Optimal allocation strategies for prioritized geographical vaccination for Covid-19

While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaignfls efficacy in averting damaging...

Full description

Saved in:
Bibliographic Details
Published inPhysica A Vol. 607; p. 128166
Main Authors Ghazal, Ikram, Rachadi, Abdeljalil, Ez-Zahraouy, Hamid
Format Journal Article
LanguageEnglish
Published Netherlands Elsevier B.V 01.12.2022
Subjects
Online AccessGet full text

Cover

Loading…
Abstract While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaignfls efficacy in averting damaging outcomes. In the context of a limited and intermittent COVID-19 supply, we investigate spatial prioritization strategies based on six metrics using the SLIR compartmental epidemic model. We found that the strategy based on the prevalence of susceptible individuals is optimal especially in early interventions and for intermediate values of vaccination rate. It minimizes the cumulative incidence and consequently averts most infections. Our results suggest also that a better performance is obtained if the single batch allocation is supplemented with one or more updating of the priority list. Moreover, the splitting of supply in two or more batches may significantly improve the optimality of the operation. •Optimal geographical allocation strategies for COVID-19 vaccine prioritization under limited supply assumptions are studied.•This study is based on the modeling of the epidemic using the compartmental model SLIR.•Among six strategies used in this work, the one based on the prevalence of susceptible individuals, shows good performance in reducing the cumulative incidence and mitigating the epidemic as well.•Different supply scenarios are investigated. The best supply scenarios are those based on one or more update of the priority list to account for the changing epidemic situation.
AbstractList While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaignfls efficacy in averting damaging outcomes. In the context of a limited and intermittent COVID-19 supply, we investigate spatial prioritization strategies based on six metrics using the SLIR compartmental epidemic model. We found that the strategy based on the prevalence of susceptible individuals is optimal especially in early interventions and for intermediate values of vaccination rate. It minimizes the cumulative incidence and consequently averts most infections. Our results suggest also that a better performance is obtained if the single batch allocation is supplemented with one or more updating of the priority list. Moreover, the splitting of supply in two or more batches may significantly improve the optimality of the operation.
While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaignfls efficacy in averting damaging outcomes. In the context of a limited and intermittent COVID-19 supply, we investigate spatial prioritization strategies based on six metrics using the SLIR compartmental epidemic model. We found that the strategy based on the prevalence of susceptible individuals is optimal especially in early interventions and for intermediate values of vaccination rate. It minimizes the cumulative incidence and consequently averts most infections. Our results suggest also that a better performance is obtained if the single batch allocation is supplemented with one or more updating of the priority list. Moreover, the splitting of supply in two or more batches may significantly improve the optimality of the operation.While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaignfls efficacy in averting damaging outcomes. In the context of a limited and intermittent COVID-19 supply, we investigate spatial prioritization strategies based on six metrics using the SLIR compartmental epidemic model. We found that the strategy based on the prevalence of susceptible individuals is optimal especially in early interventions and for intermediate values of vaccination rate. It minimizes the cumulative incidence and consequently averts most infections. Our results suggest also that a better performance is obtained if the single batch allocation is supplemented with one or more updating of the priority list. Moreover, the splitting of supply in two or more batches may significantly improve the optimality of the operation.
While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaign fl s efficacy in averting damaging outcomes. In the context of a limited and intermittent COVID-19 supply, we investigate spatial prioritization strategies based on six metrics using the SLIR compartmental epidemic model. We found that the strategy based on the prevalence of susceptible individuals is optimal especially in early interventions and for intermediate values of vaccination rate. It minimizes the cumulative incidence and consequently averts most infections. Our results suggest also that a better performance is obtained if the single batch allocation is supplemented with one or more updating of the priority list. Moreover, the splitting of supply in two or more batches may significantly improve the optimality of the operation.
While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of limited supplies. We wonder whether suitable spatial allocation strategies might significantly improve a campaignfls efficacy in averting damaging outcomes. In the context of a limited and intermittent COVID-19 supply, we investigate spatial prioritization strategies based on six metrics using the SLIR compartmental epidemic model. We found that the strategy based on the prevalence of susceptible individuals is optimal especially in early interventions and for intermediate values of vaccination rate. It minimizes the cumulative incidence and consequently averts most infections. Our results suggest also that a better performance is obtained if the single batch allocation is supplemented with one or more updating of the priority list. Moreover, the splitting of supply in two or more batches may significantly improve the optimality of the operation. •Optimal geographical allocation strategies for COVID-19 vaccine prioritization under limited supply assumptions are studied.•This study is based on the modeling of the epidemic using the compartmental model SLIR.•Among six strategies used in this work, the one based on the prevalence of susceptible individuals, shows good performance in reducing the cumulative incidence and mitigating the epidemic as well.•Different supply scenarios are investigated. The best supply scenarios are those based on one or more update of the priority list to account for the changing epidemic situation.
