Unlocking the Narrative: Using Text Mining to Reveal the Hidden Factors behind Suicide Related Traffic Crashes.

IF 2.5 3区 医学 Q2 PSYCHIATRY
Archives of Suicide Research Pub Date : 2024-07-01 Epub Date: 2023-08-14 DOI:10.1080/13811118.2023.2247026
Subasish Das, Boniphace Kutela, Nikhil Menon
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引用次数: 0

Abstract

Suicide is the deliberate act of ending a person's own life due to multifarious reasons. In the U.S., suicide is the 10th major cause of death. Nearly 45,000 people died by suicide in 2016 across the nation. It is anticipated that not all traffic crashes can be considered as accidents. Traffic crash related injuries are occasionally considered a means of suicide, and some crashes occur due to the suicidal attempts. These attempts can be made by operators of motor vehicles, jumpers into the pathway of trains, and pedestrians deliberately jumping into the vehicle trajectory. There are a handful of studies that have focused on traffic crashes (both railroad and roadway) related to suicidal incidents. This study aimed to explore the insights associated with suicide related traffic crashes (SRTCs) by collecting traffic data for seven years (2010-2016) from Louisiana. At first, exploratory data analysis was performed to examine the five Ws (who, what, why, when, and where) associated with SRTCs. Later, this study applied text network analysis, which was not performed in any of the previous studies, to provide additional contexts of these crashes. The findings of this study can shed lights on an unexplored arena of transportation safety research.

解锁叙事:使用文本挖掘技术揭示与自杀有关的交通事故背后的隐藏因素。
自杀是由于多种原因而故意结束自己生命的行为。在美国,自杀是第十大死因。2016 年,全美有近 4.5 万人死于自杀。据估计,并非所有交通事故都可被视为意外事故。与交通事故相关的伤害偶尔会被认为是自杀的一种手段,有些车祸是由于自杀未遂而发生的。试图自杀的人可能是机动车驾驶员、跳入火车通道的人以及故意跳入车辆轨迹的行人。针对与自杀事件相关的交通事故(包括铁路和公路)的研究屈指可数。本研究旨在通过收集路易斯安那州七年(2010-2016 年)的交通数据,探索与自杀相关的交通事故(SRTC)。首先,进行了探索性数据分析,以检查与 SRTC 相关的五个 W(谁、什么、为什么、何时、何地)。随后,本研究应用了文本网络分析,以提供这些撞车事故的更多背景情况。本研究的结果可以为交通安全研究的一个未开发领域提供启示。
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
CiteScore
6.10
自引率
7.10%
发文量
69
期刊介绍: Archives of Suicide Research, the official journal of the International Academy of Suicide Research (IASR), is the international journal in the field of suicidology. The journal features original, refereed contributions on the study of suicide, suicidal behavior, its causes and effects, and techniques for prevention. The journal incorporates research-based and theoretical articles contributed by a diverse range of authors interested in investigating the biological, pharmacological, psychiatric, psychological, and sociological aspects of suicide.
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