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中东和北非地区应对化学、生物、放射性和核事件的准备和应对策略:人工智能增强型德尔菲法。

Preparedness and Response Strategies for Chemical, Biological, Radiological, and Nuclear Incidents in the Middle East and North Africa: An Artificial Intelligence-Enhanced Delphi Approach.

机构信息

Ambulance Service, Hamad Medical Corporation, Doha, Qatar.

Faculty of Medicine "Ibn El Jazzar," University of Sousse, Sousse, Tunisia.

出版信息

Disaster Med Public Health Prep. 2024 Oct 30;18:e244. doi: 10.1017/dmp.2024.160.

DOI:10.1017/dmp.2024.160
PMID:39473368
Abstract

OBJECTIVE

Chemical, biological, radiological, and nuclear (CBRN) incidents require meticulous preparedness, particularly in the Middle East and North Africa (MENA) region. This study evaluated CBRN response operational flowcharts, tabletop training scenarios methods, and a health sector preparedness assessment tool specific to the MENA region.

METHODS

An online Delphi survey engaging international disaster medicine experts was conducted. Content validity indices (CVIs) were used to validate the items. Consensus metrics, including interquartile ranges (IQRs) and Kendall's W coefficient, were utilized to assess the panelists' agreement levels. Advanced artificial intelligence computing methods, including sentiment analysis and machine-learning methods (t-distributed stochastic neighbor embedding [t-SNE] and k-means), were used to cluster the consensus data.

RESULTS

Forty experts participated in this study. The item-level CVIs for the CBRN response flowcharts, preparedness assessment tool, and tabletop scenarios were 0.96, 0.85, and 0.84, respectively, indicating strong content validity. Consensus analysis demonstrated an IQR of 0 for most items and a strong Kendall's W coefficient, indicating a high level of agreement among the panelists. The t-SNE and k-means identified four clusters with greater European response engagement.

CONCLUSIONS

This study validated essential CBRN preparedness and response tools using broad expert consensus, demonstrating their applicability across different geographic areas.

摘要

目的

化学、生物、放射性和核(CBRN)事件需要精心准备,特别是在中东和北非(MENA)地区。本研究评估了针对 MENA 地区的 CBRN 应对操作流程图、桌面培训情景方法和卫生部门准备情况评估工具。

方法

采用在线德尔菲调查方法,邀请国际灾难医学专家参与。采用内容有效性指数(CVI)对项目进行验证。采用一致性指标,包括四分位间距(IQR)和 Kendall W 系数,评估小组成员的一致性水平。采用高级人工智能计算方法,包括情感分析和机器学习方法(t 分布随机邻域嵌入[t-SNE]和 k-均值),对共识数据进行聚类。

结果

40 名专家参与了这项研究。CBRN 应对流程图、准备情况评估工具和桌面情景的项目级 CVI 分别为 0.96、0.85 和 0.84,表明内容有效性很强。一致性分析表明,大多数项目的 IQR 为 0,Kendall W 系数很强,表明小组成员之间高度一致。t-SNE 和 k-均值确定了四个具有更高欧洲应对参与度的聚类。

结论

本研究采用广泛的专家共识验证了重要的 CBRN 准备和应对工具,表明它们在不同地理区域具有适用性。

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