ArticleNumber 128166
Author Rachadi, Abdeljalil
Ghazal, Ikram
Ez-Zahraouy, Hamid
Author_xml – sequence: 1
  givenname: Ikram
  surname: Ghazal
  fullname: Ghazal, Ikram
  email: gh.ikram2021@gmail.com
– sequence: 2
  givenname: Abdeljalil
  surname: Rachadi
  fullname: Rachadi, Abdeljalil
– sequence: 3
  givenname: Hamid
  surname: Ez-Zahraouy
  fullname: Ez-Zahraouy, Hamid
BackLink https://www.ncbi.nlm.nih.gov/pubmed/36090308$$D View this record in MEDLINE/PubMed
BookMark eNp9Uc1P2zAUtyYQFMZfMGnKkUu65484zmGTUAVsElIPsLPlOC-tqzQOdlqJ_fVzSYfYhdOT_H5ffr8LctL7Hgn5QmFOgcpvm_mwfolmzoCxOWWKSvmJzKgqec4orU7IDHipcsFLek4uYtwAAC05OyPnXEIFHNSMPC6H0W1Nl5mu89aMzvdZHIMZceUwZq0P2RCcD250f7DJVuhXwQxrZxNlb6x1_cQ5ABd-75qcVp_JaWu6iFfHeUl-390-LX7mD8v7X4ubh9xyXo05U3VBS7CGcZG-YGhdFwUXlWxEkV5tW1ujalStEAi2AVUVWKtSFUqYhtaMX5Ifk-6wq7fYWOxT8E6nvFsTXrQ3Tv-_6d1ar_xeV0JICTIJXB8Fgn_eYRz11kWLXWd69LuoWUkFSBDs4MUnqA0-xoDtmw0FfahDb_RrHfpQh57qSKyv7xO-cf7dPwG-TwBMd9o7DDpah73FxgW0o268-9DgLzA1oH0
Cites_doi 10.1056/NEJMc2001272
10.1016/S2214-109X(20)30310-7
10.1007/s11071-020-05743-y
10.1038/s41598-020-78447-3
10.1126/sciadv.abf1374
10.1093/aje/kwh092
10.1038/s41418-020-0530-3
10.1126/science.abd2161
10.1126/science.abe6959
10.1073/pnas.2025786118
10.1126/science.abb4218
10.1016/j.jocs.2021.101419
10.1016/0025-5564(85)90064-1
10.1016/j.ijid.2020.12.075
10.1371/journal.pcbi.1006127
10.1038/s41586-020-2008-3
10.3390/jcm9020462
10.3390/jcm10040591
10.1016/j.jocs.2010.07.002
10.1016/j.chaos.2020.110173
10.1038/s41591-020-01172-x
10.1056/NEJMoa2001017
10.1073/pnas.0906910106
10.1371/journal.pcbi.1008849
ContentType Journal Article
Copyright 2022 Elsevier B.V.
2022 Elsevier B.V. All rights reserved.
2022 Elsevier B.V. All rights reserved. 2022 Elsevier B.V.
Copyright_xml – notice: 2022 Elsevier B.V.
– notice: 2022 Elsevier B.V. All rights reserved.
– notice: 2022 Elsevier B.V. All rights reserved. 2022 Elsevier B.V.
DBID NPM
AAYXX
CITATION
7X8
5PM
DOI 10.1016/j.physa.2022.128166
DatabaseName PubMed
CrossRef
MEDLINE - Academic
PubMed Central (Full Participant titles)
DatabaseTitle PubMed
CrossRef
MEDLINE - Academic
DatabaseTitleList PubMed
MEDLINE - Academic


Database_xml – sequence: 1
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
DeliveryMethod fulltext_linktorsrc
Discipline Physics
EISSN 1873-2119
0378-4371
EndPage 128166
ExternalDocumentID 10_1016_j_physa_2022_128166
36090308
S0378437122007245
Genre Journal Article
GroupedDBID --K
--M
-DZ
-~X
.~1
0R~
1B1
1RT
1~.
1~5
4.4
457
4G.
