Leptospirosis Dynamics With Misdiagnosis: A Review

Leptospirosis is a zoonosis with global distribution, and a wide variety of clinical symptoms often lead to misclassification as other febrile conditions. Clinical misclassification has remained the baseline for the diagnosis of leptospirosis, which poses an uphill challenge to clinical management a...

Full description

Saved in:
Bibliographic Details
Published inJournal of applied mathematics Vol. 2025; no. 1
Main Authors Mwongela, Japheth Musingila, Kanyiri, Caroline, Kitetu, Virginia
Format Journal Article
LanguageEnglish
Published New York John Wiley & Sons, Inc 01.01.2025
Wiley
Subjects
Online AccessGet full text
ISSN1110-757X
1687-0042
DOI10.1155/jama/1691122

Cover

Abstract Leptospirosis is a zoonosis with global distribution, and a wide variety of clinical symptoms often lead to misclassification as other febrile conditions. Clinical misclassification has remained the baseline for the diagnosis of leptospirosis, which poses an uphill challenge to clinical management and epidemiological modeling, which could distort the estimation of our burden of disease, thus further delaying public health interventions. This paper provides an overview of trends in modeling approaches for leptospirosis, with a focus on one of the major challenges of diagnostic inaccuracies in relation to effects on model reliability. Finally, the shortcomings of the classic models are discussed in the context that misdiagnosis has not been well represented, and heeding the strides that have recently been made towards developing ways in which diagnostic uncertainty can be incorporated within these frameworks. Enhanced model accuracy of leptospirosis for robustness will help enhance our understanding of the dynamics of diseases to better inform effective intervention strategies. The importance of interdisciplinary communication between epidemiologists, clinicians, and modelers in addressing the misdiagnosis of infectious disease models is outlined herein.
AbstractList Leptospirosis is a zoonosis with global distribution, and a wide variety of clinical symptoms often lead to misclassification as other febrile conditions. Clinical misclassification has remained the baseline for the diagnosis of leptospirosis, which poses an uphill challenge to clinical management and epidemiological modeling, which could distort the estimation of our burden of disease, thus further delaying public health interventions. This paper provides an overview of trends in modeling approaches for leptospirosis, with a focus on one of the major challenges of diagnostic inaccuracies in relation to effects on model reliability. Finally, the shortcomings of the classic models are discussed in the context that misdiagnosis has not been well represented, and heeding the strides that have recently been made towards developing ways in which diagnostic uncertainty can be incorporated within these frameworks. Enhanced model accuracy of leptospirosis for robustness will help enhance our understanding of the dynamics of diseases to better inform effective intervention strategies. The importance of interdisciplinary communication between epidemiologists, clinicians, and modelers in addressing the misdiagnosis of infectious disease models is outlined herein.
