Waterborne Disease Outbreak Detection: A Simulation-Based Study

被引:9
|
作者
Mouly, Damien [1 ]
Goria, Sarah [1 ]
Mounie, Michael [2 ]
Beaudeau, Pascal [1 ]
Galey, Catherine [1 ]
Gallay, Anne [1 ]
Ducrot, Christian [3 ]
Le Strat, Yann [1 ]
机构
[1] French Natl Publ Hlth Agcy, Sante Publ France, F-94410 St Maurice, France
[2] Univ Paul Sabatier, CHU, Unite Devaluat Medicoecon, F-31059 Toulouse, France
[3] INRA, Unite Epidemiol Anim UR346, F-63122 St Genes Champanelle, France
关键词
waterborne disease outbreak; simulation study; health insurance data; space-time detection; CRYPTOSPORIDIUM-HOMINIS; ACUTE GASTROENTERITIS; FRANCE; INFECTION; SWEDEN;
D O I
10.3390/ijerph15071505
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Waterborne disease outbreaks (WBDOs) remain a public health issue in developed countries, but to date the surveillance of WBDOs in France, mainly based on the voluntary reporting of clusters of acute gastrointestinal infections (AGIs) by general practitioners to health authorities, is characterized by low sensitivity. In this context, a detection algorithm using health insurance data and based on a space time method was developed to improve WBDO detection. The objective of the present simulation-based study was to evaluate the performance of this algorithm for WBDO detection using health insurance data. The daily baseline counts of acute gastrointestinal infections were simulated. Two thousand simulated WBDO signals were then superimposed on the baseline data. Sensitivity (Se) and positive predictive value (PPV) were both used to evaluate the detection algorithm. Multivariate regression was also performed to identify the factors associated with WBDO detection. Almost three-quarters of the simulated WBDOs were detected (Se = 73.0%). More than 9 out of 10 detected signals corresponded to a WBDO (PPV = 90.5%). The probability of detecting a WBDO increased with the outbreak size. These results underline the value of using the detection algorithm for the implementation of a national surveillance system for WBDOs in France.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Virtualization of the Wireless Medium: a Simulation-Based Study
    Perez, Susana
    Maria Cabero, Jose
    Miguel, Eder
    2009 IEEE VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-5, 2009, : 2789 - 2793
  • [22] SINGLE SHOT STATE DETECTION IN SIMULATION-BASED LAPAROSCOPY TRAINING
    Peng, Kuo Shiuan
    Hong, Minsik
    Rozenblit, Jerzy
    Hamilton, Allan J.
    2019 SPRING SIMULATION CONFERENCE (SPRINGSIM), 2019,
  • [23] Trustworthy Building Fire Detection Framework With Simulation-Based Learning
    Kim, Young-Jin
    Kim, Hanjin
    Lee, Seunggi
    Kim, Won-Tae
    IEEE ACCESS, 2021, 9 : 55777 - 55789
  • [24] SEMI-AUTOMATIC SIMULATION-BASED BOTTLENECK DETECTION APPROACH
    Lemessi, Marco
    Rehbein, Simeon
    Rehn, Gordon
    Schulze, Thomas
    2012 WINTER SIMULATION CONFERENCE (WSC), 2012,
  • [25] A Simulation-Based Benchmark for Behavioral Anomaly Detection in Autonomous Vehicles
    Shah, Tarang
    Lepird, John R.
    Hartnett, Andrew T.
    Dolan, John M.
    2021 IEEE INTELLIGENT TRANSPORTATION SYSTEMS CONFERENCE (ITSC), 2021, : 2074 - 2081
  • [26] Simulation-based and Graph oriented Approach to Detection of Network Attacks
    Meleshko, Alexey
    Desnitsky, Vasily
    Kotenko, Igor
    2022 11TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2022, : 430 - 433
  • [27] Surveillance data for waterborne illness detection: an assessment following a massive waterborne outbreak of Cryptosporidium infection
    Proctor, ME
    Blair, KA
    Davis, JP
    EPIDEMIOLOGY AND INFECTION, 1998, 120 (01): : 43 - 54
  • [28] The comparative performance of wavelet-based outbreak detector, exponential weighted moving average, and Poisson regression-based methods in detection of pertussis outbreaks in Iranian infants: A simulation-based study
    Alimohamadi, Yousef
    Zahraei, Seyed Mohsen
    Karami, Manoochehr
    Yaseri, Mehdi
    Lotfizad, Mojtaba
    Holakouie-Naieni, Kourosh
    PEDIATRIC PULMONOLOGY, 2020, 55 (12) : 3497 - 3508
  • [29] Simulation-Based Engineering
    Lambertson, Cathleen
    R&D MAGAZINE, 2012, 54 (06): : 32 - 32
  • [30] Simulation-Based Stacking
    Yao, Yuling
    Regaldo-Saint Blancard, Bruno
    Domke, Justin
    INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 238, 2024, 238