7-5
71M
8P~
9JN
9JO
AABNK
AACTN
AAEDT
AAEDW
AAIAV
AAIKJ
AAKOC
AALRI
AAOAW
AAPFB
AAXUO
ABAOU
ABMAC
ABNEU
ABYKQ
ACAZW
ACDAQ
ACFVG
ACGFS
ACNCT
ACRLP
ADBBV
ADEZE
ADFHU
ADGUI
AEBSH
AEKER
AEYQN
AFFNX
AFKWA
AFTJW
AGHFR
AGTHC
AGUBO
AGYEJ
AHHHB
AIEXJ
AIGVJ
AIIAU
AIKHN
AITUG
AIVDX
AJOXV
ALMA_UNASSIGNED_HOLDINGS
AMFUW
AMRAJ
ARUGR
AXJTR
AXLSJ
BKOJK
BLXMC
EBS
EFJIC
EFLBG
EO8
EO9
EP2
EP3
F5P
FDB
FIRID
FNPLU
FYGXN
G-Q
GBLVA
IHE
IXIXF
J1W
K-O
KOM
M38
M41
MHUIS
MO0
N9A
O-L
O9-
OAUVE
OGIMB
OZT
P-8
P-9
P2P
PC.
Q38
RNS
ROL
RPZ
SDF
SDG
SDP
SES
SPC
SPCBC
SPD
SSB
SSF
SSQ
SSW
SSZ
T5K
TN5
TWZ
WH7
XPP
YNT
ZMT
~02
~G-
AAQFI
AAXKI
ADVLN
NPM
RIG
29O
5VS
6TJ
AAFFL
AAQXK
AAYXX
ABFNM
ABTAH
ABXDB
ACNNM
ACROA
ADMUD
AFJKZ
AFODL
AJWLA
ASPBG
AVWKF
AZFZN
BBWZM
BEHZQ
BEZPJ
BGSCR
BNTGB
BPUDD
BULVW
BZJEE
CITATION
EJD
FEDTE
FGOYB
HMV
HVGLF
HZ~
MVM
NDZJH
R2-
SEW
SPG
VOH
WUQ
XJT
XOL
YYP
ZY4
7X8
5PM
ID FETCH-LOGICAL-c339t-28b5170ca234022a1bb553496d450cacfbca8be8f44e0cd0895eb878584ad1b23
IEDL.DBID .~1
ISSN 0378-4371
IngestDate Tue Sep 17 21:32:01 EDT 2024
Sat Oct 26 04:03:36 EDT 2024
Thu Sep 26 16:45:12 EDT 2024
Sat Nov 02 12:15:12 EDT 2024
Fri Feb 23 02:38:04 EST 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Keywords Virus
COVID-19
Epidemic
Spatial
Vaccination
Prioritization
Limited supply
Geographical
Language English
License 2022 Elsevier B.V. All rights reserved.
Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c339t-28b5170ca234022a1bb553496d450cacfbca8be8f44e0cd0895eb878584ad1b23
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
OpenAccessLink https://pubmed.ncbi.nlm.nih.gov/PMC9446606
PMID 36090308
PQID 2714060422
PQPubID 23479
PageCount 1
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_9446606
proquest_miscellaneous_2714060422
crossref_primary_10_1016_j_physa_2022_128166
pubmed_primary_36090308
elsevier_sciencedirect_doi_10_1016_j_physa_2022_128166
PublicationCentury 2000
PublicationDate 2022-12-01
PublicationDateYYYYMMDD 2022-12-01
PublicationDate_xml – month: 12
  year: 2022
  text: 2022-12-01
  day: 01
PublicationDecade 2020
PublicationPlace Netherlands
PublicationPlace_xml – name: Netherlands
PublicationTitle Physica A
PublicationTitleAlternate Physica A
PublicationYear 2022
Publisher Elsevier B.V
Publisher_xml – name: Elsevier B.V
References Candido, Claro, De Jesus, Souza, Moreira, Dellicour, Mellan, Du Plessis, Pereira, Sales (b6) 2020; 369
Lemaitre, Pasetto, Zanon, Bertuzzo, Mari, Miccoli, Casagrandi, Gatto, Rinaldo (b27) 2021
Biggerstaff (b25) 2020
Balcan, Colizza, Gonçalves, Hu, Ramasco, Vespignani (b15) 2009; 106
(b32) 2015
Wu, Zhao, Yu, Chen, Wang, Song, Hu, Tao, Tian, Pei (b2) 2020; 579
Rodríguez, Patón, Acuña (b8) 2020
Gorbalenya, Baker, Baric, Groot, Drosten, Gulyaeva, Haagmans, Lauber, Leontovich, Neuman (b4) 2020
Shi, Wang, Shao, Huang, Gan, Huang, Bucci, Piacentini, Ippolito, Melino (b5) 2020; 27
He, Peng, Sun (b9) 2020; 101
Longini, Halloran, Nizam, Yang (b14) 2004; 159
Lee, Chao, Lemaitre, Matrajt, Pasetto, Perez-Saez, Finger, Rinaldo, Sugimoto, Halloran (b29) 2020; 8
Tang, Wang, Li, Bragazzi, Tang, Xiao, Wu (b10) 2020; 9