Audience Academic
Author Mwongela, Japheth Musingila
Kanyiri, Caroline
Kitetu, Virginia
Author_xml – sequence: 1
  givenname: Japheth Musingila
  orcidid: 0009-0008-4690-8547
  surname: Mwongela
  fullname: Mwongela, Japheth Musingila
– sequence: 2
  givenname: Caroline
  surname: Kanyiri
  fullname: Kanyiri, Caroline
– sequence: 3
  givenname: Virginia
  surname: Kitetu
  fullname: Kitetu, Virginia
BookMark eNptkU9rGzEQxUVJobHTWz_AQq9Ze2akXe3mZtz8A4dASWhvQl5Jrky8cqVNS7595NgkBIIOI2be_JDeG7GjPvSWsW8IE8Sqmq71Rk-xbhGJPrFjrBtZAgg6yndEKGUlf39ho5TWAARVi8eMFnY7hLT1MSSfih9Pvd74LhW__PCnuPHJeL3qd6OzYlb8tP-8_X_CPjv9kOzXQx2z-4vzu_lVubi9vJ7PFmXHWz6U0jUGLJDQTmqOpG3LhSOwKCWhrKmtYGlN07V8WTUaORiSghuHTldCSj5m13uuCXqtttFvdHxSQXv10ghxpXQcfPdgFUhbExHI2pJoZL00WFnsMrdZGhA8s77vWdsY_j7aNKh1eIx9fr7ihIJLWTf0plrpDPW9C0PU3canTs0aQTz7CnVWTT5Q5WNsti4n4nzuv1s43S902eQUrXv9DILaBad2walDcPwZcBGIrg
Cites_doi 10.1371/journal.pntd.0012755
10.1371/journal.pntd.0007507
10.7448/IAS.20.7.22290
10.1016/j.mimet.2005.07.015
10.3389/fmed.2021.779454
10.1016/j.cmpb.2020.105664
10.1093/epirev/mxi004
10.1371/journal.pdig.0000528
10.7326/0003-4819-155-8-201110180-00009
10.1186/s12879-023-08935-0
10.1016/j.vetmic.2009.03.012
10.1371/journal.pntd.0006470
10.1016/j.rmcr.2023.101954
10.1016/j.heliyon.2022.e09758
10.1007/978-3-319-72122-4
10.1371/journal.pntd.0012174
10.1093/trstmh/trv072
10.1038/s41598-022-19833-x
10.4997/JRCPE.2018.102
10.12659/AJCR.897741
10.1371/journal.pntd.0010331
10.4103/0377-4929.41687
10.1371/journal.pone.0216830
10.1111/tbed.14750
10.1080/24709360.2019.1618653
10.15585/mmwr.mm6948a6
10.1093/oso/9780198545996.001.0001
10.1016/s1473-3099(03)00830-2
10.3389/fneur.2024.1485799
10.3389/fevo.2019.00209
10.3390/vetsci9020085
10.1038/s41598-017-02654-8
10.1016/j.heliyon.2022.e11829
10.1371/journal.pntd.0004122
10.1186/2194-6434-1-3
10.1002/sim.7298
10.1016/j.ymssp.2018.08.015
10.1371/journal.pntd.0006257
10.31128/AFP-07-17-4286
10.1016/j.envsoft.2016.02.008
10.1111/apm.12934
10.1016/j.actatropica.2006.08.003
10.1515/math-2016-0053
10.1201/b16018
10.1590/S1413-81232012000600023
10.1186/s12992-014-0061-0
10.1016/j.jiph.2018.10.137
10.1007/s10096-019-03797-4
10.1016/j.cmi.2018.11.014
10.1371/journal.pntd.0011239
10.1371/journal.pntd.0003898
10.1186/s12889-015-2617-1
10.1016/j.ymeth.2021.03.008
10.1371/journal.pntd.0004513
10.1016/j.jprot.2014.10.023
10.1007/978-1-4757-4145-2
10.1155/2012/960329
10.1007/s11069-016-2493-8
10.4236/am.2013.410A2008
10.1371/journal.pntd.0006285
10.14740/wjon1345
10.1146/annurev.genom.9.081307.164359
10.1186/s42522-024-00098-5
10.1371/journal.pone.0247763
10.1016/j.fertnstert.2018.05.006
10.1371/journal.pntd.0009159
10.1186/s13104-017-2384-4
10.53854/liim-2903-6
10.1016/j.ijantimicag.2010.06.012
10.1007/s40819-015-0102-2
10.4269/ajtmh.21-1102
10.3390/PATHOGENS11040395
10.15585/mmwr.mm7335a2
ContentType Journal Article
Copyright COPYRIGHT 2025 John Wiley & Sons, Inc.
Copyright © 2025 Japheth Musingila Mwongela et al. Journal of Applied Mathematics published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License (the “License”), which permits use, distribution and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
Copyright_xml – notice: COPYRIGHT 2025 John Wiley & Sons, Inc.
