Forecasting COVID-19

The World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and territories around the world at that time. At the time of writing this manuscript, the number of confirmed cases has been surging rapidly past th...

Full description

Saved in:
Bibliographic Details
Published inFrontiers in physics Vol. 8
Main Authors Perc, Matjaž, Gorišek Miksić, Nina, Slavinec, Mitja, Stožer, Andraž
Format Journal Article
LanguageEnglish
Published Frontiers Media S.A 08.04.2020
Subjects
Online AccessGet full text
ISSN2296-424X
2296-424X
DOI10.3389/fphy.2020.00127

Cover

Loading…
Abstract The World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and territories around the world at that time. At the time of writing this manuscript, the number of confirmed cases has been surging rapidly past the half-million mark, emphasizing the sustained risk of further global spread. Governments around the world are imposing various containment measures while the healthcare system is bracing itself for tsunamis of infected individuals that will seek treatment. It is therefore important to know what to expect in terms of the growth of the number of cases, and to understand what is needed to arrest the very worrying trends. To that effect, we here show forecasts obtained with a simple iteration method that needs only the daily values of confirmed cases as input. The method takes into account expected recoveries and deaths, and it determines maximally allowed daily growth rates that lead away from exponential increase toward stable and declining numbers. Forecasts show that daily growth rates should be kept at least below 5% if we wish to see plateaus any time soon—unfortunately far from reality in most countries to date. We provide an executable as well as the source code for a straightforward application of the method on data from other countries.
AbstractList The World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and territories around the world at that time. At the time of writing this manuscript, the number of confirmed cases has been surging rapidly past the half-million mark, emphasizing the sustained risk of further global spread. Governments around the world are imposing various containment measures while the healthcare system is bracing itself for tsunamis of infected individuals that will seek treatment. It is therefore important to know what to expect in terms of the growth of the number of cases, and to understand what is needed to arrest the very worrying trends. To that effect, we here show forecasts obtained with a simple iteration method that needs only the daily values of confirmed cases as input. The method takes into account expected recoveries and deaths, and it determines maximally allowed daily growth rates that lead away from exponential increase toward stable and declining numbers. Forecasts show that daily growth rates should be kept at least below 5% if we wish to see plateaus any time soon—unfortunately far from reality in most countries to date. We provide an executable as well as the source code for a straightforward application of the method on data from other countries.
Author Slavinec, Mitja
Gorišek Miksić, Nina
Perc, Matjaž
Stožer, Andraž
Author_xml – sequence: 1
  givenname: Matjaž
  surname: Perc
  fullname: Perc, Matjaž
– sequence: 2
  givenname: Nina
  surname: Gorišek Miksić
  fullname: Gorišek Miksić, Nina
– sequence: 3
  givenname: Mitja
  surname: Slavinec
  fullname: Slavinec, Mitja
– sequence: 4
  givenname: Andraž