Balcan, Gonçalves, Hu, Ramasco, Colizza, Vespignani (b16) 2010; 1
Kraemer, Yang, Gutierrez, Wu, Klein, Pigott, Group, du Plessis, Faria, Li (b11) 2020; 368
Gallagher, Sieben, Nelson, Kraay, Orenstein, Lopman, Handel, Koelle (b20) 2021; 27
Pasetto, Finger, Camacho, Grandesso, Cohuet, Lemaitre, Azman, Luquero, Bertuzzo, Rinaldo (b28) 2018; 14
Matrajt, Eaton, Leung, Brown (b17) 2021; 7
Bubar, Reinholt, Kissler, Lipsitch, Cobey, Grad, Larremore (b18) 2021; 371
Babus, Das, Lee (b26) 2020
Buckner, Chowell, Springborn (b24) 2021; 118
Shim (b22) 2021; 10
Foy, Wahl, Mehta, Shet, Menon, Britto (b21) 2021; 103
Phan, Nguyen, Luong, Nguyen, Nguyen, Le, Nguyen, Cao, Pham (b3) 2020; 382
Chen, Li, Simchi-Levi, Zhao (b19) 2020
Samui, Mondal, Khajanchi (b7) 2020; 140
Castonguay, Blackwood, Howerton, Shea, Sims, Sanchirico (b30) 2021
Qian, Bhowmick, O’Neill, Ramisetty-Mikler, Mikler (b12) 2021; 54
Rvachev, Longin (b13) 1985; 75
Moore, Hill, Dyson, Tildesley, Keeling (b23) 2021; 17
Grauer, Löwen, Liebchen (b31) 2020; 10
Zhu, Zhang, Wang, Li, Yang, Song, Zhao, Huang, Shi, Lu (b1) 2020
Zhu (10.1016/j.physa.2022.128166_b1) 2020
Biggerstaff (10.1016/j.physa.2022.128166_b25) 2020
Wu (10.1016/j.physa.2022.128166_b2) 2020; 579
Pasetto (10.1016/j.physa.2022.128166_b28) 2018; 14
Gorbalenya (10.1016/j.physa.2022.128166_b4) 2020
Longini (10.1016/j.physa.2022.128166_b14) 2004; 159
Castonguay (10.1016/j.physa.2022.128166_b30) 2021
Matrajt (10.1016/j.physa.2022.128166_b17) 2021; 7
(10.1016/j.physa.2022.128166_b32) 2015
Lee (10.1016/j.physa.2022.128166_b29) 2020; 8
Lemaitre (10.1016/j.physa.2022.128166_b27) 2021
Babus (10.1016/j.physa.2022.128166_b26) 2020
Shim (10.1016/j.physa.2022.128166_b22) 2021; 10
Qian (10.1016/j.physa.2022.128166_b12) 2021; 54
Kraemer (10.1016/j.physa.2022.128166_b11) 2020; 368
Balcan (10.1016/j.physa.2022.128166_b16) 2010; 1
Foy (10.1016/j.physa.2022.128166_b21) 2021; 103
Rodríguez (10.1016/j.physa.2022.128166_b8) 2020
Rvachev (10.1016/j.physa.2022.128166_b13) 1985; 75
Gallagher (10.1016/j.physa.2022.128166_b20) 2021; 27
Phan (10.1016/j.physa.2022.128166_b3) 2020; 382
Shi (10.1016/j.physa.2022.128166_b5) 2020; 27
Bubar (10.1016/j.physa.2022.128166_b18) 2021; 371
Buckner (10.1016/j.physa.2022.128166_b24) 2021; 118
Balcan (10.1016/j.physa.2022.128166_b15) 2009; 106
Moore (10.1016/j.physa.2022.128166_b23) 2021; 17
He (10.1016/j.physa.2022.128166_b9) 2020; 101
Grauer (10.1016/j.physa.2022.128166_b31) 2020; 10
Chen (10.1016/j.physa.2022.128166_b19) 2020
Candido (10.1016/j.physa.2022.128166_b6) 2020; 369
Tang (10.1016/j.physa.2022.128166_b10) 2020; 9
Samui (10.1016/j.physa.2022.128166_b7) 2020; 140
References_xml – year: 2020
  ident: b8
  article-title: COVID-19 vaccine prioritisation to the groups with the most interactions can substantially reduce total fatalities
  contributor:
    fullname: Acuña
– volume: 9
  start-page: 462
  year: 2020
  ident: b10
  article-title: Estimation of the transmission risk of the 2019-nCoV and its implication for public health interventions
  publication-title: J. Clin. Med.