– notice: Copyright © 2025 Japheth Musingila Mwongela et al. Journal of Applied Mathematics published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution License (the “License”), which permits use, distribution and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
DBID AAYXX
CITATION
7TB
8FD
8FE
8FG
ABJCF
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
COVID
CWDGH
DWQXO
FR3
GNUQQ
HCIFZ
JQ2
K7-
KR7
L6V
M7S
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
PTHSS
DOA
DOI 10.1155/jama/1691122
DatabaseName CrossRef
Mechanical & Transportation Engineering Abstracts
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Central
Technology Collection
ProQuest One Community College
Coronavirus Research Database
Middle East & Africa Database
ProQuest Central Korea
Engineering Research Database
ProQuest Central Student
SciTech Premium Collection (ProQuest)
ProQuest Computer Science Collection
Computer Science Database (ProQuest)
Civil Engineering Abstracts
ProQuest Engineering Collection
Engineering Database
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Engineering Collection
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
Computer Science Database
ProQuest Central Student
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
Mechanical & Transportation Engineering Abstracts
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest Computer Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
ProQuest Engineering Collection
Middle East & Africa Database
ProQuest Central Korea
ProQuest Central (New)
Engineering Collection
Advanced Technologies & Aerospace Collection
Civil Engineering Abstracts
Engineering Database
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Technology Collection
ProQuest SciTech Collection
Advanced Technologies & Aerospace Database
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Engineering Research Database
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList CrossRef


Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Applied Sciences
Public Health
EISSN 1687-0042
Editor Arpan Hazra
Editor_xml – fullname: Arpan Hazra
ExternalDocumentID oai_doaj_org_article_07e6222076e24876bd15e1cb588bd043
A842311206
10_1155_jama_1691122
GeographicLocations Brazil
Philippines
India
GeographicLocations_xml – name: Philippines
– name: India
– name: Brazil
GroupedDBID -~9
0R~
188
24P
29J
2UF
2WC
4.4
5GY
5VS
70C
8FE
8FG
8R4
8R5
AAFWJ
AAMMB
AAOJF
AAYXX
ABCQX
ABDBF
ABJCF
ABUWG
ACCMX
ACIPV
ACIWK
ACUHS
ADBBV
AEEGL
AEFGJ
AESBA
AFFOW
AFKRA
AFPKN
AGXDD
AHIZY
AIDQK
AIDYY
AINHJ
ALMA_UNASSIGNED_HOLDINGS
AMVHM
ARAPS
BCNDV
BENPR
BGLVJ
BPHCQ
C1A
CCPQU
CITATION
CS3
CWDGH
E3Z
EBS
EJD
ESX
GROUPED_DOAJ
H13
HCIFZ
HDK
I-F
IAO
IL9
IPNFZ
ITC
J9A
K6V
K7-
KQ8
L6V
L7B
M7S
OK1
OVT
P2P
P62
