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Machine Translation Vs. Multilingual Dictionaries Assessing Two Strategies for the Topic Modeling of Multilingual Text Collections 机器翻译与多语言词典:评估多语言文本集主题建模的两种策略
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-08-17 DOI: 10.1080/19312458.2021.1955845
D. Maier, C. Baden, Daniela Stoltenberg, Maya De Vries-Kedem, A. Waldherr
ABSTRACT The goal of this paper is to evaluate two methods for the topic modeling of multilingual document collections: (1) machine translation (MT), and (2) the coding of semantic concepts using a multilingual dictionary (MD) prior to topic modeling. We empirically assess the consequences of these approaches based on both a quantitative comparison of models and a qualitative validation of each method’s potentials and weaknesses. Our case study uses two text collections (of tweets and news articles) in three languages (English, Hebrew, Arabic), covering the ongoing local conflicts between Israeli authorities, settlers, and Palestinian Bedouins in the West Bank. We find that both methods produce a large share of equivalent topics, especially in the context of fairly homogenous news discourse, yet show limited but systematic differences when applied to highly heterogenous social media discourse. While the MD model delivers a more nuanced picture of conflict-related topics, it misses several more peripheral topics, especially those unrelated to the dictionary’s focus, which are picked up by the MT model. Our study is a first step toward instrument validation, indicating that both methods yield valid, comparable results, while method-specific differences remain.
本文的目的是评估两种用于多语言文档集合主题建模的方法:(1)机器翻译(MT)和(2)在主题建模之前使用多语言词典(MD)对语义概念进行编码。我们根据模型的定量比较和每种方法的潜力和弱点的定性验证,经验地评估这些方法的后果。我们的案例研究使用三种语言(英语、希伯来语、阿拉伯语)的两个文本集(tweet和新闻文章),涵盖了以色列当局、定居者和西岸的巴勒斯坦贝都因人之间正在进行的局部冲突。我们发现,这两种方法都产生了大量的等效话题,特别是在相当同质的新闻话语背景下,然而,当应用于高度异质的社交媒体话语时,它们表现出有限但系统的差异。虽然MD模型提供了与冲突相关主题的更细致入微的图景,但它遗漏了几个更外围的主题,特别是那些与词典重点无关的主题,而这些主题由MT模型挑选出来。我们的研究是仪器验证的第一步,表明两种方法都产生有效的、可比较的结果,但方法特异性差异仍然存在。
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引用次数: 16
A Quadrilogy for (Big) Data Reliabilities (大)数据可靠性的四边形
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-07-03 DOI: 10.1080/19312458.2020.1861592
K. Krippendorff
ABSTRACT This paper responds to the challenge of testing the reliabilities of really big data and proposes a quadrilogy of four measures of the reliability of data, applicable quite generally. These measures grew out of the recognition that crowd coded data contest big data scientists’ conviction that the social contexts and meanings of data become irrelevant in the face of their sheer volumes. Bigness has also challenged available inter–coder agreement coefficients and available software, which are either too restricted regarding the forms of data they accept or exceed computational limits when data become very large. In the course of tailoring Krippendorff’s alpha to very large data, the possibility emerged of dividing the concept of reliability into four separate kinds, serving different methodological aims in social research. They respectively assess the replicability of the process of generating data, the accuracy of generating data, the surrogacy of proposed theories, coders, formulas, or algorithms to serve as a substitute for human coders, and the decisiveness among several human judgements. Their mathematical relationships assure comparability. The paper develops this quadrilogy of agreement measures first for binary data, provides a link to software for computing it, but then extends it to nominal data – a first step towards further generalizations. It also proposes a computational path to estimate the confidence limits for each of these measures and the probabilities of accepting data as reliable when there is a chance of being below a tolerable level. It ends with a discussion of how to select reliability benchmarks appropriate for the quadrilogy of agreement measures.