  contributor:
    fullname: Wu
– volume: 8
  start-page: e1081
  year: 2020
  end-page: e1089
  ident: b29
  article-title: Achieving coordinated national immunity and cholera elimination in haiti through vaccination: A modelling study
  publication-title: Lancet Glob. Health
  contributor:
    fullname: Halloran
– volume: 10
  start-page: 591
  year: 2021
  ident: b22
  article-title: Optimal allocation of the limited COVID-19 vaccine supply in South Korea
  publication-title: J. Clin. Med.
  contributor:
    fullname: Shim
– volume: 7
  start-page: eabf1374
  year: 2021
  ident: b17
  article-title: Vaccine optimization for COVID-19: Who to vaccinate first?
  publication-title: Sci. Adv.
  contributor:
    fullname: Brown
– volume: 54
  year: 2021
  ident: b12
  article-title: Applying a probabilistic infection model for studying contagion processes in contact networks
  publication-title: J. Comput. Sci.
  contributor:
    fullname: Mikler
– volume: 579
  start-page: 265
  year: 2020
  end-page: 269
  ident: b2
  article-title: A new coronavirus associated with human respiratory disease in China
  publication-title: Nature
  contributor:
    fullname: Pei
– volume: 14
  year: 2018
  ident: b28
  article-title: Near real-time forecasting for cholera decision making in Haiti after Hurricane Matthew
  publication-title: PLoS Comput. Biol.
  contributor:
    fullname: Rinaldo
– volume: 27
  start-page: 1451
  year: 2020
  end-page: 1454
  ident: b5
  article-title: COVID-19 infection: The perspectives on immune responses
  publication-title: Cell Death Differ.
  contributor:
    fullname: Melino
– year: 2020
  ident: b19
  article-title: Allocation of COVID-19 vaccines under limited supply
  contributor:
    fullname: Zhao
– year: 2021
  ident: b30
  article-title: Spatial allocation of scarce vaccine and antivirals for COVID-19
  contributor:
    fullname: Sanchirico
– volume: 10
  start-page: 1
  year: 2020
  end-page: 10
  ident: b31
  article-title: Strategic spatiotemporal vaccine distribution increases the survival rate in an infectious disease like COVID-19
  publication-title: Sci. Rep.
  contributor:
    fullname: Liebchen
– volume: 106
  start-page: 21484
  year: 2009
  end-page: 21489
  ident: b15
  article-title: Multiscale mobility networks and the spatial spreading of infectious diseases
  publication-title: Proc. Natl. Acad. Sci.
  contributor:
    fullname: Vespignani
– volume: 27
  start-page: 4
  year: 2021
  end-page: 5
  ident: b20
  article-title: Indirect benefits are a crucial consideration when evaluating SARS-CoV-2 vaccine candidates
  publication-title: Nat. Med.
  contributor:
    fullname: Koelle
– volume: 75
  start-page: 3
  year: 1985
  end-page: 22
  ident: b13
  article-title: A mathematical model for the global spread of influenza
  publication-title: Math. Biosci.
  contributor:
    fullname: Longin
– year: 2015
  ident: b32
  article-title: 2011–2015 5-year ACS commuting flows
– volume: 382
  start-page: 872
  year: 2020
  end-page: 874
  ident: b3
  article-title: Importation and human-to-human transmission of a novel coronavirus in Vietnam
  publication-title: N. Engl. J. Med.
  contributor:
    fullname: Pham
– year: 2020
  ident: b25
  article-title: Modeling strategies for the initial allocation of SARS-CoV-2 vaccines
  contributor:
    fullname: Biggerstaff
– volume: 17
  year: 2021
  ident: b23
  article-title: Modelling optimal vaccination strategy for SARS-CoV-2 in the UK
  publication-title: PLoS Comput. Biol.
  contributor:
    fullname: Keeling
– volume: 368
  start-page: 493
  year: 2020
  end-page: 497
  ident: b11
  article-title: The effect of human mobility and control measures on the COVID-19 epidemic in China
  publication-title: Science
  contributor:
    fullname: Li
– volume: 159
  start-page: 623
  year: 2004
  end-page: 633
  ident: b14
  article-title: Containing pandemic influenza with antiviral agents
  publication-title: Am. J. Epidemiol.
  contributor:
    fullname: Yang
– year: 2020
  ident: b1
  article-title: A novel coronavirus from patients with pneumonia in China, 2019
  publication-title: N. Engl. J. Med.
  contributor:
    fullname: Lu
– volume: 369
  start-page: 1255
  year: 2020
  end-page: 1260
  ident: b6
  article-title: Evolution and epidemic spread of SARS-CoV-2 in Brazil
  publication-title: Science
  contributor:
    fullname: Sales
– volume: 103
  start-page: 431
  year: 2021
  end-page: 438
  ident: b21
  article-title: Comparing COVID-19 vaccine allocation strategies in India: A mathematical modelling study
  publication-title: Int. J. Infect. Dis.
