Leveraging natural language processing (NLP) to understand media framing of Lyme disease.
Research demonstrates that media frame our understanding of health-related issues. This study leverages Natural Language Processing (NLP) to explore how media in five nations (Canada, Australia, New Zealand, England, and the United States) frame Lyme disease. The results showed that the Canadian Bro...
| Publicado en: | Atlantic Journal of Communication Vol. 34; no. 1; pp. 79 - 94 |
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| Autores principales: | , , |
| Formato: | Artículo |
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Taylor & Francis Ltd
Jan-Mar2026
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=hlh&AN=190649010&site=ehost-live header: @attributes: shortDbName: hlh uiTerm: 190649010 longDbName: Humanities International Complete uiTag: AN controlInfo: bkinfo: jinfo: jid: 15456870 U8J jtl: Atlantic Journal of Communication issn: 15456870 maglogo: Y pubinfo: dt: Jan-Mar2026 vid: 34 iid: 1 pid: 377 pub: Taylor & Francis Ltd artinfo: ui: 190649010 10.1080/15456870.2025.2501798 ppf: 79 ppct: 15 formats: fmt: – @attributes: type: T – @attributes: type: P size: 400KB tig: atl: Leveraging natural language processing (NLP) to understand media framing of Lyme disease. aug: au: Jia, Lili Croucher, Stephen M. Gilbert, Leona affil: Business Analytics, Massey University, Auckland, New Zealand Department of Communication, Strode Tower, Clemson University, Clemson, South Carolina Te?ted Oy, Jyväskylä, Finland su: Lyme disease Natural language processing Frames (Social sciences) Canadian Broadcasting Corp. Sentiment analysis United States Canada sug: subj: United States Canada Lyme disease Natural language processing Frames (Social sciences) Canadian Broadcasting Corp. Sentiment analysis ab: Research demonstrates that media frame our understanding of health-related issues. This study leverages Natural Language Processing (NLP) to explore how media in five nations (Canada, Australia, New Zealand, England, and the United States) frame Lyme disease. The results showed that the Canadian Broadcasting Corporation had the most media coverage of Lyme disease. Second, sentiment analysis demonstrated differences in overall sentiment among the outlets. VADER identified a balance between neutral sentiment in article titles and positivity in article content, while BERT revealed high negativity in titles and content. Third, key frames varied across the media, demonstrating the differing focus of each outlet. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Copyright of Atlantic Journal of Communication is the property of Taylor & Francis Ltd and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. item: Atlantic Journal of Communication holder: Taylor & Francis Ltd dt: @attributes: year: 2026 holdings: @attributes: islocal: N |
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