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Machines Do See Color: Using LLMs to Classify Overt and Covert Racism in Text 机器确实能看到颜色:使用llm对文本中公开和隐蔽的种族主义进行分类
IF 6.3 2区 社会学 Q1 SOCIAL SCIENCES, MATHEMATICAL METHODS Pub Date : 2026-02-08 DOI: 10.1177/00491241251412360
Diana Dávila Gordillo, Joan C. Timoneda, Sebastián Vallejo Vera
Extant work has identified two discursive forms of racism: overt and covert. While both forms have received attention in scholarly work, research on covert racism has been limited. Its subtle and context-specific nature has made it difficult to systematically identify covert racism in text, especially in large corpora. In this article, we first propose a theoretically driven and generalizable process to identify and classify covert and overt racism in text. This process allows researchers to construct coding schemes and build labeled datasets. We use the resulting dataset to train XLM-RoBERTa, a cross-lingual large language model (LLM) for supervised classification with a cutting-edge contextual understanding of text. We show that XLM-R and XLM-R-Racismo, our pretrained model, outperform other state-of-the-art approaches in classifying racism in large corpora. We illustrate our approach using a corpus of tweets relating to the Ecuadorian indígena community between 2018 and 2021.
现存的研究已经确定了两种话语形式的种族主义:公开的和隐蔽的。虽然这两种形式都受到了学术工作的关注,但对隐性种族主义的研究却很有限。它的微妙和上下文特定的性质使得系统地识别文本中的隐性种族主义,特别是在大型语料库中。在本文中,我们首先提出了一个理论驱动和可推广的过程来识别和分类文本中的隐性和显性种族主义。这个过程允许研究人员构建编码方案并构建标记数据集。我们使用生成的数据集来训练XLM-RoBERTa,这是一个跨语言大型语言模型(LLM),用于监督分类,具有对文本的前沿上下文理解。我们表明,我们的预训练模型XLM-R和XLM-R- racismo在大型语料库中分类种族主义方面优于其他最先进的方法。我们使用2018年至2021年与厄瓜多尔indígena社区相关的推文语料库来说明我们的方法。
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引用次数: 0
Equal Opportunity Disadvantage or Levels of Harm: Examining Differences in Collateral Consequences of the Sex Offender Registry by Race and Sexual Orientation. 机会均等、劣势或伤害程度:按种族和性取向考察性犯罪者登记附带后果的差异。
IF 1.3 3区 社会学 Q2 LAW Pub Date : 2026-02-08 DOI: 10.1002/bsl.70045
Chris Wakefield, Ilan H Meyer, Lauren J Bouton, Lara Stemple, Tamara Rice Lave

Collateral consequences of the sex offender registry in the United States have been documented for decades, but few studies have examined whether demographic or structural conditions affect the frequency or severity of collateral consequences on sex offenders. We report on a nationwide survey of cisgender men required to register on a sex offense registry. We describe the impact of collateral consequences of sex offender management in key areas, including housing, employment, health, and victimization. We expand on previous literature by examining differential experiences of sex offender conviction based on sexual orientation and race/ethnicity. Non-White persons and non-straight persons were not more likely to experience collateral consequences in specific types of collateral consequence nor the range of possible consequences. The only factor that protected registered sex offenders from collateral consequences was educational attainment. Our findings suggest that the sex offender registry flattens all persons to a similar level of disadvantage.

