On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs

被引:0
|
作者
Yoav Kolumbus
Noam Nisan
机构
[1] The Hebrew University of Jerusalem,The Rachel and Selim Benin School of Computer Science and Engineering
来源
关键词
D O I
暂无
中图分类号
学科分类号
摘要
We study the effectiveness of tracking and testing policies for suppressing epidemic outbreaks. We evaluate the performance of tracking-based intervention methods on a network SEIR model, which we augment with an additional parameter to model pre-symptomatic and asymptomatic individuals, and study the effectiveness of these methods in combination with or as an alternative to quarantine and global lockdown policies. Our focus is on the basic trade-off between human-lives lost and economic costs, and on how this trade-off changes under different quarantine, lockdown, tracking, and testing policies. Our main findings are as follows: (1) Tests combined with patient quarantines reduce both economic costs and mortality, however, an extensive-scale testing capacity is required to achieve a significant improvement. (2) Tracking significantly reduces both economic costs and mortality. (3) Tracking combined with a moderate testing capacity can achieve containment without lockdowns. (4) In the presence of a flow of new incoming infections, dynamic “On–Off” lockdowns are more efficient than fixed lockdowns. In this setting as well, tracking strictly improves efficiency. The results show the extreme usefulness of policies that combine tracking and testing for reducing mortality and economic costs, and their potential to contain outbreaks without imposing any social distancing restrictions. This highlights the difficult social question of trading-off these gains against patient privacy, which is inevitably infringed by tracking.
引用
收藏
相关论文
共 50 条
  • [1] On the effectiveness of tracking and testing in SEIR models for improving health vs. economy trade-offs
    Kolumbus, Yoav
    Nisan, Noam
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [2] Multicasting vs. Broadcasting: What are the Trade-offs?
    Karaoglu, Bora
    Heinzelman, Wendi
    2010 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE GLOBECOM 2010, 2010,
  • [3] Trade-offs in lean vs. outsourced supply chains
    Swenseth, Scott R.
    Olson, David L.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2016, 54 (13) : 4065 - 4080
  • [4] Trade-offs in discretionary time: Leisure vs. sleep
    Fomberstein, K. M.
    William, J. H.
    Banks, S.
    Dinges, D. F.
    SLEEP, 2006, 29 : A371 - A372
  • [5] Accuracy vs. efficiency trade-offs in probabilistic diagnosis
    Rish, I
    Brodie, M
    Ma, S
    EIGHTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-02)/FOURTEENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-02), PROCEEDINGS, 2002, : 560 - 566
  • [6] Predicting Efficiency/Effectiveness Trade-offs for Dense vs. Sparse Retrieval Strategy Selection
    Arabzadeh, Negar
    Yan, Xinyi
    Clarke, Charles L. A.
    PROCEEDINGS OF THE 30TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT, CIKM 2021, 2021, : 2862 - 2866
  • [7] Trade-offs in overhead vs effectiveness of causality inconsistency tracking for preemptive rollback in optimistic simulation
    Quaglia, F
    Santoro, A
    Ciciani, B
    SIXTH IEEE INTERNATIONAL WORKSHOP ON DISTRIBUTED SIMULATION AND REAL-TIME APPLICATIONS, PROCEEDINGS, 2002, : 63 - 70
  • [8] Dimension integration: Testing models without trade-offs
    Birnbaum, Michael H.
    LaCroix, Adam R.
    ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 2008, 105 (01) : 122 - 133
  • [9] Numbers vs. Rights: Trade-offs and guest worker programs
    Ruhs, Martin
    Martin, Philip
    INTERNATIONAL MIGRATION REVIEW, 2008, 42 (01) : 249 - 265
  • [10] Efficiency vs. linearity trade-offs in outphasing power amplifiers
    El-Asmar, M.
    Hamdane, W.
    Birafane, A.
    Kouki, A. B.
    2008 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, VOLS 1-4, 2008, : 1112 - 1115