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Paint it Black: Using Change-Point Analysis to Investigate Increasing Vulnerability to Depression towards the End of Vincent van Gogh’s Life

机译:漆成黑色:使用变更点分析来调查越来越多的脆弱性直至文森特·梵高生命的尽头

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摘要

This study investigated whether Vincent van Gogh became increasingly self-focused—and thus vulnerable to depression—towards the end of his life, through a quantitative analysis of his written pronoun use over time. A change-point analysis was conducted on the time series formed by the pronoun use in Van Gogh’s letters. We used time as a predictor to see whether there was evidence for increased self-focus towards the end of Van Gogh’s life, and we compared this to the pattern in the letters written before his move to Arles. Specifically, we examined Van Gogh’s use of first person singular pronouns (FPSP) and first person plural pronouns (FPPP) in the 415 letters he wrote while working as an artist before his move to Arles, and in the next 248 letters he wrote after his move to Arles until his death in Auvers-sur-Oise. During the latter period, Van Gogh’s use of FPSP showed an annual increase of 0.68% (SE = 0.15, p < 0.001) and his use of FPPP showed an annual decrease of 0.23% (SE = 0.04, p < 0.001), indicating increasing self-focus and vulnerability to depression. This trend differed from Van Gogh’s pronoun use in the former period (which showed no significant trend in FPSP, and an annual increase of FPPP of 0.03%, SE = 0.02, p = 0.04). This study suggests that Van Gogh’s death was preceded by a gradually increasing self-focus and vulnerability to depression. It also illustrates how existing methods (i.e., quantitative linguistic analysis and change-point analysis) can be combined to study specific research questions in innovative ways.
机译:这项研究通过对他的书面代词用法的定量分析,研究了文森特·梵高在他生命的尽头是否变得越来越专心,从而容易陷入沮丧。对梵高的信件中代词用法形成的时间序列进行了变化点分析。我们用时间作为预测因素,以查看是否有证据表明在梵高临终时自我专注度会有所提高,并将其与他移居阿尔勒之前写信中的模式进行了比较。具体来说,我们考察了梵高在移居阿尔勒之前作为艺术家工作时写的415封信中使用的第一人称单数代词(FPSP)和第一人称复数代词(FPPP)的用法,以及他之后的248封信搬到阿尔勒,直到他在瓦兹河畔瓦兹死。在后期,梵高使用FPSP的年增长率为0.68%(SE = 0.15,p <0.001),而使用FPPP的年增长率为0.23%(SE = 0.04,p <0.001),表明自我集中精神和容易患抑郁症。这种趋势不同于前一时期梵高的代词用法(后者在FPSP中没有显着趋势,FPPP的年增长率为0.03%,SE = 0.02,p = 0.04)。这项研究表明,凡高去世之前,自我专注和对抑郁的脆弱性逐渐增强。它还说明了如何将现有方法(即定量语言分析和变更点分析)结合起来,以创新的方式研究特定的研究问题。

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