PHGZM
PHGZT
PIMPY
PQGLB
PQQKQ
PROAC
PTHSS
PUASD
Q2X
RBF
REI
REM
RHU
RIG
RNS
RPE
TR2
TUS
UPT
UZ4
WS9
YQT
~8M
AAJEY
PMFND
7TB
8FD
AZQEC
COVID
DWQXO
FR3
GNUQQ
JQ2
KR7
PKEHL
PQEST
PQUKI
PRINS
PUEGO
ID FETCH-LOGICAL-c393t-7f8d0e024af7a312ae934f20e17721762950bed8c93b58a130d2743df1fa54773
IEDL.DBID 8FG
ISSN 1110-757X
IngestDate Wed Aug 27 01:30:06 EDT 2025
Fri Jul 25 09:40:08 EDT 2025
Tue Jun 17 21:55:06 EDT 2025
Tue Jun 03 03:45:37 EDT 2025
Wed Aug 20 07:42:13 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c393t-7f8d0e024af7a312ae934f20e17721762950bed8c93b58a130d2743df1fa54773
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0009-0008-4690-8547
OpenAccessLink https://www.proquest.com/docview/3214377682?pq-origsite=%requestingapplication%
PQID 3214377682
PQPubID 426314
ParticipantIDs doaj_primary_oai_doaj_org_article_07e6222076e24876bd15e1cb588bd043
proquest_journals_3214377682
gale_infotracmisc_A842311206
gale_infotracacademiconefile_A842311206
crossref_primary_10_1155_jama_1691122
PublicationCentury 2000
PublicationDate 2025-01-01
PublicationDateYYYYMMDD 2025-01-01
PublicationDate_xml – month: 01
  year: 2025
  text: 2025-01-01
  day: 01
PublicationDecade 2020
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle Journal of applied mathematics
PublicationYear 2025
Publisher John Wiley & Sons, Inc
Wiley
Publisher_xml – name: John Wiley & Sons, Inc
– name: Wiley
References e_1_2_10_44_2
Bhalraj A. (e_1_2_10_32_2) 2019
e_1_2_10_40_2
Shreffler J. (e_1_2_10_52_2) 2025
Hsieh Y. H. (e_1_2_10_22_2) 2021; 75
Lipsitch M. (e_1_2_10_54_2) 2016; 13
Vinetz J. M. (e_1_2_10_78_2) 2020; 29
Johnson J. D. (e_1_2_10_21_2) 2018; 16
e_1_2_10_70_2
e_1_2_10_2_2
e_1_2_10_18_2
e_1_2_10_74_2
e_1_2_10_37_2
e_1_2_10_97_2
e_1_2_10_55_2
e_1_2_10_6_2
e_1_2_10_14_2
e_1_2_10_79_2
e_1_2_10_51_2
e_1_2_10_82_2
e_1_2_10_29_2
e_1_2_10_86_2
e_1_2_10_25_2
e_1_2_10_67_2
e_1_2_10_68_2
e_1_2_10_41_2
Kretzschmar M. (e_1_2_10_53_2) 2019; 147
e_1_2_10_90_2
Aslan I. (e_1_2_10_26_2) 2019
e_1_2_10_71_2
e_1_2_10_94_2
e_1_2_10_3_2
e_1_2_10_15_2
e_1_2_10_38_2
e_1_2_10_75_2
e_1_2_10_7_2
e_1_2_10_56_2
e_1_2_10_57_2
e_1_2_10_10_2
Garske T. (e_1_2_10_45_2) 2014; 11
Barlow S. (e_1_2_10_47_2) 2014; 68
e_1_2_10_60_2
e_1_2_10_83_2
e_1_2_10_49_2
e_1_2_10_64_2
e_1_2_10_87_2
Kharbanda A. (e_1_2_10_63_2) 2020; 62
e_1_2_10_23_2
e_1_2_10_69_2
e_1_2_10_42_2
e_1_2_10_91_2
e_1_2_10_72_2
Pérez J. (e_1_2_10_19_2) 2011; 5
e_1_2_10_39_2
Guiza G. (e_1_2_10_8_2) 2024
e_1_2_10_4_2
e_1_2_10_16_2
e_1_2_10_35_2
e_1_2_10_11_2
e_1_2_10_34_2
e_1_2_10_58_2
e_1_2_10_30_2
e_1_2_10_80_2
e_1_2_10_61_2
World Health Organization (e_1_2_10_93_2)
e_1_2_10_84_2
e_1_2_10_27_2
e_1_2_10_65_2
e_1_2_10_88_2
e_1_2_10_43_2
Daud A. (e_1_2_10_76_2) 2018; 23
Hall K. K. (e_1_2_10_48_2) 2020
