what it does? A bibliometric and textometric study of more than a century of scientific publications on sanitary masks (1892-2023). 谁知道面具是什么,它能做什么?对一个多世纪以来有关卫生口罩的科学出版物(1892-2023)的文献计量学和质地计量学研究。
IF 2.7 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-10-01 Epub Date: 2025-03-19 DOI: 10.1177/03063127251322880
Franck Cochoy, Guillaume Cabanac, Wendeline Swart

In this article, the authors identify the disciplines that have taken an interest in masks over time, as well as how, in what proportions, according to what concerns, with what developments, and possibly with what effects. They ask whether the multiplicity of disciplinary perspectives is likely to lead to the emergence and sharing of new concerns, especially environmental ones, or whether the balkanization and juxtaposition of disciplines may leave certain aspects in the dark and thus contribute to the persistent production of a certain kind of ignorance. Based on a bibliometric and textometric study of more than 6000 scientific articles (1892-2023), they show the extent to which the Covid-19 pandemic has turned the study of masks upside down. It has encouraged the development of multidisciplinary and even interdisciplinary approaches, even if the legacy of almost exclusively medical sciences and engineering tends to severely limit hybridizations. The study highlights the possible emergence of a new movement of 'scientization of the popular', which leads scientists to incorporate the everyday concerns of ordinary citizens into the conduct of their research, thus challenging and reversing the well-known process of popularizing science.

在这篇文章中,作者确定了随着时间的推移对面具感兴趣的学科,以及如何,以什么比例,根据什么关注点,与什么发展,以及可能与什么影响。他们问,学科观点的多样性是否可能导致新问题的出现和分享,特别是环境问题,或者学科的巴尔干化和并列是否可能使某些方面处于黑暗之中,从而导致某种无知的持续产生。基于对6000多篇科学论文(1892-2023)的文献计量学和文本计量学研究,他们显示了Covid-19大流行在多大程度上颠覆了对口罩的研究。它鼓励了多学科甚至跨学科方法的发展,即使几乎完全是医学科学和工程学的遗产往往严重限制杂交。这项研究强调了可能出现的“大众科学化”的新运动,这导致科学家将普通公民的日常关注纳入他们的研究中,从而挑战和逆转了众所周知的科学普及过程。
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引用次数: 0
Reconsidering the 'post-truth critique': Scientific controversies and pandemic responses in Brazil. 重新考虑“后真相批判”:巴西的科学争议和流行病应对。
IF 2.7 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-10-01 Epub Date: 2025-02-19 DOI: 10.1177/03063127251317718
Daniel Edler Duarte, Pedro Rolo Benetti, Marcos Cesar Alvarez

Science and Technology Studies (STS) has long been criticized for eroding science's authority and blurring the line between opinions and facts, and more recently for contributing to the emergence of 'far-right populists' and 'anti-science movements'. This article argues that 'post-truth politics' does not necessarily entail epistemic democratization. This claim is based on an investigation of the controversies surrounding public health policies during the Covid-19 pandemic in Brazil. In 2021, the Brazilian parliament established an inquiry into allegations that President Jair Bolsonaro neglected expert advice and actively promoted contagion, causing a surge in hospitalizations and deaths. The analysis of testimonies and ensuing debates suggests that so-called 'science deniers' did not contest scientific authority but instead positioned themselves as critical thinkers who sought to expose political interests masquerading as facts. Bolsonaro's allies claimed to be supported by unbiased experts who had more prestige and credibility than those cited by the opposition. In short, they were not against modern scientific knowledge and methods but claimed to speak in the name of the best available scientific evidence. Thus, instead of blaming STS for the 'post-truth era', we should further engage with its conceptual tools to understand the complex relations of 'far-right politics' and scientific institutions. More specifically, we need to investigate how expertise gets distributed, how different statements accumulate authority, and how scientific knowledge is enacted across multiple fields of practice.

