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...
Saved in:
Published in | Physica A Vol. 607; p. 128166 |
---|---|
Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Netherlands
Elsevier B.V
01.12.2022
|
Subjects | |
Online Access | Get 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 |