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利用实时尸检数据检测时空自杀聚集。

Using Real-Time Coronial Data to Detect Spatiotemporal Suicide Clusters.

机构信息

Melbourne School of Population and Global Health, The University of Melbourne, Parkville, VIC, Australia.

Coroners Prevention Unit, Coroners Court of Victoria, Melbourne, VIC, Australia.

出版信息

Crisis. 2024 Nov;45(6):395-402. doi: 10.1027/0227-5910/a000968. Epub 2024 Aug 13.

DOI:10.1027/0227-5910/a000968
PMID:39135530
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11601270/
Abstract

Real-time suicide registers are being established in many countries and enable regular monitoring of suspected suicides over time. The use of these data to monitor for suicide clusters is in its infancy. We sought to test the feasibility of using real-time suicide register data to detect spatiotemporal suicide clusters. Using the Victorian Suicide Register and SaTScan's spatiotemporal scan statistic, we simulated a monthly search for clusters from January 2015 to June 2022 using rolling 2-year windows of data in each search. Monthly scans were performed at three different levels of geographic granularity and for all-ages and under-25 populations. Our results indicated the rapid identification of possible suicide clusters and demonstrated a practical approach to combining real-time suicide data and scanning algorithms. We developed new model outputs that showed cluster timelines. The main limitations are that the computational burden of fitting multiple models meant we were unable to scan for ellipses and other irregular shapes and we were unable to consider space-time permutation models. Using data from a real-time suicide register, we were able to scan for space-time suicide clusters simulating the situation where the data are updated monthly with new updates.

摘要

实时自杀登记系统正在许多国家建立,能够随着时间的推移定期监测疑似自杀事件。利用这些数据来监测自杀集群仍处于起步阶段。我们试图测试使用实时自杀登记数据来检测时空自杀集群的可行性。我们使用维多利亚州自杀登记处和 SaTScan 的时空扫描统计数据,在每次搜索中使用滚动两年的数据窗口模拟了 2015 年 1 月至 2022 年 6 月的每月集群搜索。每月扫描在三个不同的地理粒度级别以及所有年龄段和 25 岁以下人群中进行。我们的结果表明可以快速识别可能的自杀集群,并展示了一种将实时自杀数据和扫描算法相结合的实用方法。我们开发了新的模型输出,显示了集群时间线。主要限制是拟合多个模型的计算负担意味着我们无法扫描椭圆和其他不规则形状,也无法考虑时空置换模型。我们使用实时自杀登记处的数据,能够模拟每月更新新数据的情况来扫描时空自杀集群。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/e4e7e52d14d7/cri_45_6_395_fig4a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/0fd9060b616a/cri_45_6_395_fig1a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/3efb78ea2ac0/cri_45_6_395_fig2a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/bc6a65d08b91/cri_45_6_395_fig3a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/e4e7e52d14d7/cri_45_6_395_fig4a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/0fd9060b616a/cri_45_6_395_fig1a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/3efb78ea2ac0/cri_45_6_395_fig2a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/bc6a65d08b91/cri_45_6_395_fig3a.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c824/11601270/e4e7e52d14d7/cri_45_6_395_fig4a.jpg

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