Edwards C. (e_1_2_10_33_2) 2022; 543
e_1_2_10_92_2
e_1_2_10_1_2
e_1_2_10_17_2
e_1_2_10_73_2
e_1_2_10_96_2
e_1_2_10_5_2
e_1_2_10_13_2
e_1_2_10_36_2
e_1_2_10_77_2
e_1_2_10_9_2
e_1_2_10_12_2
Asian Pacific Journal of Tropical Medicine (e_1_2_10_95_2)
e_1_2_10_59_2
e_1_2_10_31_2
e_1_2_10_50_2
Lau C. L. (e_1_2_10_20_2) 2010; 118
e_1_2_10_81_2
e_1_2_10_28_2
e_1_2_10_62_2
e_1_2_10_85_2
Rothman K. J. (e_1_2_10_46_2) 2018
e_1_2_10_24_2
e_1_2_10_66_2
e_1_2_10_89_2
References_xml – ident: e_1_2_10_28_2
  doi: 10.1371/journal.pntd.0012755
– ident: e_1_2_10_59_2
  doi: 10.1371/journal.pntd.0007507
– volume: 62
  start-page: 251
  year: 2020
  ident: e_1_2_10_63_2
  article-title: Tailoring Diagnostics and Treatment Protocols for Leptospirosis: A Personalized Medicine Approach
  publication-title: Infectious Diseases Society of America
– ident: e_1_2_10_41_2
  doi: 10.7448/IAS.20.7.22290
– ident: e_1_2_10_13_2
  doi: 10.1016/j.mimet.2005.07.015
– ident: e_1_2_10_40_2
  doi: 10.3389/fmed.2021.779454
– ident: e_1_2_10_65_2
– ident: e_1_2_10_15_2
  doi: 10.1016/j.cmpb.2020.105664
– ident: e_1_2_10_58_2
  doi: 10.1093/epirev/mxi004
– volume: 75
  start-page: 378
  year: 2021
  ident: e_1_2_10_22_2
  article-title: Incorporating Diagnostic Uncertainties Into Epidemiological Models
  publication-title: Journal of Epidemiology and Community Health
– ident: e_1_2_10_42_2
  doi: 10.1371/journal.pdig.0000528
– ident: e_1_2_10_86_2
  doi: 10.7326/0003-4819-155-8-201110180-00009
– volume: 29
  start-page: 391
  year: 2020
  ident: e_1_2_10_78_2
  article-title: Cost-Effectiveness of Leptospirosis Interventions in Endemic Regions
  publication-title: Health Economics
– ident: e_1_2_10_12_2
  doi: 10.1186/s12879-023-08935-0
– ident: e_1_2_10_3_2
  doi: 10.1016/j.vetmic.2009.03.012
– ident: e_1_2_10_10_2
  doi: 10.1371/journal.pntd.0006470
– ident: e_1_2_10_94_2
  doi: 10.1016/j.rmcr.2023.101954
– ident: e_1_2_10_17_2
– ident: e_1_2_10_64_2
– volume-title: Leptospirosis Burden Following Disasters
  ident: e_1_2_10_93_2
– ident: e_1_2_10_23_2
  doi: 10.1016/j.heliyon.2022.e09758
– ident: e_1_2_10_88_2
  doi: 10.1007/978-3-319-72122-4
– ident: e_1_2_10_74_2
  doi: 10.1371/journal.pntd.0012174
– volume: 68
  start-page: 491
  year: 2014
  ident: e_1_2_10_47_2
  article-title: Sensitivity Analysis in Epidemiological Models: Applications to Infectious Disease Modeling
  publication-title: Journal of Epidemiology and Community Health
– ident: e_1_2_10_6_2
  doi: 10.1093/trstmh/trv072
– volume: 118
  start-page: 198
  year: 2010
  ident: e_1_2_10_20_2
  article-title: Post-Flood Leptospirosis Modeling in the Philippines
  publication-title: Environmental Health Perspectives
– ident: e_1_2_10_25_2
  doi: 10.1038/s41598-022-19833-x
– ident: e_1_2_10_4_2
