A New Statistical Method to Detect Disease Outbreaks from Hospital Emergency Department Data

被引:0
作者
Yoon, Jin [1 ]
Boyle, Justin [1 ]
机构
[1] Australian E Hlth Res Ctr, Commonwealth Sci & Ind Res Org Hlth & Biosecur, Herston, Australia
来源
MEDINFO 2023 - THE FUTURE IS ACCESSIBLE | 2024年 / 310卷
关键词
Disease outbreaks; influenza; human; data science; facilities and services utilization; COVID-19; SURVEILLANCE;
D O I
10.3233/SHTI231092
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Early detection and prediction of disease outbreaks are crucial for public health service delivery, containment response, saving patient lives, and reducing costs. We propose a new data-driven statistical methodology for outbreak detection and prediction based on routinely collected hospital Emergency Department data. The time between consecutive ED presentations matching a diagnosis of interest forms the basis of a novel index measure to signal that an outbreak has occurred. We validate the method using historical presentations of influenza-like illness made to a large sample of public hospital EDs in 2020 and compare outbreaks identified by the method with the start of the first wave of COVID-19. The method shows promise within the field of disease outbreak detection.
引用
收藏
页码:886 / 890
页数:5
相关论文
共 50 条
  • [31] Characteristics of self-harm presentations to the emergency department of the Royal Melbourne Hospital, 2012-2019: Data from the Self-Harm Monitoring System for Victoria
    Witt, Katrina
    Rajaram, Gowri
    Lamblin, Michelle
    Knott, Jonathan
    Dean, Angela
    Spittal, Matthew J.
    Carter, Greg
    Page, Andrew
    Pirkis, Jane
    Robinson, Jo
    AUSTRALASIAN EMERGENCY CARE, 2023, 26 (03) : 230 - 238
  • [32] Tick bite and Lyme disease-related emergency department encounters in New Hampshire, 2010-2014
    Daly, E. R.
    Fredette, C.
    Mathewson, A. A.
    Dufault, K.
    Swenson, D. J.
    Chan, B. P.
    ZOONOSES AND PUBLIC HEALTH, 2017, 64 (08) : 655 - 661
  • [33] A longitudinal environmental surveillance study for SARS-CoV-2 from the emergency department of a teaching hospital in Hong Kong
    Yung, L.
    Leung, L. Y.
    Lee, K. H.
    Morrell, S.
    Fong, M. W.
    Fung, N. H. Y.
    Cheng, K. L.
    Kaewpreedee, P.
    Li, Y.
    Cowling, B. J.
    Lau, E. H. Y.
    Hui, D. S. C.
    Graham, C. A.
    Yen, H. -l.
    JOURNAL OF HOSPITAL INFECTION, 2023, 138 : 34 - 41
  • [34] A recent history of disease outbreaks in Kenya, 2007-2022: Findings from routine surveillance data
    Geteri, Farida
    Dawa, Jeanette
    Gachohi, John
    Kadivane, Samuel
    Humwa, Felix
    Okunga, Emmanuel
    BMC RESEARCH NOTES, 2024, 17 (01)
  • [35] Decreased Hospital Visits and Increased Mortality Rate in Emergency Department during the COVID-19 Pandemic: Evidence from Albania
    Bucaj, Jorgjia
    Mechili, Enkeleint A.
    Galanis, Petros
    Mersini, Bruna
    Nika, Sonila
    Hoxhaj, Inis
    Likaj, Stefano
    Patelarou, Athina E.
    Patelarou, Evridiki
    ACTA MEDICA LITUANICA, 2022, 29 (01) : 58 - 68
  • [36] Characteristics of COVID-19 patients with bacterial coinfection admitted to the hospital from the emergency department in a large regional healthcare system
    Lardaro, Thomas
    Wang, Alfred Z.
    Bucca, Antonino
    Croft, Alexander
    Glober, Nancy
    Holt, Daniel B.
    Musey, Paul I., Jr.
    Peterson, Kelli D.
    Trigonis, Russell A.
    Schaffer, Jason T.
    Hunter, Benton R.
    JOURNAL OF MEDICAL VIROLOGY, 2021, 93 (05) : 2883 - 2889
  • [37] PREPAREDNESS OF OUR EMERGENCY DEPARTMENT DURING THE CORONAVIRUS DISEASE OUTBREAK FROM THE NURSES' PERSPECTIVES: A QUALITATIVE RESEARCH STUDY
    Hou, Yongchao
    Zhou, Qian
    Li, Dongzhi
    Guo, Yanhua
    Fan, Jingjing
    Wang, Juzi
    JOURNAL OF EMERGENCY NURSING, 2020, 46 (06) : 848 - +
  • [38] CovHos, a New Score to Predict the Need of Hospitalization for Coronavirus Disease 2019 (COVID-19) Patients at the Emergency Department
    Salvatore, Veronica
    Gianstefani, Alice
    Farina, Gabriele
    Carletti, Ilaria
    Carpentieri, Nicoletta
    Tinuper, Anna Laura
    Trabalza, Francesca
    Grignaschi, Alice
    Giostra, Fabrizio
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2021, 13 (10)
  • [39] Impact of Coronavirus Disease 2019 (COVID-19) on emergency department visits for ectopic pregnancies in New York City
    Dabney, Lisa
    Karotkin, Liza
    Seaman, Catherine
    Xiang, Jackie
    Rozov, Jaqueline
    Kinsey, Elizabeth
    Andiman, Sarah
    Hardart, Anne
    CLINICAL AND EXPERIMENTAL OBSTETRICS & GYNECOLOGY, 2022, 49 (03)
  • [40] Clinical and ethical challenges for emergency departments during communicable disease outbreaks: Can lessons from Ebola Virus Disease be applied to the COVID-19 pandemic?
    Markwell, Alexandra
    Mitchell, Rob
    Wright, April L.
    Brown, Anthony F. T.
    EMERGENCY MEDICINE AUSTRALASIA, 2020, 32 (03) : 520 - 524