在美国,性犯罪者登记的附带后果已经记录了几十年,但很少有研究调查人口或结构条件是否会影响性犯罪者附带后果的频率或严重程度。我们报告了一项全国性的调查,要求在性犯罪登记处登记的顺性男性。我们描述了性犯罪者管理在关键领域的附带后果的影响,包括住房、就业、健康和受害。我们通过研究基于性取向和种族/民族的性犯罪者定罪的不同经历来扩展先前的文献。非白人和非异性恋者在特定类型的间接后果和可能的后果范围上都不太可能经历间接后果。保护登记在册的性犯罪者免受附带后果的唯一因素是受教育程度。我们的研究结果表明,性犯罪者的登记使所有人都处于相似的劣势水平。
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引用次数: 0
Navigating Ethical Disparities between Evidence-Based Practice and Advocacy Regarding Pediatric Gender Dysphoria Treatment. 在儿科性别焦虑治疗的循证实践和倡导之间导航伦理差异。
IF 2.7 2区 社会学 Q1 SOCIAL WORK Pub Date : 2026-02-07 DOI: 10.1093/sw/swag009
Kevin Theriot
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引用次数: 0
Major Power Rivalry and Wedge Strategy of Concessions 大国竞争与楔子妥协战略
IF 3.1 1区 社会学 Q1 INTERNATIONAL RELATIONS Pub Date : 2026-02-07 DOI: 10.1177/00220027261417327
Hankyeul Yang
Military alliances are an important feature of major power competition. One way for a major power to increase its relative power is to drive a wedge in a rival’s alliance. Why and when does a major power do so? I propose a theory of strategic opportunity, which holds that a major power seeks to drive a wedge in the rival’s alliance by offering economic aid to a rival’s protégé when that country experiences a rapid deterioration in its relations with its patron. I test my theory on major power rivalry dyads and find empirical support for my argument on a set of directed dyad-year observations between 1960 and 2010. The findings contribute to our understanding of alliance politics and strategic considerations behind using economic carrots in major power rivalry.
军事联盟是大国竞争的重要特征。一个大国增加其相对实力的方法之一是在对手的联盟中挑拨离间。一个大国为什么要这么做,什么时候这么做?我提出了一种战略机会理论,认为当一个对手与其赞助人的关系迅速恶化时,一个大国试图通过向对手的前任提供经济援助来离间对手的联盟。我对我的理论进行了关于大国竞争二极体的测试,并在1960年至2010年间的一组定向二极体年观察中为我的论点找到了实证支持。这些发现有助于我们理解在大国竞争中使用经济胡萝卜背后的联盟政治和战略考虑。
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引用次数: 0
Assessing attitudes towards elements of the overdose response hotlines/applications (ORHAs). 评估对过量反应热线/申请(ORHAs)要素的态度。
IF 4 2区 社会学 Q1 SUBSTANCE ABUSE Pub Date : 2026-02-07 DOI: 10.1186/s12954-026-01411-3
Avnit Dhanoa, Dylan Viste, Boogyung Seo, Nathan Rider, S Monty Ghosh

Introduction: In response to the overdose epidemic, novel strategies including Overdose Response Hotlines and Applications (ORHAs) have been introduced to help mitigate the crisis. These technologies enable individuals with a phone to access harm reduction support via smartphones and applications. Such supports include overdose monitoring, access to social services, mental health referrals, and more. This study analyzed data from the Canadian National Questionnaire on Overdose Monitoring (CNQOM), a large bilingual national survey, to evaluate the perspectives of people who use unregulated substances currently (PWUS-C), people who used unregulated substances previously (PWUS-P), and addiction service provider (ASP) on the importance of specific ORHA features.

Methods: One component of the CNQOM pertained to the importance of specific ORHA service elements. Examined categories included accessibility and technological features, overdose response functionality, data privacy and philosophies of care, additional support services, and substance usage. Each group responded to 33 questions on a 5-point Likert scale, and the data was analyzed using descriptive statistics involving percentages and ordinal logistical regression analysis.

Results: The study involved 971 participants: 840 PWUS-C, 298 PWUS-P, and 169 ASP. The majority of respondents from the key groups considered all ORHA elements important. Generally, the groups ranked the elements in a similar order of importance, with only minor variations. The highest-ranked elements in each element category with regards to importance were: 24/7 availability (84% of PWUS-C, 88% of PWUS-P, and 90% of ASP), the ability of EMS to resuscitate individuals during an overdose (81% of PWUS-C, 83% of PWUS-P, 85% ASP), non-judgmental support (87% of PWUS-C, 87% of PWUS-P, and 91% of ASP), access to mental health support (82% of PWUS-C, 84% of PWUS-P, and 90% of ASP), and feeling safer when using substances (80% of PWUS-C, 81% of PWUS-P, and 88% of ASP).

