Using emotional text mining to assess the culture of blood donation in Italy

Q3 Social Sciences
S. Monaco, Martina Doneda, Ettore Lanzarone, R. Mariani
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引用次数: 0

Abstract

This paper presents an application of Emotional Text Mining (ETM) to blood donation culture. We collected all the articles from two important Italian newspapers published from January 2016 to March 2021, regarding blood donation. The ETM analysis of the collected corpus identified a great variety of keywords characterizing the Italian culture of blood dona-tion, organized in 7 clusters and positioned in a 6-dimensional factorial space, that allowed us to formulate a series of considerations regarding: the dimension of emergency and related de-fense mechanisms, the issues brought by COVID-19, the cultural importance of the organizational dimension, the perceived role of the common citizen, and the role of volunteering in healthcare. The results obtained via ETM can be used to better understand culture-specific blood donation representations, and to consequently act on donor motivation in a more fo-cused way. The approach is of general validity and can be applied to other national contexts.
运用情感文本挖掘评估意大利献血文化
本文介绍了情感文本挖掘(ETM)在献血文化中的应用。我们收集了2016年1月至2021年3月意大利两家重要报纸上关于献血的所有文章。对收集的语料库进行的ETM分析确定了大量表征意大利血液循环文化的关键词,这些关键词分为7个聚类,并定位在6维因子空间中,这使我们能够制定一系列考虑因素:紧急情况和相关去感知机制的维度、新冠肺炎带来的问题、,组织维度的文化重要性,普通公民的感知角色,以及志愿服务在医疗保健中的作用。通过ETM获得的结果可以用来更好地理解培养物特异性的献血表现,从而以更轻松的方式对献血者的动机起作用。该方法具有普遍有效性,可适用于其他国家的情况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Psicologia della Salute
Psicologia della Salute Social Sciences-Health (social science)
CiteScore
0.80
自引率
0.00%
发文量
8
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