  doi: 10.4997/JRCPE.2018.102
– ident: e_1_2_10_11_2
  doi: 10.12659/AJCR.897741
– ident: e_1_2_10_38_2
  doi: 10.1371/journal.pntd.0010331
– ident: e_1_2_10_70_2
  doi: 10.4103/0377-4929.41687
– ident: e_1_2_10_89_2
  doi: 10.1371/journal.pone.0216830
– ident: e_1_2_10_31_2
  doi: 10.1111/tbed.14750
– ident: e_1_2_10_39_2
  doi: 10.1080/24709360.2019.1618653
– volume: 147
  year: 2019
  ident: e_1_2_10_53_2
  article-title: Diagnostic Accuracy and Public Health Policy: The Importance of Model Validation
  publication-title: Epidemiology and Infection
– volume: 23
  start-page: 442
  year: 2018
  ident: e_1_2_10_76_2
  article-title: Human-to-Human Transmission of Leptospirosis in Southeast Asia: A Modified SIR Model
  publication-title: Tropical Medicine and International Health
– ident: e_1_2_10_87_2
  doi: 10.15585/mmwr.mm6948a6
– ident: e_1_2_10_18_2
  doi: 10.1093/oso/9780198545996.001.0001
– ident: e_1_2_10_7_2
  doi: 10.1016/s1473-3099(03)00830-2
– ident: e_1_2_10_96_2
  doi: 10.3389/fneur.2024.1485799
– ident: e_1_2_10_35_2
  doi: 10.3389/fevo.2019.00209
– volume-title: Modern Epidemiology
  year: 2018
  ident: e_1_2_10_46_2
– ident: e_1_2_10_57_2
  doi: 10.3390/vetsci9020085
– ident: e_1_2_10_83_2
  doi: 10.1038/s41598-017-02654-8
– ident: e_1_2_10_79_2
  doi: 10.1016/j.heliyon.2022.e11829
– ident: e_1_2_10_69_2
  doi: 10.1371/journal.pntd.0004122
– ident: e_1_2_10_61_2
  doi: 10.1186/2194-6434-1-3
– ident: e_1_2_10_84_2
  doi: 10.1002/sim.7298
– volume-title: Leptospirosis in the Philippines: Challenges and opportunities
  ident: e_1_2_10_95_2
– ident: e_1_2_10_66_2
  doi: 10.1093/oso/9780198545996.001.0001
– volume-title: MModelling Diagnostic Error to Improve Estimation of Helminth Treatment Efficacy, Age-Specific Prevalence and Enhance Comparison of Diagnostic Tools
  year: 2024
  ident: e_1_2_10_8_2
– volume: 5
  year: 2011
  ident: e_1_2_10_19_2
  article-title: Leptospirosis Dynamics and Reservoir Interactions in Slum Communities: An Agent-Based Modeling Approach
  publication-title: PLoS Neglected Tropical Diseases
– ident: e_1_2_10_85_2
  doi: 10.1016/j.ymssp.2018.08.015
– ident: e_1_2_10_44_2
  doi: 10.1371/journal.pntd.0006257
– volume-title: StatPearls
  year: 2025
  ident: e_1_2_10_52_2
– ident: e_1_2_10_5_2
  doi: 10.31128/AFP-07-17-4286
– ident: e_1_2_10_51_2
  doi: 10.1016/j.envsoft.2016.02.008
– volume-title: Diagnostic Errors
  year: 2020
  ident: e_1_2_10_48_2
– ident: e_1_2_10_91_2
  doi: 10.1111/apm.12934
– ident: e_1_2_10_24_2
  doi: 10.1016/j.actatropica.2006.08.003
– ident: e_1_2_10_27_2
  doi: 10.1515/math-2016-0053
– ident: e_1_2_10_50_2
  doi: 10.1201/b16018
– ident: e_1_2_10_60_2
  doi: 10.1590/S1413-81232012000600023
– ident: e_1_2_10_29_2