Conclusion: This paper highlights the importance multiple groups place on various elements of ORHAs, reflecting critical elements that should be considered when standardizing these virtual harm reduction technologies. The results of this study provide insight into opportunities to enhance virtual platforms, making them more responsive, accessible, and trusted as harm reduction resources.

简介:为了应对药物过量的流行,已经引入了新的策略,包括药物过量反应热线和应用程序(ORHAs),以帮助缓解危机。这些技术使拥有手机的个人能够通过智能手机和应用程序获得减少伤害的支持。这些支持包括过量监测、获得社会服务、心理健康转诊等等。本研究分析了加拿大国家过量监测问卷(CNQOM)的数据,这是一项大型双语国家调查,以评估目前使用不受管制物质的人(PWUS-C),以前使用不受管制物质的人(PWUS-P)和成瘾服务提供者(ASP)对特定ORHA特征的重要性的看法。方法:CNQOM的一个组成部分涉及特定ORHA服务要素的重要性。检查的类别包括可访问性和技术特性、过量反应功能、数据隐私和护理理念、额外的支持服务和物质使用。每组在5分李克特量表上回答33个问题,并使用描述性统计包括百分比和有序逻辑回归分析来分析数据。结果:该研究涉及971名参与者:840名PWUS-C, 298名PWUS-P和169名ASP。来自关键群体的大多数受访者认为所有ORHA元素都很重要。一般来说,这些小组对元素的重要性排序相似,只有微小的变化。排名最高的元素类别对于每个元素的重要性是:24/7的可用性(PWUS-P PWUS-C的84%,88%,和90%的ASP), EMS的复苏能力的个体在过量(ASP PWUS-P PWUS-C的81%,83%,85%)、主观支持(PWUS-P PWUS-C的87%,87%,和91%的ASP),获得心理健康支持(PWUS-P PWUS-C的82%,84%,和90%的ASP),使用物质时,感觉更安全(PWUS-P PWUS-C的80%,81%,和88%的ASP)。结论:本文强调了多个团体对ORHAs各要素的重视程度,反映了在标准化这些虚拟减害技术时应考虑的关键要素。本研究的结果为增强虚拟平台提供了机会,使其作为减少危害的资源更具响应性、可访问性和可信任性。
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引用次数: 0
Book Review: Insurgent Visions: Feminism, Justice, Solidarity By Chandra Talpade Mohanty Insurgent Visions: Feminism, Justice, Solidarity. By MohantyChandra Talpade. Durham, NC: Duke University Press, 2025, 254 pp., $119.95 (cloth); $28.95 (paperback). 书评:反叛的愿景:女权主义,正义,团结作者:钱德拉·塔尔帕德·莫汉蒂作者:MohantyChandra Talpade达勒姆,北卡罗来纳州:杜克大学出版社,2025年,254页,119.95美元(布);28.95美元(平装)。
IF 5.5 1区 社会学 Q1 SOCIOLOGY Pub Date : 2026-02-07 DOI: 10.1177/08912432261420687
Anastasia Christou
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引用次数: 0
Dynamic defence: dynamic guardianship for enhanced neighbourhood security 动态防御:动态监护,增强邻里安全
IF 3 2区 社会学 Q2 CRIMINOLOGY & PENOLOGY Pub Date : 2026-02-07 DOI: 10.1007/s11292-025-09730-4
Iris van Sintemaartensdijk, Sina Frerichs, Maximilian A. Friehs, Peter W. de Vries
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引用次数: 0
Shadow Wars in the Shadow of the Bomb: The Link Between Nuclear Weapons and Indirect Conflict 核弹阴影下的影子战争:核武器与间接冲突之间的联系
IF 3.1 1区 社会学 Q1 INTERNATIONAL RELATIONS Pub Date : 2026-02-07 DOI: 10.1177/00220027261421160
Kyle Atwell, David C. Logan
How do nuclear weapons affect interstate conflict? Empirical studies on this question have returned mixed results. We argue that these results are due to overlooking indirect conflicts, a distinct and prominent form of limited conflict. Expanding current datasets to account for both conflict intensity and directness provides new insights about interstate conflict. We investigate the relationship between nuclear weapons and conflict through a large-n analysis that includes a new indicator for indirect conflict. We find that state dyads which possess nuclear weapons are significantly more likely to engage in indirect conflict. The results suggest the importance of including measures of indirect conflict in future scholarship and the need for policymakers to prepare for increased instances of indirect conflict between major powers possessing nuclear weapons.
核武器如何影响国家间的冲突?对这个问题的实证研究得出了不同的结果。我们认为,这些结果是由于忽视了间接冲突,这是一种独特而突出的有限冲突形式。扩展当前的数据集以兼顾冲突的强度和直接性,为了解国家间冲突提供了新的见解。我们通过一个包含间接冲突新指标的大n分析来研究核武器与冲突之间的关系。我们发现,拥有核武器的国家集团更有可能参与间接冲突。结果表明,在未来的学术研究中纳入间接冲突措施的重要性,以及政策制定者需要为拥有核武器的大国之间日益增加的间接冲突做好准备。
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引用次数: 0
Territories of Care: Feminist Proposals in the Face of Extractivism in Chile’s Atacama Desert 关怀的领域:面对智利阿塔卡马沙漠的采掘主义的女权主义建议
IF 0.7 4区 历史学 Q2 AREA STUDIES Pub Date : 2026-02-07 DOI: 10.1177/0094582x261416835
Consuelo Biskupovic, Marina Weinberg, Adriana Aránguiz-Acuña, Valentina Figueroa, Jimena Cruz, Fernanda Kalazich, Paulina Salinas
