Khan Anas A, Turki Ahmad F
Emergency Medicine Department, College of Medicine, King Saud University, Riyadh 11362, Saudi Arabia.
Global Center of Mass Gatherings Medicine, Ministry of Health, Riyadh 11451, Saudi Arabia.
Healthcare (Basel). 2024 Nov 26;12(23):2375. doi: 10.3390/healthcare12232375.
BACKGROUND/OBJECTIVES: The COVID-19 pandemic underscored the urgent need for rapid, efficient testing methods at large-scale events to control virus spread. This study leverages queueing theory to explore how different floor plan configurations affect the efficiency of Rapid Antigen Diagnostic Test (RADT) centers at mass gatherings, aiming to enhance throughput and minimize wait times.
Employing the model (Markovian Arrival Process/phase-type service distribution with c servers), this study compared the operational efficiency of RADT centers using U-shaped and straight-line floor plans. The research involved 500 healthy participants, who underwent the RADT process, including queue number issuance, registration, sample collection, sample mixing, and results dissemination. Agile management techniques were implemented to optimize operations.
The findings demonstrated that the U-shaped layout was more efficient than the straight-line configuration, reducing the average time from sample collection to results acquisition-1.6 minutes in the U-shaped layout versus 1.8 minutes in the straight-line layout. The efficiency of the U-shaped layout was particularly notable at the results stage, with statistically significant differences ( < 0.05) in reducing congestion and improving resource allocation.
The study confirms the feasibility of implementing RADT procedures at mass gatherings and identifies the U-shaped floor plan as the optimal configuration. This layout significantly enhances testing efficiency and effectiveness, suggesting its suitability for future large-scale testing scenarios. The research contributes to optimizing mass testing strategies, vital for public health emergency management during pandemics.
背景/目的:新冠疫情凸显了在大规模活动中采用快速、高效检测方法以控制病毒传播的迫切需求。本研究利用排队论来探讨不同的平面图配置如何影响大规模聚集活动中快速抗原诊断测试(RADT)中心的效率,旨在提高吞吐量并尽量减少等待时间。
本研究采用 模型(具有 c 个服务器的马尔可夫到达过程/相位型服务分布),比较了采用 U 形和直线形平面图的 RADT 中心的运营效率。研究涉及 500 名健康参与者,他们接受了 RADT 流程,包括发放排队号码、登记、样本采集、样本混合和结果发布。实施了敏捷管理技术以优化运营。
研究结果表明,U 形布局比直线形布局更高效,将从样本采集到获取结果的平均时间缩短——U 形布局为 1.6 分钟,而直线形布局为 1.8 分钟。U 形布局的效率在结果阶段尤为显著,在减少拥堵和改善资源分配方面存在统计学显著差异(<0.05)。
该研究证实了在大规模聚集活动中实施 RADT 程序的可行性,并确定 U 形平面图为最佳配置。这种布局显著提高了检测效率和效果,表明其适用于未来的大规模检测场景。该研究有助于优化大规模检测策略,这对疫情期间的公共卫生应急管理至关重要。