  surname: Stožer
  fullname: Stožer, Andraž
BookMark eNp1kMFKAzEURYNUsNbuBLf-wEyTl8xMspRqa6HQjYq7kGReakqdlMxs-vfOtCIiuHqPy71nca7JqIkNEnLHaM65VDN_-DjmQIHmlDKoLsgYQJWZAPE--vVfkWnb7ujQKZQEMSa3i5jQmbYLzfZ-vnlbPWZM3ZBLb_YtTr_vhLwunl7mz9l6s1zNH9aZ40J2GSqUgM4Z26OUQM8sZ6ykFr2o-8x7AUWhXFnLAhizNVa1pYoJT31hOeUTsjpz62h2-pDCp0lHHU3QpyCmrTapC26P2nAwIAVKSY2AShiUtEZuK_QVVyX0rNmZ5VJs24T-h8eoHhzpwZEeHOmTo35R_Fm40JkuxKZLJuz_3X0BZANrTg
CitedBy_id crossref_primary_10_1016_j_physa_2022_128302
crossref_primary_10_29392_001c_27143
crossref_primary_10_32604_cmc_2022_018735
crossref_primary_10_1007_s41109_020_00346_3
crossref_primary_10_1209_0295_5075_ad1ef2
crossref_primary_10_1073_pnas_2026731118
crossref_primary_10_3233_JIFS_235149
crossref_primary_10_3390_e25060931
crossref_primary_10_1007_s11071_024_09832_0
crossref_primary_10_46481_jnsps_2022_843
crossref_primary_10_1007_s42979_023_02489_3
crossref_primary_10_1016_j_aej_2021_02_021
crossref_primary_10_1016_j_actatropica_2020_105780
crossref_primary_10_1063_5_0074213
crossref_primary_10_1002_jmv_29791
crossref_primary_10_1097_MD_0000000000024749
crossref_primary_10_5799_jcei_8264
crossref_primary_10_1017_cts_2022_389
crossref_primary_10_1016_j_cmpb_2021_106348
crossref_primary_10_1098_rsos_210682
crossref_primary_10_1186_s12879_022_07205_9
crossref_primary_10_1007_s11071_023_09077_3
crossref_primary_10_1002_sta4_328
crossref_primary_10_1098_rsos_202312
crossref_primary_10_1007_s11831_020_09472_8
crossref_primary_10_1098_rsos_201622
crossref_primary_10_6339_21_JDS1001
crossref_primary_10_7717_peerj_11537
crossref_primary_10_1038_s41598_020_76673_3
crossref_primary_10_1007_s11071_021_07099_3
crossref_primary_10_1016_j_physd_2023_133693
crossref_primary_10_1109_ACCESS_2020_3019989
crossref_primary_10_1007_s11205_022_02972_z
crossref_primary_10_1016_j_physa_2023_129256
crossref_primary_10_1007_s11227_023_05560_1
crossref_primary_10_3389_fphy_2020_00171
crossref_primary_10_3390_electronics10020143
crossref_primary_10_1108_LHT_06_2020_0134
crossref_primary_10_1007_s12553_021_00587_x
crossref_primary_10_1016_j_asej_2021_08_016
crossref_primary_10_2196_21044
crossref_primary_10_1007_s11071_020_06056_w
crossref_primary_10_3389_fphy_2020_00217
crossref_primary_10_1007_s00521_020_05626_8
crossref_primary_10_1142_S1793962321410026
crossref_primary_10_1155_2021_6089677
crossref_primary_10_3389_fphy_2020_602075
crossref_primary_10_1209_0295_5075_131_58003
crossref_primary_10_1016_j_ejor_2022_01_023
crossref_primary_10_1016_j_asoc_2022_109750
crossref_primary_10_1016_j_isatra_2020_09_015
crossref_primary_10_1017_S095026882100025X
crossref_primary_10_3390_ijerph18041874
crossref_primary_10_1007_s41109_020_00274_2
crossref_primary_10_1016_j_chaos_2022_112777
crossref_primary_10_1016_j_jnlssr_2021_05_001
crossref_primary_10_3390_ijerph18041994
crossref_primary_10_1063_5_0073141
crossref_primary_10_2139_ssrn_3646229
crossref_primary_10_3390_vaccines8040766
crossref_primary_10_1109_TCSS_2023_3255256
crossref_primary_10_1142_S0129183121500601
crossref_primary_10_3389_fphy_2020_00186
crossref_primary_10_1063_5_0041569
crossref_primary_10_3390_su13094888
crossref_primary_10_1016_j_jmaa_2021_125202
crossref_primary_10_1007_s11071_020_06021_7
crossref_primary_10_1038_s41598_022_04899_4
crossref_primary_10_1140_epjp_s13360_020_00811_z
crossref_primary_10_1007_s11071_020_05989_6
crossref_primary_10_1016_j_apm_2023_08_010
crossref_primary_10_1016_j_jval_2021_05_023
crossref_primary_10_1103_PhysRevE_104_054144
crossref_primary_10_1098_rspa_2020_0604