Based on three case studies of living forms coexisting in the Atacama Desert, we use a perspective of feminist care to analyze how humans and non-humans (cells) live, adapt or transform in the face of the effects of extractivism in northern Chile. Firstly, we analyze gender roles within the context of extractive mining in the Antofagasta region, including the role of madresposas (mother-wives) in the state mineral deposits of Chuquicamata and the role of sex workers in the nitrate ruins of Pampa Unión. Secondly, we examine forms of care provided by women in the Indigenous pastoral space of the Puna de Atacama. Finally, we analyze how female aquatic invertebrates (rotifers) from the Inka-Coya Lake react to threats on desert ecosystems by developing different forms of resistance to extractivism. These three cases each paradoxically show care practices associated with repair and adaptation aimed at sustaining life in highly intervened environments. As an alternative to the “technical masculine” approach typically used to analyze the exploitation of nitrate, copper, and lithium in northern Chile, this work helps us understand relationships of human and non-human communities with their environment. Basándonos en tres estudios de caso sobre formas de vida que coexisten en el desierto de Atacama, adoptamos una perspectiva de cuidados feministas para analizar cómo humanos y no humanos (células) viven, se adaptan o se transforman frente a los efectos del extractivismo en el norte de Chile. En primer lugar, analizamos los roles de género en el contexto de la minería extractiva en la región de Antofagasta, incluyendo el papel de las madresposas en los yacimientos minerales estatales de Chuquicamata y el rol de las trabajadoras sexuales en las ruinas salitreras de Pampa Unión. En segundo lugar, examinamos las formas de cuidado brindadas por mujeres en el espacio pastoril indígena de la Puna de Atacama. Finalmente, analizamos cómo invertebrados acuáticos hembra (rotíferos) del lago Inka-Coya reaccionan ante las amenazas a los ecosistemas desérticos desarrollando distintas formas de resistencia al extractivismo. Estos tres casos muestran, de manera paradójica, prácticas de cuidado asociadas a la reparación y la adaptación orientadas a sostener la vida en entornos altamente intervenidos. Como alternativa al enfoque “técnico masculino” que suele emplearse para analizar la explotación del salitre, el cobre y el litio en el norte de Chile, este trabajo contribuye a comprender las relaciones de comunidades humanas y no humanas con su entorno.
基于三个在阿塔卡马沙漠中共存的生命形式的案例研究,我们使用女权主义关怀的视角来分析人类和非人类(细胞)如何面对智利北部采掘性的影响而生存、适应或转变。首先,我们分析了安托法加斯塔地区采掘业背景下的性别角色,包括madresposas(母亲妻子)在Chuquicamata州矿藏中的作用,以及性工作者在Pampa硝酸盐遗址Unión中的作用。其次,我们研究了妇女在阿塔卡马Puna de Atacama土著牧区提供的护理形式。最后,我们分析了来自Inka-Coya湖的雌性水生无脊椎动物(轮虫)如何通过发展不同形式的对采伐的抵抗来应对对沙漠生态系统的威胁。这三个案例都自相矛盾地表明,护理实践与修复和适应有关,旨在在高度干预的环境中维持生命。作为一种“技术男性化”方法的替代方案,通常用于分析智利北部硝酸盐、铜和锂的开采,这项工作有助于我们理解人类和非人类社区与环境的关系。Basándonos为阿塔卡马的设计师提供了一个新的生活方式,为阿塔卡马的设计师提供了一个新的生活方式,为女权主义者提供了一个新的视角cómo人类与人类(csamulas)的结合,为智利北部的社会发展提供了一个新的环境。在此基础上,分析了在安东法加斯塔(Antofagasta)的采掘和región环境中,在 空气交换和土壤交换中,在空气交换和土壤交换中,在空气交换和土壤交换中,在空气交换和土壤交换中发挥的作用。在第二章中,我们考察了阿塔卡马农场的农民和农民的生活方式indígena。最后,分析cómo invertebrados acuáticos hembra (rotíferos) del lago Inka-Coya reaccian - las amenazas和los ecosistemas desacritico desarroldo的不同形式de resistance - cia和exactivismo。Estos 3 casos muestran, de manera paradójica, prácticas de cuidado associadas和la reparación和la adaptación orientadas和sosterer, la vida和entornos altamente interidos。“男子的薪金薪金薪金”与“男子薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金薪金。
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引用次数: 0
An Antiracist/Antioppressive Framework for Social Work Supervision: The SHARP Framework Applied to Reflective Supervision. 反种族主义/反压迫的社会工作监督框架:夏普框架在反思性监督中的应用。
IF 2.7 2区 社会学 Q1 SOCIAL WORK Pub Date : 2026-02-07 DOI: 10.1093/sw/swag004
LaShonda Godwin, Maura Tennor, Allison Howard, Christopher S Beegle, Claire Meringolo, Wendy Shaia