本文针对检验真正大数据可靠性的挑战,提出了一种具有广泛适用性的四种数据可靠性度量方法。这些措施源于这样一种认识,即大众编码数据挑战了大数据科学家的信念,即面对庞大的数据量,数据的社会背景和意义变得无关紧要。大还挑战了可用的编码间协议系数和可用的软件,它们要么在接受的数据形式方面过于限制,要么在数据变得非常大时超出了计算限制。在将Krippendorff的alpha用于非常大的数据的过程中,出现了将可靠性概念分为四种不同类型的可能性,以服务于社会研究中不同的方法目标。他们分别评估生成数据过程的可复制性、生成数据的准确性、所提出的理论、编码员、公式或算法作为人类编码员的替代品,以及几种人类判断之间的决定性。它们的数学关系保证了可比性。本文首先对二进制数据发展了这个四边形的一致性度量,提供了一个计算它的软件链接,然后将其扩展到标称数据-这是进一步推广的第一步。它还提出了一种计算路径来估计每一种测量的置信限,以及当有可能低于可容忍水平时接受数据为可靠的概率。最后讨论了如何选择适用于协议度量四方阵的可靠性基准。
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引用次数: 2
Assessing the Inclusion of Foil Items in a Scale to Measure Recognition of Health Messages. 评估健康信息识别量表中的箔片项目。
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-07-03 DOI: 10.1080/19312458.2020.1768520
Helen W Sullivan, Wen-Hung Chen, Kevin R Betts

Researchers frequently measure recognition of information in health messages by presenting participants with statements that were or were not in a message and then asking them to identify which were presented and which were not. Recognition scales are then calculated by summing the correct responses to both the true items and foils, or by summing the correct responses to the true items only. We used a sequence of psychometric analyses, including factor analysis and item response theory (IRT) analysis, to evaluate two recognition measures of this type, using data from previously published studies. We found that foils are less associated with true items than true items are with one another, or more practically, that foils are less associated with the underlying dimension of interest. These results provide researchers with insight into how recognition items function, as well as a better analytic approach for use in future studies.

研究人员经常通过向受试者展示健康信息中存在或不存在的语句,然后让受试者辨别 哪些是信息中出现的语句,哪些是信息中没有出现的语句,以此来衡量受试者对健康信 息中的信息的识别程度。然后,通过对真实项目和陪衬项目的正确回答求和,或仅对真实项目的正确回答求和,计算出识别量表。我们使用了一系列心理测量分析,包括因子分析和项目反应理论(IRT)分析,利用以前发表的研究数据对两种此类识别量表进行了评估。我们发现,与真实项目之间的关联相比,衬托项目与真实项目之间的关联较小,或者更实际地说,衬托项目与相关维度之间的关联较小。这些结果为研究人员提供了对识别项目如何发挥作用的深入了解,并为今后的研究提供了更好的分析方法。
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引用次数: 0
Assessing (In)accuracy and Biases in Self-reported Measures of Exposure to Disagreement: Evidence from Linkage Analysis Using Digital Trace Data 评估自我报告的不一致暴露测量的准确性和偏差:使用数字跟踪数据的关联分析的证据
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-07-03 DOI: 10.1080/19312458.2021.1935824
Hyunjin Song, Jaeho Cho
ABSTRACT Citizen’s exposure to disagreement – whether intentional or incidental – is a central concept in communication research, yet the precise degree to which citizens are exposed to opposing views online and the antecedents to this phenomenon continue to be debated. Despite the theoretical importance of this question, empirical assessments of cross-cutting exposure, especially those involving online settings, are largely based on individuals’ perception of their own behavior. Therefore, we know little regarding response bias in self-reports of cross-cutting exposure online. Combining digital trace data with a panel survey, we observe overreporting of self-reported online cross-cutting exposure. We then demonstrate that self-reported exposure to disagreement is retrospectively conditioned by the perception of the opinion climate in a given context. Finally, using Monte Carlo simulations, we examine the consequences of relying on (potentially imperfect) self-reported measures.