科学与技术研究(STS)长期以来一直被批评侵蚀科学的权威,模糊观点和事实之间的界限,最近还被批评为促进了“极右翼民粹主义者”和“反科学运动”的出现。本文认为,“后真相政治”并不一定意味着认知民主化。这一说法是基于对巴西Covid-19大流行期间围绕公共卫生政策的争议的调查。2021年,巴西议会对总统雅伊尔·博尔索纳罗(Jair Bolsonaro)忽视专家建议、积极促进传染、导致住院和死亡人数激增的指控进行了调查。对证词和随后的辩论的分析表明,所谓的“科学否认者”并没有挑战科学权威,而是将自己定位为试图揭露伪装成事实的政治利益的批判性思想家。博尔索纳罗的盟友声称得到了公正的专家的支持,这些专家比反对派引用的专家更有声望和可信度。简而言之,他们并不反对现代科学知识和方法,而是声称以最可靠的科学证据的名义发言。因此,我们不应该将“后真相时代”归咎于STS,而应该进一步利用它的概念工具来理解“极右翼政治”和科学机构之间的复杂关系。更具体地说,我们需要调查专业知识是如何分布的,不同的陈述是如何积累权威的,以及科学知识是如何跨多个实践领域制定的。
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引用次数: 0
It's not a bug, it's a feature: How AI experts and data scientists account for the opacity of algorithms. 这不是一个漏洞,而是一个特征:人工智能专家和数据科学家如何解释算法的不透明性。
IF 3 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-09-14 DOI: 10.1177/03063127251364509
Netta Avnoon,Gil Eyal
The opacity of machine learning (ML) algorithms is a significant concern in academic and regulatory circles. An emergent sociology of algorithms, however, argues that far from opacity being an inherent quality of algorithms, it is socially constructed and contingent upon certain choices and decisions. In this article, we show that a valorization of opacity is a key component of the epistemic culture of ML experts. While earlier campaigns for mechanical objectivity contrasted the inconsistency of human experts with the reliability of procedures and machines, we found that ML experts valorize precisely those moments when complex algorithms 'surprised' them with unexpected outcomes. They thereby endowed machines with a mysterious capacity to make predictions based on calculations and factors that humans cannot grasp. In this way, they turned opacity from a problem into an epistemic virtue. We trace this valorization of opacity to the jurisdictional struggles through which ML expertise emerged and differentiated itself from its two competitors: the 'expert systems' type of the 'artificial intelligence' sub-field of computer science on the one hand and inferential statistics on the other. In the course of these struggles, ML experts absorbed a theory of human expertise as tacit and inarticulable, extended it to include algorithms, and then leveraged this newly acquired version of opacity to dramatize the differences that separated them from statisticians. The analysis is based on sixty in-depth, semi-structured, and open-ended interviews with ML experts and data scientists working today, as well as historical research on the origins of data science.
