Workplace Violence Against Chinese Nurses From the Perspectives of Social Media and News Reports: A Multilayer Text Mining Analysis

社会化媒体 人际暴力 情绪分析 人际交往 心理学 社会网络分析 新闻媒体 无礼 社会心理学 医学 自杀预防 毒物控制 社会学 媒体研究 计算机科学 万维网 医疗急救 机器学习
作者
Yucheng Cao,Y. N. Gao,Kathy Chappell
出处
期刊:Journal of Advanced Nursing [Wiley]
卷期号:81 (12): 8724-8737 被引量:4
标识
DOI:10.1111/jan.16847
摘要

AIMS: This study compares the emotional expressions and structural characteristics of workplace violence (WPV) against Chinese nurses in social media comments and news reports, highlighting differences and focal points in dissemination. DESIGN: A quantitative study utilising text mining and social network analysis. METHODS: Data containing the keywords 'nurse violence', 'nurse workplace violence', 'nurse bullying', 'nurse workplace bullying' were collected from social media platforms (e.g., Xiaohongshu, Zhihu, Weibo) and news platforms (e.g., Baidu News, People's Daily, Xinhua News) between January 1, 2016, and October 31, 2024. Using Python 3.8.9, time trends and sentiment analyses were performed, while Ucinet 6.0 was used for social network analysis to explore dissemination patterns and keyword structures. A total of 5431 social media comments and 89 news reports were analysed. RESULTS: Temporal analysis showed that social media attention to WPV against nurses significantly exceeded that of news reports, with a peak in 2024. Sentiment analysis revealed predominantly negative emotions (52.75%) on social media, while news reports exhibited a more positive tone (62.92%). Social network analysis revealed stark differences in keyword structures between platforms. Social media exhibited a dense and decentralised network, with keywords like 'head nurse', 'leader' and 'bullying' highlighting internal professional conflicts. In contrast, news reports showed a centralised network focusing on external violent incidents, with keywords such as 'violence', 'assault' and 'patient' dominating. CONCLUSIONS: Social media and news reports demonstrated significant differences in describing WPV against nurses. Social media focused on emotional expressions of interpersonal conflicts, whereas news reports prioritised factual accounts of violent incidents and proposed solutions. IMPACT: This study offers insights into how WPV against nurses is communicated through different media, helping nursing administrators and policymakers understand the complexity of these narratives. The findings can inform the development of targeted communication strategies to address WPV and enhance public awareness. PATIENT OR PUBLIC CONTRIBUTION: Not applicable.
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