  doi: 10.1186/s12992-014-0061-0
– ident: e_1_2_10_81_2
  doi: 10.1016/j.jiph.2018.10.137
– volume: 13
  year: 2016
  ident: e_1_2_10_54_2
  article-title: Improving Surveillance and Response to Disease Outbreaks With Better Models
  publication-title: PLoS Medicine
– ident: e_1_2_10_2_2
  doi: 10.1007/s10096-019-03797-4
– ident: e_1_2_10_77_2
  doi: 10.1016/j.cmi.2018.11.014
– ident: e_1_2_10_55_2
  doi: 10.1371/journal.pntd.0011239
– ident: e_1_2_10_1_2
  doi: 10.1371/journal.pntd.0003898
– ident: e_1_2_10_68_2
  doi: 10.1186/s12889-015-2617-1
– ident: e_1_2_10_9_2
  doi: 10.1016/j.ymeth.2021.03.008
– ident: e_1_2_10_37_2
  doi: 10.1371/journal.pntd.0004513
– volume: 11
  year: 2014
  ident: e_1_2_10_45_2
  article-title: Assessing the Reliability of Disease Models in the Presence of Diagnostic Uncertainty
  publication-title: Journal of the Royal Society Interface
– ident: e_1_2_10_71_2
  doi: 10.1016/j.jprot.2014.10.023
– volume-title: AIP Conference Proceedings
  year: 2019
  ident: e_1_2_10_32_2
– ident: e_1_2_10_49_2
  doi: 10.1007/978-1-4757-4145-2
– volume-title: Leptospirosis Models: Vaccination of Cattle and Early Detection in Humans
  year: 2019
  ident: e_1_2_10_26_2
– ident: e_1_2_10_92_2
  doi: 10.1155/2012/960329
– ident: e_1_2_10_62_2
  doi: 10.1007/s11069-016-2493-8
– ident: e_1_2_10_16_2
  doi: 10.4236/am.2013.410A2008
– ident: e_1_2_10_82_2
  doi: 10.1371/journal.pntd.0006285
– ident: e_1_2_10_97_2
  doi: 10.14740/wjon1345
– ident: e_1_2_10_34_2
  doi: 10.1146/annurev.genom.9.081307.164359
– ident: e_1_2_10_67_2
  doi: 10.1186/s42522-024-00098-5
– ident: e_1_2_10_56_2
  doi: 10.1371/journal.pone.0247763
– volume: 543
  year: 2022
  ident: e_1_2_10_33_2
  article-title: Effects of Diagnostic Accuracy on Dengue Fever Modeling
  publication-title: Journal of Theoretical Biology
– ident: e_1_2_10_90_2
  doi: 10.1016/j.fertnstert.2018.05.006
– ident: e_1_2_10_80_2
  doi: 10.1371/journal.pntd.0009159
– ident: e_1_2_10_72_2
  doi: 10.1186/s13104-017-2384-4
– ident: e_1_2_10_73_2
  doi: 10.53854/liim-2903-6
– ident: e_1_2_10_30_2
  doi: 10.1016/j.ijantimicag.2010.06.012
– ident: e_1_2_10_14_2
  doi: 10.1007/s40819-015-0102-2
– ident: e_1_2_10_43_2
  doi: 10.4269/ajtmh.21-1102
– volume: 16
  start-page: 67
  year: 2018
  ident: e_1_2_10_21_2
  article-title: Impact of Diagnostic Accuracy on Disease Burden Estimates
  publication-title: Health Metrics and Evaluation
– ident: e_1_2_10_75_2
  doi: 10.3390/PATHOGENS11040395
– ident: e_1_2_10_36_2
  doi: 10.15585/mmwr.mm7335a2
SSID ssj0020591
Score 2.335838
SecondaryResourceType review_article
Snippet Leptospirosis is a zoonosis with global distribution, and a wide variety of clinical symptoms often lead to misclassification as other febrile conditions....