机器学习(ML)算法的不透明性是学术界和监管界关注的一个重要问题。然而,一种新兴的算法社会学认为,不透明性远非算法的固有品质,它是社会构建的,取决于某些选择和决策。在这篇文章中,我们展示了不透明性的价值化是ML专家认知文化的关键组成部分。虽然早期的机械客观性运动将人类专家的不一致性与程序和机器的可靠性进行了对比,但我们发现,当复杂的算法以意想不到的结果“让他们惊讶”时,机器学习专家准确地评估了那些时刻。因此,他们赋予了机器一种神秘的能力,可以根据人类无法掌握的计算和因素做出预测。这样,他们就把不透明从一个问题变成了一种认识上的美德。我们将这种不透明性的增值追溯到ML专业知识出现的司法斗争,并将其与两个竞争对手区分开来:一方面是计算机科学的“人工智能”子领域的“专家系统”类型,另一方面是推理统计。在这些斗争的过程中,机器学习专家吸收了一种默契的、不可言说的人类专业知识理论,将其扩展到包括算法,然后利用这种新获得的不透明度版本,将他们与统计学家之间的差异戏剧化。该分析基于对当今ML专家和数据科学家的60次深入、半结构化和开放式访谈,以及对数据科学起源的历史研究。
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引用次数: 0
Cleaning a dark matter detector: A case of ontological and normative elusiveness 清洁暗物质探测器:一个本体论和规范难以捉摸的案例
IF 3 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-08-30 DOI: 10.1177/03063127251361158
Jaco de Swart, Annemarie Mol
Laboratory sciences crucially depend on the cleanliness of experiments. But what is clean? In this article, we show that the salience of the valuation clean emerges through its relation to a particular ontological repertoire. Our case is the XENONnT experiment in the Gran Sasso Mountains of Italy, designed to detect dark matter in the form of hypothetical WIMPs (Weakly Interacting Massive Particles). In this experiment, dirt presents a significant disruption, as contaminations can mimic the signals of WIMPs, and electronegative molecules risk erasing such signals. The ideosyncratic cleanliness required makes the practice of cleaning the XENONnT detector exceedingly difficult. So far, the ontological question ‘do WIMPs exist?’ remains open, which means that the normative question ‘is the detector clean enough?’ cannot be answered either. In addition, more cleaning will make the detector sensitive to a background of unremovable neutrinos—hence irredeemably dirty. With the normative goal of a ‘clean detector’ out of reach, the ontological question ‘do WIMPs exist?’ is bound to remain open as well. Alternative experiments therefore hunt for different hypothetical dark matter candidates, with different equipment, requiring different kinds of cleanliness. At the same time, the XENONnT experiment must navigate tensions between its own cleanliness goals and rules meant to ensure the environmental cleanliness of the Gran Sasso National Park. Cleaning turns out to be dirty. This leads us to ask: Which goods deserve to be cherished, and, intertwined with that, which realities deserve to be cared for?
实验室科学至关重要地依赖于实验的清洁。但什么是干净?在这篇文章中,我们表明,通过其关系到一个特定的本体论曲目估值清洁的显著性出现。我们的例子是在意大利格兰萨索山脉进行的XENONnT实验,该实验旨在以假想的wimp(弱相互作用大质量粒子)的形式探测暗物质。在这个实验中,污垢表现出明显的干扰,因为污染物可以模拟wimp的信号,而电负性分子有可能消除这种信号。理想的清洁度要求使得清洁XENONnT探测器的实践非常困难。到目前为止,本体论的问题“wimp存在吗?”,这意味着规范性问题“探测器是否足够干净?”的问题也无法回答。此外,更多的清洁将使探测器对无法去除的中微子的背景敏感——因此无法挽回的脏。由于“干净探测器”的规范目标遥不可及,本体论问题“wimp存在吗?”也必然会保持开放。因此,不同的实验寻找不同的假设暗物质候选者,使用不同的设备,需要不同的清洁度。与此同时,XENONnT实验必须在其自身的清洁目标和旨在确保格兰萨索国家公园环境清洁的规则之间解决紧张关系。打扫原来很脏。这让我们不禁要问:哪些东西值得珍惜?与此交织在一起的是,哪些现实值得关心?