crossref_primary_10_1016_j_physd_2021_132968
crossref_primary_10_1038_s41598_022_08795_9
crossref_primary_10_1063_5_0054493
crossref_primary_10_1016_j_jocs_2022_101767
crossref_primary_10_22207_JPAM_14_SPL1_43
crossref_primary_10_3389_fmed_2020_563455
crossref_primary_10_1007_s10896_020_00217_6
crossref_primary_10_1007_s42979_021_00764_9
crossref_primary_10_1140_epjp_s13360_023_04533_w
crossref_primary_10_2139_ssrn_3693447
crossref_primary_10_3389_fpubh_2023_1183047
crossref_primary_10_1016_j_dib_2021_107783
crossref_primary_10_1016_j_idm_2020_11_006
crossref_primary_10_1038_s41598_021_92094_2
crossref_primary_10_1016_j_amc_2021_126875
crossref_primary_10_1038_s41598_020_76490_8
crossref_primary_10_1098_rsos_201095
crossref_primary_10_1038_s41598_021_90539_2
crossref_primary_10_1038_s41598_021_04029_6
crossref_primary_10_1016_j_chaos_2021_110822
crossref_primary_10_1097_MD_0000000000028749
crossref_primary_10_1016_j_chaos_2020_110547
crossref_primary_10_1007_s11071_021_06680_0
crossref_primary_10_1007_s11071_020_05749_6
crossref_primary_10_1136_bmjph_2023_000032
crossref_primary_10_1063_5_0209904
crossref_primary_10_1097_MD_0000000000029718
crossref_primary_10_1007_s42979_025_03658_2
crossref_primary_10_1016_j_procs_2021_10_028
crossref_primary_10_1038_s41598_020_72611_5
crossref_primary_10_1371_journal_pone_0265477
crossref_primary_10_24315_tred_903021
crossref_primary_10_1016_j_rinp_2021_104285
crossref_primary_10_1109_ACCESS_2022_3204804
crossref_primary_10_1038_s41598_020_72175_4
crossref_primary_10_1007_s41133_020_00037_9
crossref_primary_10_1007_s42979_021_00794_3
crossref_primary_10_1007_s11538_024_01275_3
crossref_primary_10_1142_S0219477525500063
crossref_primary_10_1002_mma_7994
crossref_primary_10_1016_j_imu_2020_100386
crossref_primary_10_3390_ijerph18052461
crossref_primary_10_1007_s11071_020_05757_6
crossref_primary_10_1063_5_0013029
crossref_primary_10_1007_s00779_020_01494_0
crossref_primary_10_1016_j_physd_2022_133158
crossref_primary_10_3390_hydrogen4010012
crossref_primary_10_29333_aquademia_8375
crossref_primary_10_1097_MD_0000000000028619
crossref_primary_10_1103_PhysRevE_104_014308
crossref_primary_10_1080_01605682_2024_2442005
crossref_primary_10_1097_MD_0000000000028134
crossref_primary_10_3390_healthcare9121614
crossref_primary_10_1063_5_0120822
crossref_primary_10_1007_s13369_022_06819_0
crossref_primary_10_3389_fphy_2020_00371
crossref_primary_10_1016_j_chaos_2023_113277
crossref_primary_10_1016_j_physrep_2020_07_005
crossref_primary_10_3389_fmed_2020_00486
crossref_primary_10_1371_journal_pone_0245272
crossref_primary_10_1109_ACCESS_2020_3048839
crossref_primary_10_3390_e23020204
crossref_primary_10_1007_s00704_023_04589_9
crossref_primary_10_1016_j_matpr_2021_07_266
crossref_primary_10_1038_s41598_022_18392_5
crossref_primary_10_3390_math11010136
crossref_primary_10_1016_j_physd_2025_134571
crossref_primary_10_1007_s40808_024_02110_3
crossref_primary_10_1007_s11356_020_11930_6
crossref_primary_10_1016_j_idm_2021_01_005
crossref_primary_10_4103_kleuhsj_kleuhsj_526_22
crossref_primary_10_1007_s11760_021_01991_6
crossref_primary_10_1007_s40031_021_00558_w
crossref_primary_10_1007_s00500_021_05643_2
crossref_primary_10_1016_j_chaos_2023_114139
crossref_primary_10_3390_math10203804
crossref_primary_10_3389_fphy_2020_00261
crossref_primary_10_3389_fams_2021_659580
crossref_primary_10_46465_endustrimuhendisligi_771646
crossref_primary_10_1111_sapm_12477
crossref_primary_10_1142_S0217979223500790
crossref_primary_10_3390_healthcare10050770
