Nonlinear time-series forecasts for decision support: short-term demand for ICU beds in Santiago, Chile, during the 2021 COVID-19 pandemic

被引:5
|
作者
Quiroga, Bernardo F. [1 ]
Alberto Vasquez, Cristian [1 ]
Ignacia Vicuna, Maria [1 ]
机构
[1] Pontificia Univ Catolica Chile, Sch Management, Av Vicuna Mackenna 4860, Santiago 7820436, RM, Chile
关键词
COVID-19; modeling biological systems; infectious disease dynamics; time series forecasting; RICHARDS MODEL;
D O I
10.1111/itor.13222
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In Chile, due to the explosive increase of new Coronavirus disease 2019 (COVID-19) cases during the first part of 2021, the ability of health services to accommodate new incoming cases was jeopardized. It has become necessary to be able to manage intensive care unit (ICU) capacity, and for this purpose, monitoring both the evolution of new cases and the demand for ICU beds has become urgent. This paper presents short-term forecast models for the number of new cases and the number of COVID-19 patients admitted to ICUs in the Metropolitan Region in Chile.
引用
收藏
页码:3400 / 3428
页数:29
相关论文
共 50 条
  • [1] Short-term forecasts of the COVID-19 pandemic: a study case of Cameroon
    Nkwayep, C. Hameni
    Bowong, S.
    Tewa, J. J.
    Kurths, J.
    CHAOS SOLITONS & FRACTALS, 2020, 140
  • [2] Transmission Dynamics and Short-Term Forecasts of COVID-19: Nepal 2020/2021
    Dahal, Sushma
    Luo, Ruiyan
    Subedi, Raj Kumar
    Dhimal, Meghnath
    Chowell, Gerardo
    EPIDEMIOLOGIA, 2021, 2 (04): : 639 - 659
  • [3] Management of appendicitis during COVID-19 pandemic; short-term outcomes
    Ganesh, Radhakrishnan
    Lucocq, James
    Ekpete, Neville Ogbonnia
    Ul Ain, Noor
    Lim, Su Kwan
    Alwash, Al
    Bibi, Saira
    Alijani, Afshin
    SCOTTISH MEDICAL JOURNAL, 2020, 65 (04) : 144 - 148
  • [4] Short-Term Hip Fracture Outcomes during the COVID-19 Pandemic
    Walters, Samuel
    Raja, Hassan
    Ahmad, Rachel
    Tsitskaris, Konstantinos
    SURGERY JOURNAL, 2022, 08 (01) : E8 - E13
  • [5] The impact of lockdown, fatigue, and social interaction on highway demand during the COVID-19 pandemic: The case of Santiago, Chile
    Basso, Franco
    Batarce, Marco
    Pezoa, Raul
    Villalobos, Matias
    Varas, Mauricio
    SUSTAINABLE CITIES AND SOCIETY, 2024, 101
  • [6] Multivariate time-series blood donation/demand forecasting for resilient supply chain management during COVID-19 pandemic
    Shokouhifar, Mohammad
    Ranjbarimesan, Mahtab
    CLEANER LOGISTICS AND SUPPLY CHAIN, 2022, 5
  • [7] Activity and short-term outcomes of kidney transplantation during the COVID-19 pandemic
    Calleja Hermosa, P.
    Varea Malo, R.
    Campos Juanatey, F.
    Rodrigo Calabia, E.
    Aguilera Fernandez, A.
    Fernandez Guzman, E.
    Dominguez Esteban, M.
    Ballestero Diego, R.
    Zubillaga Guerrero, S.
    Gutierrez Banos, J. L.
    ACTAS UROLOGICAS ESPANOLAS, 2021, 45 (02): : 116 - 123
  • [8] Energy Consumption Forecasting in Commercial Buildings during the COVID-19 Pandemic: A Multivariate Multilayered Long-Short Term Memory Time-Series Model with Knowledge Injection
    Dinh, Tan Ngoc
    Thirunavukkarasu, Gokul Sidarth
    Seyedmahmoudian, Mehdi
    Mekhilef, Saad
    Stojcevski, Alex
    SUSTAINABILITY, 2023, 15 (17)
  • [9] The Unusual Increase in Suicides Among Women in Japan During the COVID-19 Pandemic: A Time-series Analysis Until October 2021
    Kikuchi, Kohtaro
    Anzai, Tatsuhiko
    Takahashi, Kunihiko
    JOURNAL OF EPIDEMIOLOGY, 2023, 33 (01) : 45 - 51
  • [10] Impact of Short-Term Air Pollution on Respiratory Infections: A Time-Series Analysis of COVID-19 Cases in California during the 2020 Wildfire Season
    Ademu, Lilian Ouja
    Gao, Jingjing
    Thompson, Onah Peter
    Ademu, Lawrence Anebi
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (09)