Chung-hong Chan, Hartmut Wessler, E. M. Rinke, Kasper Welbers, W. Atteveldt, Scott L. Althaus
{"title":"恐怖主义、穆斯林和难民话题如何在网络新闻中驱动情感基调:六国跨文化情感分析","authors":"Chung-hong Chan, Hartmut Wessler, E. M. Rinke, Kasper Welbers, W. Atteveldt, Scott L. Althaus","doi":"10.17605/OSF.IO/A4DQP","DOIUrl":null,"url":null,"abstract":"This study looks into how the combination of Islam, refugees, and terrorism topics leads to text-internal changes in the emotional tone of news articles and how these vary across countries and media outlets. Using a multilingual human-validated sentiment analysis, we compare fear and pity in more than 560,000 articles from the most important online news sources in six countries (U.S., Australia, Germany, Switzerland, Turkey, and Lebanon). We observe that fear and pity work antagonistically—that is, the more articles in a particular topical category contain fear, the less pity they will feature. The coverage of refugees without mentioning terrorists and Muslims/Islam featured the lowest fear and highest pity levels of all topical categories studied here. However, when refugees were covered in combination with terrorism and/or Islam, fear increased and pity decreased in Christian-majority countries, whereas no such pattern appeared in Muslim-majority countries (Lebanon, Turkey). Variations in emotions are generally driven more by country-level differences than by the political alignment of individual outlets.","PeriodicalId":51388,"journal":{"name":"International Journal of Communication","volume":"99 1","pages":"26"},"PeriodicalIF":1.9000,"publicationDate":"2020-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":"{\"title\":\"How Combining Terrorism, Muslim, and Refugee Topics Drives Emotional Tone in Online News: A Six-Country Cross-Cultural Sentiment Analysis\",\"authors\":\"Chung-hong Chan, Hartmut Wessler, E. M. Rinke, Kasper Welbers, W. Atteveldt, Scott L. Althaus\",\"doi\":\"10.17605/OSF.IO/A4DQP\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study looks into how the combination of Islam, refugees, and terrorism topics leads to text-internal changes in the emotional tone of news articles and how these vary across countries and media outlets. Using a multilingual human-validated sentiment analysis, we compare fear and pity in more than 560,000 articles from the most important online news sources in six countries (U.S., Australia, Germany, Switzerland, Turkey, and Lebanon). We observe that fear and pity work antagonistically—that is, the more articles in a particular topical category contain fear, the less pity they will feature. The coverage of refugees without mentioning terrorists and Muslims/Islam featured the lowest fear and highest pity levels of all topical categories studied here. However, when refugees were covered in combination with terrorism and/or Islam, fear increased and pity decreased in Christian-majority countries, whereas no such pattern appeared in Muslim-majority countries (Lebanon, Turkey). Variations in emotions are generally driven more by country-level differences than by the political alignment of individual outlets.\",\"PeriodicalId\":51388,\"journal\":{\"name\":\"International Journal of Communication\",\"volume\":\"99 1\",\"pages\":\"26\"},\"PeriodicalIF\":1.9000,\"publicationDate\":\"2020-03-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"5\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Communication\",\"FirstCategoryId\":\"98\",\"ListUrlMain\":\"https://doi.org/10.17605/OSF.IO/A4DQP\",\"RegionNum\":3,\"RegionCategory\":\"文学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"COMMUNICATION\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Communication","FirstCategoryId":"98","ListUrlMain":"https://doi.org/10.17605/OSF.IO/A4DQP","RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMMUNICATION","Score":null,"Total":0}
How Combining Terrorism, Muslim, and Refugee Topics Drives Emotional Tone in Online News: A Six-Country Cross-Cultural Sentiment Analysis
This study looks into how the combination of Islam, refugees, and terrorism topics leads to text-internal changes in the emotional tone of news articles and how these vary across countries and media outlets. Using a multilingual human-validated sentiment analysis, we compare fear and pity in more than 560,000 articles from the most important online news sources in six countries (U.S., Australia, Germany, Switzerland, Turkey, and Lebanon). We observe that fear and pity work antagonistically—that is, the more articles in a particular topical category contain fear, the less pity they will feature. The coverage of refugees without mentioning terrorists and Muslims/Islam featured the lowest fear and highest pity levels of all topical categories studied here. However, when refugees were covered in combination with terrorism and/or Islam, fear increased and pity decreased in Christian-majority countries, whereas no such pattern appeared in Muslim-majority countries (Lebanon, Turkey). Variations in emotions are generally driven more by country-level differences than by the political alignment of individual outlets.
期刊介绍:
The International Journal of Communication is an online, multi-media, academic journal that adheres to the highest standards of peer review and engages established and emerging scholars from anywhere in the world. The International Journal of Communication is an interdisciplinary journal that, while centered in communication, is open and welcoming to contributions from the many disciplines and approaches that meet at the crossroads that is communication study. We are interested in scholarship that crosses disciplinary lines and speaks to readers from a range of theoretical and methodological perspectives. In other words, the International Journal of Communication will be a forum for scholars when they address the wider audiences of our many sub-fields and specialties, rather than the location for the narrower conversations more appropriately conducted within more specialized journals. USC Annenberg Press USC Annenberg Press is committed to excellence in communication scholarship, journalism, media research, and application. To advance this goal, we edit and publish prominent scholarly publications that are both innovative and influential, and that chart new courses in their respective fields of study. Annenberg Press is among the first to deliver journal content online free of charge, and devoted to the wide dissemination of its content. Annenberg Press continues to offer scholars and readers a forum that meets the highest standards of peer review and engages established and emerging scholars from anywhere in the world.