公民对不同意见的暴露——无论是有意的还是偶然的——是传播学研究中的一个核心概念,然而公民在网上接触到反对意见的确切程度以及这一现象的先决条件仍在争论中。尽管这个问题在理论上很重要,但对跨领域接触的实证评估,尤其是那些涉及网络环境的评估,在很大程度上是基于个人对自己行为的感知。因此,我们对在线交叉接触自我报告中的反应偏差知之甚少。将数字跟踪数据与小组调查相结合,我们观察到自我报告的在线交叉暴露的夸大报告。然后,我们证明,自我报告暴露于分歧是回顾性的条件下,在给定的背景下,意见气候的感知。最后,使用蒙特卡罗模拟,我们检查依赖(可能不完美的)自我报告的措施的后果。
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引用次数: 2
Expert-Informed Topic Models for Document Set Discovery 用于文档集发现的专家知情主题模型
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-06-30 DOI: 10.1080/19312458.2021.1920008
E. M. Rinke, Timo Dobbrick, Charlotte Löb, Cäcilia Zirn, Hartmut Wessler
ABSTRACT The first step in many text-as-data studies is to find documents that address a specific topic within a larger document set. Researchers often rely on simple keyword searches to do this, even though this may introduce considerable selection bias. Such bias may be even greater when researchers lack the domain knowledge required to make informed search decisions, for example, in cross-national research or research on unfamiliar social contexts. We propose expert-informed topic modeling (EITM) as a hybrid approach to tackle this problem. EITM combines the validity of external domain knowledge captured through expert surveys with probabilistic topic models to help researchers identify subsets of documents that cover initially unknown domain-specific topics, such as specific events and debates, that belong to a researcher-defined master topic. EITM is a flexible and efficient approach to the thematic selection of documents from large text corpora for further study. We benchmark and validate the method by discovering blog posts that address the public role of religion within large corpora of Australian, Swiss, and Turkish blog posts and provide researchers with a complete workflow to guide the application of EITM in their own work.
摘要许多文本即数据研究的第一步是在更大的文档集中找到涉及特定主题的文档。研究人员通常依靠简单的关键词搜索来做到这一点,尽管这可能会带来相当大的选择偏差。当研究人员缺乏做出知情搜索决策所需的领域知识时,这种偏见可能会更大,例如,在跨国研究或对陌生社会背景的研究中。我们提出了专家知情主题建模(EITM)作为一种混合方法来解决这个问题。EITM将通过专家调查获得的外部领域知识的有效性与概率主题模型相结合,以帮助研究人员识别涵盖最初未知领域特定主题的文档子集,如属于研究人员定义的主主题的特定事件和辩论。EITM是一种灵活有效的方法,可以从大型文本语料库中选择文档进行进一步研究。我们通过在澳大利亚、瑞士和土耳其的大型博客文章语料库中发现涉及宗教公共角色的博客文章,对该方法进行了基准测试和验证,并为研究人员提供了一个完整的工作流程,以指导EITM在他们自己的工作中的应用。
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引用次数: 11
Automated Tracking Approaches for Studying Online Media Use: A Critical Review and Recommendations 研究在线媒体使用的自动跟踪方法:批判性评论和建议
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-04-13 DOI: 10.1080/19312458.2021.1907841
C. Christner, Aleksandra Urman, S. Adam, Michaela Maier
ABSTRACT With the increasing importance of online information environments, researchers have started investigating direct measures of online media use, such as online tracking. Most existing studies using tracking data have so far relied on commercial solutions, but these have limitations in terms of their costliness, replicability, and applicability to certain research questions. Hence, different research groups are developing their own tracking solutions for academic purposes. In this paper, we provide a critical review and classification of the existing approaches, apt to guide research decisions on the appropriate tracking approach and tool. First, we develop criteria to distinguish different user-centric desktop and mobile tracking approaches and tools (types of information, technical complexity, privacy implementation, user experience, and availability). Second, we describe different tools and approaches – separately for desktop and mobile tracking – with concrete examples and evaluate them using the aforementioned criteria. Finally, we discuss how different mobile and desktop tracking solutions can complement each other and provide recommendations for future research.