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引用次数: 0
Cartographic infrastructures: Geographical pathology, tumour safaris, and colonial networks in British East Africa 地图基础设施:地理病理学,肿瘤之旅和英属东非的殖民网络
IF 3 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-08-25 DOI: 10.1177/03063127251364513
David Reubi, Thandeka Cochrane
In this article, we explore infrastructures—human, epistemic, and material—that enable the creation of maps and the stories they tell about the world. We develop the concept of ‘cartographic infrastructures’ to reveal the hidden and fragile political, scientific, and social worlds that undergird the production of maps and the truths they bring into being. To illustrate this, we examine a series of highly influential maps published in the early 1960s by Denis Burkitt—a colonial doctor working in British East Africa—showing the geographical distribution of a pediatric tumour in Africa. By correlating the tumour with altitude and rainfall, the maps suggested it had a viral origin, a finding that profoundly affected cancer research and helped accelerate the development of viral oncology. Using reports, diaries, and photos left behind by Burkitt and others, we excavate the cartographic infrastructures that underpinned his maps and viral hypothesis. First, we examine how the research tradition of geographical pathology—with its focus on environmental factors in carcinogenesis and its interest in Africa as a laboratory for cancer research—provided Burkitt with the theories, networks, and funding necessary to conduct his work. Second, we examine the surveillance practices, ranging from tumour safaris to geographical plotting, that enabled Burkitt to generate and interpret the data underlying his maps. Third, we analyze the communities of white colonial medical officers and missionary doctors spread across Africa with their shared imaginaries of race, empire, and adventure on which Burkitt relied to conduct his surveys.
在本文中,我们将探索基础设施——人类、认知和材料——这些基础设施使地图的创作和它们所讲述的世界故事成为可能。我们发展了“地图基础设施”的概念,以揭示隐藏和脆弱的政治、科学和社会世界,这些世界支撑着地图的制作和它们带来的真相。为了说明这一点,我们研究了丹尼斯·伯基特(Denis burkitt)——一位在英属东非工作的殖民地医生——在20世纪60年代早期出版的一系列极具影响力的地图,这些地图显示了非洲儿童肿瘤的地理分布。通过将肿瘤与海拔和降雨量联系起来,这些地图表明它起源于病毒,这一发现深刻地影响了癌症研究,并帮助加速了病毒肿瘤学的发展。利用伯基特和其他人留下的报告、日记和照片,我们挖掘了支撑他的地图和病毒假说的制图基础设施。首先,我们考察了地理病理学的研究传统——其重点是致癌的环境因素及其对非洲作为癌症研究实验室的兴趣——是如何为伯基特提供开展工作所需的理论、网络和资金的。其次,我们考察了监视实践,从肿瘤狩猎到地理绘图,这使得Burkitt能够生成和解释他的地图背后的数据。第三,我们分析了遍布非洲的白人殖民医疗官员和传教士医生的社区,他们对种族、帝国和冒险的共同想象是伯基特进行调查所依赖的。
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引用次数: 0
The fall and rise of Iruda: Reassembling AI through ethics-in-action. 伊鲁达的兴衰:通过行动中的伦理重组人工智能。
IF 3 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-08-03 DOI: 10.1177/03063127251360397
Yubeen Kwon,Sungook Hong
This paper examines the case of Iruda, an AI chatbot launched in December 2020 by the South Korean startup Scatter Lab. Iruda quickly became the center of a controversy, because of inappropriate remarks and sexual exchanges. As conversations between Iruda and users spread through online communities, the controversy expanded to other issues, including hate speech against minorities and privacy violations. Under public pressure, Scatter Lab quickly suspended Iruda on 12 January 2021. After implementing extensive changes, the company relaunched the chatbot as Iruda 2.0 in October 2022. Notably, this revised version has operated without any major incidents as of mid-2025. This study offers a symmetrical analysis of Iruda's initial failure and subsequent success in terms of 'folds' connecting users, machines, algorithms, and other key elements. We introduce 'configuration' as a mode of folding and show how socio-material assemblages-whether harmful or safe-emerge as a result of different configurations. The success of Iruda 2.0 highlights the importance of placing ethics at the core of AI development and implementation strategies. In addition, we introduce the concept of 'ethics-in-action' to highlight the critical role of practical interventions and user engagement. By tracing Iruda's evolution in detail, this study provides practical guidelines for the successful integration of AI systems into society.