crossref_primary_10_1007_s11071_021_06517_w
crossref_primary_10_1038_s41598_021_85875_2
crossref_primary_10_1038_s41598_021_92634_w
crossref_primary_10_1016_j_amc_2020_125536
crossref_primary_10_1209_0295_5075_131_68005
crossref_primary_10_1371_journal_pcbi_1008035
crossref_primary_10_1140_epjs_s11734_022_00430_y
crossref_primary_10_1109_TCSS_2024_3351173
crossref_primary_10_1063_5_0015303
crossref_primary_10_3389_fphy_2020_564061
crossref_primary_10_3390_e22080833
Cites_doi 10.1111/jebm.12376
10.1016/j.ijid.2020.03.003
10.1038/s41586-020-2012-7
10.1093/nsr/nwaa036
10.1016/j.physrep.2012.03.001
10.1016/S0140-6736(20)30627-9
10.1016/S0140-6736(20)30183-5
10.1002/jmv.25700
10.7326/M20-0504
10.1093/comnet/cnu016
10.1007/s10955-014-1024-9
10.1016/j.physrep.2016.10.006
10.1093/jtm/taaa021
10.1371/journal.pcbi.1002616
10.1002/jmv.25723
10.1016/S0140-6736(20)30566-3
10.1016/S2213-2600(20)30070-9
10.1126/science.367.6484.1287
10.1016/S0140-6736(20)30681-4
10.1016/j.physrep.2014.07.001
10.1016/S1473-3099(20)30195-X
10.1038/s41598-019-53300-4
10.1016/j.ijid.2020.01.050
10.1016/S1473-3099(20)30120-1
10.1016/j.physrep.2016.06.007
10.1103/RevModPhys.87.925
10.1056/NEJMoa2001316
10.3390/jcm9020523
10.1016/S2214-109X(20)30110-8
10.1016/j.physrep.2005.10.009
ContentType Journal Article
DBID AAYXX
CITATION
DOA
DOI 10.3389/fphy.2020.00127
DatabaseName CrossRef
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
DatabaseTitleList
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
DeliveryMethod fulltext_linktorsrc
Discipline Physics
EISSN 2296-424X
ExternalDocumentID oai_doaj_org_article_a32a284e880a4274ae80de3b7ef73962
10_3389_fphy_2020_00127
GroupedDBID 5VS
9T4
AAFWJ
AAYXX
ACGFS
ACXDI
ADBBV
AFPKN
ALMA_UNASSIGNED_HOLDINGS
BCNDV
CITATION
GROUPED_DOAJ
KQ8
M~E
OK1
ID FETCH-LOGICAL-c348t-e9e82eccab82494ef1b31160bef4db82ff42559c6d85211bde7db0914f0f5b303
IEDL.DBID DOA
ISSN 2296-424X
IngestDate Wed Aug 27 01:30:32 EDT 2025
Tue Jul 01 03:39:12 EDT 2025
Thu Apr 24 22:51:56 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c348t-e9e82eccab82494ef1b31160bef4db82ff42559c6d85211bde7db0914f0f5b303
OpenAccessLink https://doaj.org/article/a32a284e880a4274ae80de3b7ef73962
ParticipantIDs doaj_primary_oai_doaj_org_article_a32a284e880a4274ae80de3b7ef73962
crossref_primary_10_3389_fphy_2020_00127
crossref_citationtrail_10_3389_fphy_2020_00127
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2020-04-08
PublicationDateYYYYMMDD 2020-04-08
PublicationDate_xml – month: 04
  year: 2020
  text: 2020-04-08
  day: 08
PublicationDecade 2020
PublicationTitle Frontiers in physics
PublicationYear 2020
Publisher Frontiers Media S.A
Publisher_xml – name: Frontiers Media S.A
References Remuzzi (B2) 2020
Salathe (B17) 2012; 8
Zhou (B24) 2020; 579
Baud (B22) 2020
Perc (B19) 2019; 9
Chen (B23) 2020
Pastor-Satorras (B10) 2015; 87
Lü (B16) 2016; 650
Cohen (B30) 2020; 367
Dong (B1) 2020
Boccaletti (B14) 2014; 544
Tang (B26) 2020
Jung (B28) 2020; 9
Wang (B11) 2016; 664
Holme (B13) 2012; 519
Lauer (B27) 2020
Liu (B6) 2020; 27
Kivelä (B15) 2014; 2
Zhou (B29) 2020; 395
Lazzerini (B21) 2020
Zhou (B4) 2020; 13
Li (B3) 2020; 382
Ippolito (B8) 2020; 8
McCloskey (B9) 2020; 395
Boccaletti (B12) 2006; 424
Huang (B20) 2020; 395
Lai (B7) 2020
Helbing (B18) 2015; 158
Zhao (B5) 2020; 92
Ceraolo (B25) 2020; 92
References_xml – volume: 13
  start-page: 3
  year: 2020
  ident: B4
  article-title: Preliminary prediction of the basic reproduction number of the Wuhan novel coronavirus 2019-nCoV
  publication-title: J Evid Based Med.