摘要随着网络信息环境的日益重要,研究人员开始研究网络媒体使用的直接测量方法,如在线跟踪。到目前为止,大多数使用跟踪数据的现有研究都依赖于商业解决方案,但这些解决方案在成本、可复制性和对某些研究问题的适用性方面存在局限性。因此,不同的研究小组正在为学术目的开发自己的跟踪解决方案。在本文中,我们对现有方法进行了批判性的回顾和分类,以指导关于适当跟踪方法和工具的研究决策。首先,我们制定标准来区分不同的以用户为中心的桌面和移动跟踪方法和工具(信息类型、技术复杂性、隐私实施、用户体验和可用性)。其次,我们用具体的例子描述了不同的工具和方法,分别用于桌面和移动跟踪,并使用上述标准对其进行评估。最后,我们讨论了不同的移动和桌面跟踪解决方案如何相互补充,并为未来的研究提供建议。
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引用次数: 26
Conceptualizing and Measuring Communication Interdependence: The Technology and Face-to-Face Integration Scale 沟通相互依赖的概念与测量:技术与面对面整合量表
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-04-08 DOI: 10.1080/19312458.2021.1894325
L. Sharabi, Elizabeth Dorrance Hall
ABSTRACT A distinguishing feature of contemporary relationships is the integration of technological mediation into routine social interaction. The communication interdependence perspective (CIP) explains how interpersonal technologies are interwoven with face-to-face relationships, but its conceptualization of integration is limited. To fill this gap, we expand the CIP by proposing a new measure to explicate and operationalize the ways multiple modalities are interconnected. We evaluated our scale using data from students at two universities (Study 1; N = 355) and confirmed it in a sample of romantic couples (Study 2; N = 280). The 37-item measure exhibited strong psychometric properties and contained two types of constructive integration (using technology to preserve continuity in the relationship and to facilitate togetherness) and three destructive forms (using technology to turn away from the relationship, to perpetuate conflict, and to create tension). Potential applications of the scale for studying multimodal relationships are discussed.
当代人际关系的一个显著特点是将技术中介融入日常社会互动。通信相互依存视角(CIP)解释了人际技术如何与面对面的关系交织在一起,但其对整合的概念化是有限的。为了填补这一空白,我们提出了一项新的措施来解释和操作多种模式相互关联的方式,从而扩大了CIP。我们使用来自两所大学的学生的数据评估了我们的量表(研究1;N=355),并在浪漫情侣的样本中证实了这一点(研究2;N=280)。这项37项措施具有强烈的心理测量特性,包括两种类型的建设性融合(利用技术保持关系的连续性和促进团结)和三种破坏性形式(利用技术远离关系、使冲突永久化和制造紧张)。讨论了量表在研究多模态关系中的潜在应用。
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引用次数: 7
Better Crowdcoding: Strategies for Promoting Accuracy in Crowdsourced Content Analysis 更好的众包编码:提高众包内容分析准确性的策略
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-04-03 DOI: 10.1080/19312458.2021.1895977
Ceren Budak, R. Garrett, Daniel J. Sude
ABSTRACT In this work, we evaluate different instruction strategies to improve the quality of crowdcoding for the concept of civility. We test the effectiveness of training, codebooks, and their combination through 2 × 2 experiments conducted on two different populations – students and Amazon Mechanical Turk workers. In addition, we perform simulations to evaluate the trade-off between cost and performance associated with different instructional strategies and the number of human coders. We find that training improves crowdcoding quality, while codebooks do not. We further show that relying on several human coders and applying majority rule to their assessments significantly improves performance.
