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为什么人们会拨打危机热线?确定呈现原因的分类,并发现这些原因之间的关联。

Why do people call crisis helplines? Identifying taxonomies of presenting reasons and discovering associations between these reasons.

机构信息

Ulster University at Jordanstown, UK.

Ulster University at Coleraine, UK.

出版信息

Health Informatics J. 2020 Dec;26(4):2597-2613. doi: 10.1177/1460458220913429. Epub 2020 Apr 18.

Abstract

The objective of this study is to identify the most common reasons for contacting a crisis helpline through analysing a large call log data set. Two taxonomies were identified within the call log data from a Northern Ireland telephone crisis helpline (Lifeline), categorising the cited reason for each call. One taxonomy categorised the reasons at a fine granular level; the other taxonomy used the relatively coarser International Classification of Diseases-10. Exploratory data analytic techniques were applied to discover insights into why individuals contact crisis helplines. Risk ratings of calls were also compared to assess the associations between presenting issue and of risk of suicide as assessed. Reasons for contacting the service were assessed across geolocations. Association rule mining was used to identify associations between the presenting reasons for client's calls. Results demonstrate that both taxonomies show that calls with reasons relating to suicide are the most common reasons for contacting Lifeline and were a prominent feature of the discovered association rules. There were significant differences between reasons in both taxonomies concerning risk ratings. Reasons for calling helplines that are associated with higher risk ratings include those calling with a personality disorder, mental disorders, delusional disorders and drugs (legal). In conclusion, employing two differing taxonomy approaches to analyse call log data reveals the prevalence of main presenting reasons for contacting a crisis helpline. The association rule mining using each taxonomy provided insights into the associations between presenting reasons. Practical and research applications are discussed.

摘要

本研究旨在通过分析大量的呼叫记录数据集,确定拨打危机热线的最常见原因。在北爱尔兰的一个电话危机热线(生命线)的呼叫记录数据中确定了两个分类法,对每个呼叫引用的原因进行分类。一个分类法对原因进行了更细粒度的分类;另一个分类法使用相对较粗的国际疾病分类-10。应用探索性数据分析技术来发现为什么个人会联系危机热线。还比较了呼叫的风险评分,以评估所提出的问题与自杀风险评估之间的关联。评估了在不同地理位置下服务的联系原因。关联规则挖掘用于识别客户来电的呈现原因之间的关联。结果表明,这两个分类法都表明,与自杀有关的原因的呼叫是拨打生命线的最常见原因,也是发现的关联规则的突出特征。在风险评分方面,两个分类法中的原因存在显著差异。与更高风险评分相关的呼叫原因包括那些有性格障碍、精神障碍、妄想障碍和药物(合法)的呼叫者。总之,采用两种不同的分类法分析呼叫记录数据揭示了联系危机热线的主要呈现原因的普遍性。使用每个分类法的关联规则挖掘提供了关于呈现原因之间关联的见解。讨论了实际和研究应用。

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