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通过估计新闻报道的概率来提高自杀发生率的监测。

Improving the monitoring of suicide incidence by estimating the probability of news reporting.

机构信息

The Hong Kong Jockey Club Centre for Suicide Research and Prevention, The University of Hong Kong, Hong Kong.

School of Nursing, The University of Hong Kong, Hong Kong.

出版信息

Stat Med. 2019 Nov 20;38(26):5103-5112. doi: 10.1002/sim.8353. Epub 2019 Aug 28.

Abstract

A timely estimate of suicide incidence is important for surveillance and monitoring but always difficult if not possible. The delay in reporting suicide cases between the time of occurrence of the deaths and them being registered is unavoidable. There is at least one year if not more of the delay time in the latest WHO website reporting the suicide statistics of most countries. Based on the daily newspaper reporting on suicide incidence, this study proposes a method to estimate the unknown incidence in a timely manner. It is shown that demographic characteristics such as age, suicide methods, and the districts of the deceased were significantly associated with the probability of the newspapers reporting the suicides. By incorporating this information on the daily suicide news reports into estimating the probability of the newspapers reporting the suicides, the daily number of suicide cases can be estimated. The proposed method is applied to estimate the number of suicides in Hong Kong where there is the Coroner's Court to investigate into suicide deaths, but it takes at least six months to deliver a verdict. The present method can generate timely and accurate estimations on the daily count of suicide deaths with only a one day lag. In a threefold nested cross-validation, the proposed approach has achieved an average RMSE of 1.38, MAE of 1.10, and R of 0.24. It can also serve as a surveillance system in providing estimations of temporal clusters of suicides with certain characteristics timelessly and accurately.

摘要

及时估算自杀发生率对于监测非常重要,但如果不可能的话,总是很困难。从死亡发生到登记之间报告自杀案件的时间延迟是不可避免的。世界卫生组织(WHO)网站上最新报告的大多数国家自杀统计数据至少有一年的延迟时间,如果不是更长的话。基于日报报道的自杀发生率,本研究提出了一种及时估算未知发生率的方法。结果表明,年龄、自杀方法和死者所在地区等人口统计学特征与报纸报道自杀的概率显著相关。通过将每日自杀新闻报道中的这些信息纳入估计报纸报道自杀的概率中,可以估算出每日自杀案件的数量。该方法应用于对香港自杀案件数量的估计,香港有死因裁判法庭调查自杀死亡案件,但需要至少六个月才能作出裁决。本方法可以在仅有一天滞后的情况下,及时、准确地估计每日自杀死亡人数。在三重嵌套交叉验证中,所提出的方法的平均 RMSE 为 1.38,MAE 为 1.10,R 为 0.24。它还可以作为一个监测系统,提供具有某些特征的自杀时间集群的估计,并且是及时和准确的。

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