论文标题
通过认知网络科学揭示自杀性笔记的语义和情感结构
Revealing semantic and emotional structure of suicide notes with cognitive network science
论文作者
论文摘要
了解自杀的人的认知和情感看法是最敏感的科学挑战之一。在某些情况下,人们觉得需要留下一些书面的东西,他们表达自己的文物,注册了遗言和感受。这些自杀记录对于更好地理解自杀意念的心理至关重要。这项工作为自杀笔记的语言内容提供了结构,从而揭示了自杀的人的认知和情感状态之间的互连。我们以认知网络科学,心理语言学和语义框架理论为基础,以引入自杀注释中表达的心态的网络表示。我们的认知网络表示可以通过结构平衡理论,语义突出和情感分析对自杀注释中语言进行定量分析。我们的结果表明,连接正面和负相关的术语的情绪语法会产生一定程度的结构平衡,这显着高于情感结构随机的无效模型。我们表明,自杀说明是有力地分隔的,因此积极的概念倾向于聚集在一起并主导整体网络结构。一个关键的积极概念是“爱”,它以自杀说明中语义突出的方式将信息与他人联系起来。覆盖“爱”语义框架的情感将喜悦和信任与预期和悲伤相结合,这与心理理论有关意义和叙事心理学的联系联系起来。我们的结果开辟了新的方法,以理解真正的自杀液的结构,从而为预防自杀的未来研究提供了信息。
Understanding the cognitive and emotional perceptions of people who commit suicide is one of the most sensitive scientific challenges. There are circumstances where people feel the need to leave something written, an artifact where they express themselves, registering their last words and feelings. These suicide notes are of utmost importance for better understanding the psychology of suicidal ideation. This work gives structure to the linguistic content of suicide notes, revealing interconnections between cognitive and emotional states of people who committed suicide. We build upon cognitive network science, psycholinguistics and semantic frame theory to introduce a network representation of the mindset expressed in suicide notes. Our cognitive network representation enables the quantitative analysis of the language in suicide notes through structural balance theory, semantic prominence and emotional profiling. Our results indicate that the emotional syntax connecting positively- and negatively-valenced terms gives rise to a degree of structural balance that is significantly higher than null models where the affective structure was randomized. We show that suicide notes are affectively compartmentalized such that positive concepts tend to cluster together and dominate the overall network structure. A key positive concept is "love", which integrates information relating the self to others in ways that are semantically prominent across suicide notes. The emotions populating the semantic frame of "love" combine joy and trust with anticipation and sadness, which connects with psychological theories about meaning-making and narrative psychology. Our results open new ways for understanding the structure of genuine suicide notes informing future research for suicide prevention.