本文研究了由韩国创业公司Scatter Lab于2020年12月推出的人工智能聊天机器人Iruda的案例。由于不恰当的言论和性行为,伊鲁达迅速成为争议的中心。随着Iruda和用户之间的对话在网络社区传播,争议扩大到其他问题,包括针对少数民族的仇恨言论和侵犯隐私。在公众压力下,Scatter实验室于2021年1月12日迅速暂停了Iruda。在进行了广泛的修改后,该公司于2022年10月重新推出了聊天机器人“Iruda 2.0”。值得注意的是,到2025年中期,这一修订版本的运行没有发生任何重大事故。这项研究从连接用户、机器、算法和其他关键要素的“折叠”角度,对伊鲁达最初的失败和随后的成功进行了对称分析。我们将“结构”作为一种折叠模式引入,并展示了社会材料的组合——无论是有害的还是安全的——是如何因不同的结构而出现的。Iruda 2.0的成功凸显了将道德置于人工智能开发和实施战略核心的重要性。此外,我们引入了“行动中的伦理”的概念,以强调实际干预和用户参与的关键作用。通过详细追踪伊鲁达的演变,本研究为人工智能系统成功融入社会提供了实用指南。
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引用次数: 0
Coordinating uncertainty in the political economy of cyber threat intelligence. 协调网络威胁情报政治经济中的不确定性。
IF 2.7 2区 社会学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Pub Date : 2025-08-01 Epub Date: 2025-01-10 DOI: 10.1177/03063127241299132
Rebecca Slayton, Lilly Muller

Cyber threat intelligence firms play a powerful role in producing knowledge, uncertainty, and ignorance about threats to organizations and governments globally. Drawing on historical and ethnographic methods, we show how cyber threat intelligence analysts navigate distinctive types of uncertainty as they transform digital traces into marketable products and services. We make two related contributions and arguments. First, building on STS research on uncertainty and ignorance, we articulate two kinds of uncertainty and their potential to interact. Coordinative uncertainty emerges from socially and technologically distributed processes of producing, interpreting, and reporting data that emerges when analysts create standards to make data travel. However, standards can be exploited by intelligent adversaries behaving in deliberately unpredictable ways. We argue that efforts to reduce coordinative uncertainty through standardization can thus ironically increase opportunities for adversarial uncertainty, creating a potential tradeoff. Second, we aim to show how STS can deepen and integrate studies of international security and political economy, by providing an example of how the geopolitical structuring of private industry shapes the science and technology that industry produces. In particular, we argue that the political economy of the cyber threat intelligence industry tends to produce relatively little knowledge about cyber operations that are conducted by governments in the U.S. and its allies, and more about cyber operations conducted by adversaries of U.S. and allied governments. We conclude with a reflection on the broader significance of these findings for the ways that coordinative and adversarial uncertainties refract through the political economies of technoscience.

网络威胁情报公司在制造对全球组织和政府威胁的知识、不确定性和无知方面发挥着强大的作用。利用历史和民族志方法,我们展示了网络威胁情报分析师如何在将数字痕迹转化为可销售的产品和服务时导航不同类型的不确定性。我们有两个相关的贡献和论点。首先,基于STS对不确定性和无知的研究,我们阐明了两种不确定性及其相互作用的潜力。当分析人员创建数据传输标准时,协调不确定性出现在生产、解释和报告数据的社会和技术分布式过程中。然而,标准可以被聪明的对手利用,以故意不可预测的方式行事。我们认为,通过标准化减少协调不确定性的努力可能会讽刺地增加对抗性不确定性的机会,从而产生潜在的权衡。其次,我们的目标是通过提供一个私营工业的地缘政治结构如何塑造工业生产的科学和技术的例子,展示STS如何深化和整合国际安全和政治经济学的研究。特别是,我们认为,网络威胁情报行业的政治经济学倾向于对美国及其盟国政府进行的网络行动产生相对较少的了解,而对美国及其盟国政府的对手进行的网络行动则有更多的了解。最后,我们反思了这些发现对通过技术科学的政治经济学折射出的协调和对抗性不确定性的方式的更广泛意义。
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