在这项工作中,我们评估了不同的教学策略,以提高文明概念的众包编码质量。我们通过对两种不同人群(学生和亚马逊土耳其机械工人)进行的2 × 2实验来测试培训、密码本及其组合的有效性。此外,我们执行模拟来评估与不同教学策略和人类编码器数量相关的成本和性能之间的权衡。我们发现,培训提高了众包编码的质量,而代码本却没有。我们进一步表明,依赖几个人类编码人员并将多数决原则应用于他们的评估,可以显著提高性能。
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引用次数: 3
Análisis de contenido comparativo en la cobertura periodística de los casos de secuestro en Nigeria 尼日利亚新闻报道绑架案件的比较内容分析
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-03-03 DOI: 10.35951/V3I1.94
Abubakar Abba, Aminu Abbas, Aondover Eric Msughter
Este estudio utilizó el análisis de contenido para analizar la cobertura periodística de los casos de secuestro en Nigeria en los periódicos Daily Trust y The Guardian desde agosto a octubre de 2020. Los objetivos de la investigación son examinar la frecuencia, la prominencia y la dirección para medir el alcance de los casos de secuestro por los periódicos seleccionados. Como marco teórico se utilizaron la teoría del ciclo de atención a la temática y la teoría del encuadre. El supuesto básico de la teoría del ciclo de atención a la temática es que los temas relacionados con el medio ambiente tienden a ser repentinamente más notorios, permaneciendo así durante un breve tiempo y luego se desvanecen gradualmente del centro de la atención pública, mientras que la teoría del encuadre de los medios de comunicación defiende que el encuadre individual implica la comprensión cognitiva del individuo en una situación determinada. El estudio reveló que los dos periódicos informaron más de los casos de secuestro en sus páginas interiores, con un 52,6% (Daily Trust) y un 46,8% (The Guardian).
本研究采用内容分析方法分析2020年8月至10月《每日信托》和《卫报》对尼日利亚绑架案件的新闻报道。调查的目的是检查频率、知名度和方向,以衡量选定报纸绑架案件的程度。本研究的主要目的是评估学生在课堂上的表现。所谓的周期理论的基本主题是照料环境议题往往是突然最臭名昭著,这样简短的一段时间,然后逐渐消失的公众的注意,而中心理论的框架媒体捍卫个人框架涉及到个人的认知理解某种情况。调查显示,这两家报纸在内页报道了更多的绑架案件,52.6%(每日信托)和46.8%(卫报)。
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引用次数: 0
Apuntes metodológicos para el estudio del negacionismo climático en los medios escritos 研究书面媒体中否认气候的方法论笔记
IF 11.4 1区 文学 Q1 COMMUNICATION Pub Date : 2021-02-26 DOI: 10.35951/V3I1.111
S. Martín-Sosa
La presencia del negacionismo climático en los medios de comunicación ha sido estudiada especialmente en algunos países como Reino Unido o Estados Unidos. La evidencia muestra como el negacionismo en los medios de comunicación es un fenómeno minoritario. En las noticias se ha producido una evolución hacia argumentos que ya no cuestionan tanto la existencia del fenómeno o su origen antrópico y esgrimen razones o formas más sutiles para rechazar de la realidad climática, aludiendo a motivos económicos para no actuar o cuestionando la magnitud del fenómeno. Teniendo en cuenta el importante papel que podría jugar la información veraz y científicamente contrastada en los medios de comunicación a la hora de conformar las actitudes sociales frente al problema, es relevante seguir profundizando en el estudio del negacionismo climático en los medios de comunicación, especialmente en países donde estos estudios escasean. Este artículo analiza el tipo de acercamiento idóneo en la investigación sobre el negacionismo climático, teniendo en cuenta las principales características con las que se enfrentan este tipo de estudios.
在英国和美国等一些国家,人们对媒体中否认气候变化的存在进行了研究。有证据表明,媒体中的否定主义是少数人的现象。新闻中出现了一种趋势,不再质疑这种现象的存在或其人为起源,而是使用更微妙的理由或方式来拒绝气候现实,暗指不采取行动的经济原因或质疑这种现象的规模。考虑到可以发挥重要作用,信息准确和科学的态度时媒体社会面对问题,重要的是继续深化气候negacionismo研究媒体,特别是在这些国家缺乏研究。本文分析了气候否认论研究的理想方法,考虑到这类研究面临的主要特征。
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引用次数: 4
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Communication Methods and Measures
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