  contributor:
    fullname: Britto
– volume: 1
  start-page: 132
  year: 2010
  end-page: 145
  ident: b16
  article-title: Modeling the spatial spread of infectious diseases: The global epidemic and mobility computational model
  publication-title: J. Comput. Sci.
  contributor:
    fullname: Vespignani
– volume: 140
  year: 2020
  ident: b7
  article-title: A mathematical model for COVID-19 transmission dynamics with a case study of India
  publication-title: Chaos Solitons Fractals
  contributor:
    fullname: Khajanchi
– volume: 118
  year: 2021
  ident: b24
  article-title: Dynamic prioritization of COVID-19 vaccines when social distancing is limited for essential workers
  publication-title: Proc. Natl. Acad. Sci.
  contributor:
    fullname: Springborn
– year: 2020
  ident: b26
  article-title: The optimal allocation of COVID-19 vaccines
  contributor:
    fullname: Lee
– volume: 101
  start-page: 1667
  year: 2020
  end-page: 1680
  ident: b9
  article-title: SEIR modeling of the COVID-19 and its dynamics
  publication-title: Nonlinear Dynam.
  contributor:
    fullname: Sun
– year: 2021
  ident: b27
  article-title: Optimizing the spatio-temporal allocation of COVID-19 vaccines: Italy as a case study
  contributor:
    fullname: Rinaldo
– year: 2020
  ident: b4
  article-title: Severe acute respiratory syndrome-related coronavirus: The species and its viruses–a statement of the coronavirus study group
  contributor:
    fullname: Neuman
– volume: 371
  start-page: 916
  year: 2021
  end-page: 921
  ident: b18
  article-title: Model-informed COVID-19 vaccine prioritization strategies by age and serostatus
  publication-title: Science
  contributor:
    fullname: Larremore
– volume: 382
  start-page: 872
  issue: 9
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b3
  article-title: Importation and human-to-human transmission of a novel coronavirus in Vietnam
  publication-title: N. Engl. J. Med.
  doi: 10.1056/NEJMc2001272
  contributor:
    fullname: Phan
– year: 2015
  ident: 10.1016/j.physa.2022.128166_b32
– year: 2020
  ident: 10.1016/j.physa.2022.128166_b19
  contributor:
    fullname: Chen
– volume: 8
  start-page: e1081
  issue: 8
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b29
  article-title: Achieving coordinated national immunity and cholera elimination in haiti through vaccination: A modelling study
  publication-title: Lancet Glob. Health
  doi: 10.1016/S2214-109X(20)30310-7
  contributor:
    fullname: Lee
– year: 2020
  ident: 10.1016/j.physa.2022.128166_b4
  contributor:
    fullname: Gorbalenya
– volume: 101
  start-page: 1667
  issue: 3
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b9
  article-title: SEIR modeling of the COVID-19 and its dynamics
  publication-title: Nonlinear Dynam.
  doi: 10.1007/s11071-020-05743-y
  contributor:
    fullname: He
– volume: 10
  start-page: 1
  issue: 1
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b31
  article-title: Strategic spatiotemporal vaccine distribution increases the survival rate in an infectious disease like COVID-19
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-020-78447-3
  contributor:
    fullname: Grauer
– volume: 7
  start-page: eabf1374
  issue: 6
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b17
  article-title: Vaccine optimization for COVID-19: Who to vaccinate first?
  publication-title: Sci. Adv.
  doi: 10.1126/sciadv.abf1374
  contributor:
    fullname: Matrajt
– volume: 159
  start-page: 623
  issue: 7
  year: 2004
  ident: 10.1016/j.physa.2022.128166_b14
  article-title: Containing pandemic influenza with antiviral agents
  publication-title: Am. J. Epidemiol.
  doi: 10.1093/aje/kwh092
  contributor:
    fullname: Longini
– volume: 27
  start-page: 1451
  issue: 5
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b5
  article-title: COVID-19 infection: The perspectives on immune responses
  publication-title: Cell Death Differ.
  doi: 10.1038/s41418-020-0530-3
  contributor:
    fullname: Shi
– volume: 369
  start-page: 1255
  issue: 6508
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b6
  article-title: Evolution and epidemic spread of SARS-CoV-2 in Brazil
  publication-title: Science
  doi: 10.1126/science.abd2161
  contributor:
    fullname: Candido
– volume: 371
  start-page: 916
  issue: 6532
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b18
  article-title: Model-informed COVID-19 vaccine prioritization strategies by age and serostatus
  publication-title: Science
  doi: 10.1126/science.abe6959
  contributor:
    fullname: Bubar
– volume: 118
  issue: 16
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b24
  article-title: Dynamic prioritization of COVID-19 vaccines when social distancing is limited for essential workers
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.2025786118
  contributor:
    fullname: Buckner
– year: 2020
  ident: 10.1016/j.physa.2022.128166_b8
  contributor:
    fullname: Rodríguez
– volume: 368
  start-page: 493
  issue: 6490
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b11
  article-title: The effect of human mobility and control measures on the COVID-19 epidemic in China
  publication-title: Science
  doi: 10.1126/science.abb4218
  contributor:
    fullname: Kraemer
– volume: 54
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b12
  article-title: Applying a probabilistic infection model for studying contagion processes in contact networks
  publication-title: J. Comput. Sci.