  doi: 10.1111/jebm.12376
– year: 2020
  ident: B23
  article-title: Recurrence of positive sars-cov-2 rna in covid-19: a case report
  publication-title: Int J Infect Dis.
  doi: 10.1016/j.ijid.2020.03.003
– volume: 579
  start-page: 270
  year: 2020
  ident: B24
  article-title: A pneumonia outbreak associated with a new coronavirus of probable bat origin
  publication-title: Nature
  doi: 10.1038/s41586-020-2012-7
– start-page: nwaa036
  year: 2020
  ident: B26
  article-title: On the origin and continuing evolution of SARS-CoV-2
  publication-title: Nat Sci Rev.
  doi: 10.1093/nsr/nwaa036
– volume: 519
  start-page: 97
  year: 2012
  ident: B13
  article-title: Temporal networks
  publication-title: Phys Rep.
  doi: 10.1016/j.physrep.2012.03.001
– year: 2020
  ident: B2
  article-title: COVID-19 and Italy: what next?
  publication-title: Lancet
  doi: 10.1016/S0140-6736(20)30627-9
– volume: 395
  start-page: 497
  year: 2020
  ident: B20
  article-title: Clinical features of patients infected with 2019 novel coronavirus in Wuhan, China
  publication-title: Lancet
  doi: 10.1016/S0140-6736(20)30183-5
– volume: 92
  start-page: 522
  year: 2020
  ident: B25
  article-title: Genomic variance of the 2019-nCoV coronavirus
  publication-title: J Med Virol.
  doi: 10.1002/jmv.25700
– year: 2020
  ident: B27
  article-title: The incubation period of coronavirus disease 2019 (covid-19) from publicly reported confirmed cases: estimation and application
  publication-title: Ann Intern Med.
  doi: 10.7326/M20-0504
– volume: 2
  start-page: 203
  year: 2014
  ident: B15
  article-title: Multilayer networks
  publication-title: J Complex Netw.
  doi: 10.1093/comnet/cnu016
– volume: 158
  start-page: 735
  year: 2015
  ident: B18
  article-title: Saving human lives: what complexity science and information systems can contribute
  publication-title: J Stat Phys.
  doi: 10.1007/s10955-014-1024-9
– volume: 664
  start-page: 1
  year: 2016
  ident: B11
  article-title: Statistical physics of vaccination
  publication-title: Phys Rep.
  doi: 10.1016/j.physrep.2016.10.006
– volume: 27
  start-page: taaa021
  year: 2020
  ident: B6
  article-title: The reproductive number of COVID-19 is higher compared to SARS coronavirus
  publication-title: J Travel Med.
  doi: 10.1093/jtm/taaa021
– volume: 8
  start-page: e1002616
  year: 2012
  ident: B17
  article-title: Digital epidemiology
  publication-title: PLoS Comput Biol.
  doi: 10.1371/journal.pcbi.1002616
– year: 2020
  ident: B7
  article-title: Early phylogenetic estimate of the effective reproduction number of SARS-CoV-2
  publication-title: J Med Virol.
  doi: 10.1002/jmv.25723
– volume: 395
  start-page: 1054
  year: 2020
  ident: B29
  article-title: Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study
  publication-title: Lancet
  doi: 10.1016/S0140-6736(20)30566-3
– volume: 8
  start-page: 230
  year: 2020
  ident: B8
  article-title: Toning down the 2019-nCoV media hype – and restoring hope
  publication-title: Lancet Respir Med.
  doi: 10.1016/S2213-2600(20)30070-9
– volume: 367
  start-page: 1287
  year: 2020
  ident: B30
  article-title: Countries test tactics in ‘war’ against COVID-19
  publication-title: Science
  doi: 10.1126/science.367.6484.1287
– volume: 395
  start-page: 1096
  year: 2020
  ident: B9
  article-title: Mass gathering events and reducing further global spread of COVID-19: a political and public health dilemma
  publication-title: Lancet
  doi: 10.1016/S0140-6736(20)30681-4
– volume: 544
  start-page: 1
  year: 2014
  ident: B14
  article-title: The structure and dynamics of multilayer networks
  publication-title: Phys Rep.
  doi: 10.1016/j.physrep.2014.07.001
– year: 2020
  ident: B22
  article-title: Real estimates of mortality following covid-19 infection
  publication-title: Lancet Infect Dis.
  doi: 10.1016/S1473-3099(20)30195-X
– volume: 9
  start-page: 16549
  year: 2019
  ident: B19
  article-title: The social physics collective
  publication-title: Sci Rep.