Social work supervisors have the power to shape the next generation of social workers. Thus, it is imperative that social work supervision take an antiracist/antioppressive approach to effect transformational change for the individuals and families with whom we work rather than supporting and maintaining systems and practices that cause harm. This article proposes applying the SHARP (structural oppression, historical context, analysis of role, reciprocity and mutuality, and power) framework to reflective supervision (RS) for this purpose. RS emphasizes important factors for social work supervision such as collaborative meaning making and emotional learning. However, alone, RS does not explicitly address the pervasive issues of racism and oppression that inevitably show up in social work practice. Therefore, authors apply the SHARP framework to RS to promote critical consciousness, mutual accountability, and transformational social work practice. This article introduces the SHARP framework and RS, outlines how each component of SHARP enhances RS, and suggests practical applications.

社会工作主管有能力塑造下一代社会工作者。因此,社会工作监督必须采取反种族主义/反压迫的方法,为与我们一起工作的个人和家庭带来变革,而不是支持和维护造成伤害的系统和做法。为此,本文提出将SHARP(结构性压迫、历史语境、角色分析、互惠互利、权力)框架应用于反思性监督。RS强调协作意义制造和情绪学习等社会工作监督的重要因素。然而,单独来看,RS并没有明确地解决在社会工作实践中不可避免地出现的普遍存在的种族主义和压迫问题。因此,作者将SHARP框架应用于RS,以促进批判意识、相互问责和转型社会工作实践。本文介绍了SHARP框架和RS,概述了SHARP的各个组成部分如何增强RS,并提出了实际应用建议。
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引用次数: 0
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