  doi: 10.1016/j.jocs.2021.101419
  contributor:
    fullname: Qian
– year: 2021
  ident: 10.1016/j.physa.2022.128166_b27
  contributor:
    fullname: Lemaitre
– volume: 75
  start-page: 3
  issue: 1
  year: 1985
  ident: 10.1016/j.physa.2022.128166_b13
  article-title: A mathematical model for the global spread of influenza
  publication-title: Math. Biosci.
  doi: 10.1016/0025-5564(85)90064-1
  contributor:
    fullname: Rvachev
– volume: 103
  start-page: 431
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b21
  article-title: Comparing COVID-19 vaccine allocation strategies in India: A mathematical modelling study
  publication-title: Int. J. Infect. Dis.
  doi: 10.1016/j.ijid.2020.12.075
  contributor:
    fullname: Foy
– volume: 14
  issue: 5
  year: 2018
  ident: 10.1016/j.physa.2022.128166_b28
  article-title: Near real-time forecasting for cholera decision making in Haiti after Hurricane Matthew
  publication-title: PLoS Comput. Biol.
  doi: 10.1371/journal.pcbi.1006127
  contributor:
    fullname: Pasetto
– volume: 579
  start-page: 265
  issue: 7798
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b2
  article-title: A new coronavirus associated with human respiratory disease in China
  publication-title: Nature
  doi: 10.1038/s41586-020-2008-3
  contributor:
    fullname: Wu
– year: 2021
  ident: 10.1016/j.physa.2022.128166_b30
  contributor:
    fullname: Castonguay
– year: 2020
  ident: 10.1016/j.physa.2022.128166_b25
  contributor:
    fullname: Biggerstaff
– year: 2020
  ident: 10.1016/j.physa.2022.128166_b26
  contributor:
    fullname: Babus
– volume: 9
  start-page: 462
  issue: 2
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b10
  article-title: Estimation of the transmission risk of the 2019-nCoV and its implication for public health interventions
  publication-title: J. Clin. Med.
  doi: 10.3390/jcm9020462
  contributor:
    fullname: Tang
– volume: 10
  start-page: 591
  issue: 4
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b22
  article-title: Optimal allocation of the limited COVID-19 vaccine supply in South Korea
  publication-title: J. Clin. Med.
  doi: 10.3390/jcm10040591
  contributor:
    fullname: Shim
– volume: 1
  start-page: 132
  issue: 3
  year: 2010
  ident: 10.1016/j.physa.2022.128166_b16
  article-title: Modeling the spatial spread of infectious diseases: The global epidemic and mobility computational model
  publication-title: J. Comput. Sci.
  doi: 10.1016/j.jocs.2010.07.002
  contributor:
    fullname: Balcan
– volume: 140
  year: 2020
  ident: 10.1016/j.physa.2022.128166_b7
  article-title: A mathematical model for COVID-19 transmission dynamics with a case study of India
  publication-title: Chaos Solitons Fractals
  doi: 10.1016/j.chaos.2020.110173
  contributor:
    fullname: Samui
– volume: 27
  start-page: 4
  issue: 1
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b20
  article-title: Indirect benefits are a crucial consideration when evaluating SARS-CoV-2 vaccine candidates
  publication-title: Nat. Med.
  doi: 10.1038/s41591-020-01172-x
  contributor:
    fullname: Gallagher
– year: 2020
  ident: 10.1016/j.physa.2022.128166_b1
  article-title: A novel coronavirus from patients with pneumonia in China, 2019
  publication-title: N. Engl. J. Med.
  doi: 10.1056/NEJMoa2001017
  contributor:
    fullname: Zhu
– volume: 106
  start-page: 21484
  issue: 51
  year: 2009
  ident: 10.1016/j.physa.2022.128166_b15
  article-title: Multiscale mobility networks and the spatial spreading of infectious diseases
  publication-title: Proc. Natl. Acad. Sci.
  doi: 10.1073/pnas.0906910106
  contributor:
    fullname: Balcan
– volume: 17
  issue: 5
  year: 2021
  ident: 10.1016/j.physa.2022.128166_b23
  article-title: Modelling optimal vaccination strategy for SARS-CoV-2 in the UK
  publication-title: PLoS Comput. Biol.
  doi: 10.1371/journal.pcbi.1008849
  contributor:
    fullname: Moore
SSID ssj0001732
Score 2.4296534
Snippet While SARS-CoV-2 vaccine distribution campaigns are underway across the world communities, these efforts face the challenge of effective distribution of...