  doi: 10.1038/s41598-019-53300-4
– volume: 92
  start-page: 214
  year: 2020
  ident: B5
  article-title: Preliminary estimation of the basic reproduction number of novel coronavirus (2019-nCoV) in China, from 2019 to 2020: a data-driven analysis in the early phase of the outbreak
  publication-title: Int J Infect Dis.
  doi: 10.1016/j.ijid.2020.01.050
– year: 2020
  ident: B1
  article-title: An interactive web-based dashboard to track COVID-19 in real time
  publication-title: Lancet Infect Dis.
  doi: 10.1016/S1473-3099(20)30120-1
– volume: 650
  start-page: 1
  year: 2016
  ident: B16
  article-title: Vital nodes identification in complex networks
  publication-title: Phys Rep.
  doi: 10.1016/j.physrep.2016.06.007
– volume: 87
  start-page: 925
  year: 2015
  ident: B10
  article-title: Epidemic processes in complex networks
  publication-title: Rev Mod Phys.
  doi: 10.1103/RevModPhys.87.925
– volume: 382
  start-page: 1199
  year: 2020
  ident: B3
  article-title: Early transmission dynamics in Wuhan, China, of novel coronavirus–infected pneumonia
  publication-title: N Engl J Med.
  doi: 10.1056/NEJMoa2001316
– volume: 9
  start-page: 523
  year: 2020
  ident: B28
  article-title: Real-time estimation of the risk of death from novel coronavirus (COVID-19) infection: inference using exported cases
  publication-title: J Clin Med.
  doi: 10.3390/jcm9020523
– year: 2020
  ident: B21
  article-title: COVID-19 in Italy: momentous decisions and many uncertainties
  publication-title: Lancet Glob Health
  doi: 10.1016/S2214-109X(20)30110-8
– volume: 424
  start-page: 175
  year: 2006
  ident: B12
  article-title: Complex networks: structure and dynamics
  publication-title: Phys Rep.
  doi: 10.1016/j.physrep.2005.10.009
SSID ssj0001259824
Score 2.5393875
Snippet The World Health Organization declared the coronavirus disease 2019 a pandemic on March 11th, pointing to the over 118,000 cases in over 110 countries and...
SourceID doaj
crossref
SourceType Open Website
Enrichment Source
Index Database
SubjectTerms COVID-19
disease dynamics
exponential growth
pandemic
virality
Title Forecasting COVID-19
URI https://doaj.org/article/a32a284e880a4274ae80de3b7ef73962
Volume 8
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV09T8MwELVQJSQWBBRE-VIHBpbQJL448QiFqiABC0XdIp8_JlQQLf-_d06osiAWlgyWE53fOb676OWdEJcGZOpzlSdYFTaBYBy9UoouAdGwJGDp-Efhp2c1ncHjvJh3Wn0xJ6yRB26AGxmZGzpCPe0zA1RCGV-lzkssfSilbk5finmdYqr5usLCdNBo-VAVpkeBrKZyMGcmV-wh0wlDHbX-GFYme2K3zQeHN40d-2LLLw7EduRl2mVf9Ll1pjVLJicPxy9vD3dJpg_FbHL_Op4mbSODxEqoVonXvsoZKySbNPiQocwylaIP4GgsBODM3ipXUTTN0PnSIS0KQhoKpCBzJHqLj4U_FkNMc5NKbUG6EsDICkPmEIocQlCo1UBc_6yrtq3KNzebeK8p22cgagaiZiDqCMRAXG1u-GwELn6festAbaaxMnUcIH_Vrb_qv_x18h8PORU7bFZk0FRnorf6-vbnlBys8CLugzXwvLSO
linkProvider Directory of Open Access Journals
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=Forecasting+COVID-19&rft.jtitle=Frontiers+in+physics&rft.au=Perc%2C+Matja%C5%BE&rft.au=Gori%C5%A1ek+Miksi%C4%87%2C+Nina&rft.au=Slavinec%2C+Mitja&rft.au=Sto%C5%BEer%2C+Andra%C5%BE&rft.date=2020-04-08&rft.issn=2296-424X&rft.eissn=2296-424X&rft.volume=8&rft_id=info:doi/10.3389%2Ffphy.2020.00127&rft.externalDBID=n%2Fa&rft.externalDocID=10_3389_fphy_2020_00127
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2296-424X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2296-424X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2296-424X&client=summon