SourceID pubmedcentral
proquest
crossref
pubmed
elsevier
SourceType Open Access Repository
Aggregation Database
Index Database
Publisher
StartPage 128166
SubjectTerms COVID-19
Epidemic
Geographical
Limited supply
Prioritization
Spatial
Vaccination
Virus
Title Optimal allocation strategies for prioritized geographical vaccination for Covid-19
URI https://dx.doi.org/10.1016/j.physa.2022.128166
https://www.ncbi.nlm.nih.gov/pubmed/36090308
https://www.proquest.com/docview/2714060422
https://pubmed.ncbi.nlm.nih.gov/PMC9446606
Volume 607
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Nb9QwEB1VRUhcEN8sH1WQOJJuYjuOc6xWVAuIciiVerM8jgNBkF11txw48NuZsZPCAuLAMYkjWW_s8Xjm-RngeVCVrFGbnMYSbVCkx9yors3bLriyQTQ-VkzfnujlmXp9Xp3vwWI6C8O0ytH3J58evfX4Zj6iOV_3_fy0kLVRsi4Fp9uE4oPmipY_GtOH33_SPMpapkoC7Za49aQ8FDlenD1g8SEhDrmiFKUS_7o6_Rl9_k6i_GVVOr4FN8dwMjtKPb4Ne2G4A9cjrdNv7sLpO_IIX6gBl9dTci7bbCd1iIwC1mx90a9Y2OhbaLMP6UZ0Zmd8zr467_uUK4wNF3xkLy-be3B2_PL9YpmP1yjkXspmmwuDVVkX3glJm0XhSsSqYp34luDyznfoncFgOqVC4dvCNFVAUxsKTVxbopD3YX9YDeEhZKrx2qH2ZF6CvkMk2_oWNdIsLzpdzeDFBJ9dJ7UMO9HIPtmItmW0bUJ7BnqC2O4Y3ZI___ePzyaDWJoOXONwQ1hdbqxgAULNwmYzeJAMdNUTqTkpVZgZ1Dumu2rAUtu7X4b-Y5TcbrjsXehH_9vhx3CDnxIP5gnsby8uw1OKZrZ4EIfrAVw7evVmefIDi5P2rg
link.rule.ids 230,315,783,787,888,4509,24128,27936,27937,45597,45691
linkProvider Elsevier
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwEB5RECqXikIL29I2lTg23cSvOEe0Ai0FtgdA4mbFjtMGtdkVu_TQX9-ZOFmxUPXQqx_S6Bt7PJ4ZfwY49ELyzCod41rCCwp3NtaiKuOy8kWaW6tdmzG9mKjxtfhyI2_WYNS_haGyys72B5veWuuuZdihOZzV9fAy4ZkWPEsZhduYkM9gA72BHHfnxtHp2XiyNMhpxkMyAS9MNKEnH2rLvCiAQPxDjH2mpFLLlvjXA-qpA_q4jvLBwXSyDS86jzI6CkK_hDXf7MBmW9np5rtw-RWNwk8cQBn2EJ-L5oueICJCnzWa3dVT4jb67cvoW_gUnQo0fkS_CufqEC5sB47o1V6c5q_g-uT4ajSOu58UYsd5voiZtjLNElcwjvdFVqTWSklU8aWQ2Ooq6wptva6E8IkrE51Lb3Wm0TspytQy_hrWm2nj9yESuVOFVQ41jOhX1qJ6XWmVxY2eVEoO4FMPn5kFwgzTV5LdmhZtQ2ibgPYAVA-xWdG7QZP-74kfe4UY3BGU5igaP72fG0YchIq4zQawFxS0lIQrikslegDZiuqWA4hte7Wnqb-3rNs5Zb4T9eZ_Bf4Az8dXF-fm_HRy9ha2qCeUxRzA-uLu3r9D52Zh33eL9w8CIfli
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Optimal+allocation+strategies+for+prioritized+geographical+vaccination+for+Covid-19&rft.jtitle=Physica+A&rft.au=Ghazal%2C+Ikram&rft.au=Rachadi%2C+Abdeljalil&rft.au=Ez-Zahraouy%2C+Hamid&rft.date=2022-12-01&rft.issn=0378-4371&rft.volume=607&rft.spage=128166&rft_id=info:doi/10.1016%2Fj.physa.2022.128166&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_j_physa_2022_128166
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0378-4371&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0378-4371&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0378-4371&client=summon