SourceID doaj
proquest
gale
crossref
SourceType Open Website
Aggregation Database
Index Database
SubjectTerms Analysis
Brazil
Dengue fever
Developing countries
Disease control
Diseases
Epidemics
Epidemiology
Floods
Forecasts and trends
Illnesses
India
Infections
Influenza
Jaundice
LDCs
Leptospirosis
Malaria
Morbidity
Mortality
Philippines
Public health
Socioeconomic factors
Tropical diseases
Typhoid
Viral infections
Zoonoses
SummonAdditionalLinks – databaseName: DOAJ Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV27TsMwFLUQEwtvRKCgDCCmqPErD7byqCpEmajoZjn2tehSqib8P9eJg-iAWFgTS7bOtX3PtexzCLnKpMlA5jxhWthEFNbhPghVwowTFLgG5vxr5OlLNpmJp7mc_7D68nfCOnngDrhhmkOGOQzLbWBIrrPKUgnUVLIoKpuKVuczLdO-mAqlFpIG2l9zl7LVGBp6WRjK2EYCanX6f9uN2xQz3ie7gRvGo25MB2QLlodkL_DEOKzC-oiwZ1g13u8DO1jU8UNnKl_Hb4vmPZ4uattdn1vUt_Eo7g7_j8ls_Ph6P0mC90FieMmbJHeFTQETqHa55pRpKLlwLAWKdJjiDlbKtAJbmJIjFBozkcX6kltHnZYiz_kJ2V5-LOGUxMbaglV5abng_uFqIUGXSEM6ixowEbnuAVGrTuJCtaWBlMoDpwJwEbnzaH238cLU7QcMlwrhUn-FKyI3Hmvll0-z1kaHVwA4VC9EpUYF8jvsLc0iMthoidPebP7uo6XCsquVd13iOVZQ7Ow_BntOdpi3-21PXAZku1l_wgVykKa6bKfbF31f1Z0
  priority: 102
  providerName: Directory of Open Access Journals
Title Leptospirosis Dynamics With Misdiagnosis: A Review
URI https://www.proquest.com/docview/3214377682
https://doaj.org/article/07e6222076e24876bd15e1cb588bd043
Volume 2025
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1NTxsxEB21cKlUFUpbNQUiH6h6WrG212svFxQ-QoQKqqoicrO8tpfmkqTZ7f9n7HVAOcBppbUlW2PPzBvbMw_gqBS29ELyjJnCZYVyDdpBX2fMNgX13HjWhGzkm9tycldcT8U0Hbi16Vnl2iZGQ-0WNpyRHwdCHS4RHLPT5b8ssEaF29VEofEWtil6mrDP1fjqKeBC6BADLnRxmRRyun74LkSsOnQcCsVQxjZcUqzc_5J9jk5nvAsfEloko355P8IbP9-DnYQcSdLLdg_e96dvpE8q-gTsp192gREEB5y15KKnnW_J_az7S25mresf2M3aEzIi_fXAZ7gbX_45n2SJHSGzvOJdJhvlco8u1jTScMqMr3jRsNxTBMwUbVwl8to7ZSteC2XQVzmMQLlraGNEISX_Alvzxdx_BWKdU6yWleMFD6mtSnhTIVDpSWy8HcD3tYD0si-CoWPwIIQOgtRJkAM4C9J76hNKV8cfi9WDTpqgc-lLBCW5LD3DaKmsHRWeWpyjql1e8AH8CLLXQcG6lbEm5QngVEOpKj1SiABxtLwcwMFGT1QMu9m8Xj2dFLPVz9vo2-vN-_COBarfeNpyAFvd6r8_RPzR1cO4yYawfXZ5--s3fs_vL64mwxjNPwIOitk5
linkProvider ProQuest
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6V7QEkxKOAWCjgAxWnqIkfcYKE0Ja22tLdFUKt2Jvr2A7sZXfZBCH-FL-RcewU7QFuvcZWbI3HM9_YnvkAXufC5E5IllDNbcILW6MddFVCTc0zx7Sjtc9Gns7y8SX_OBfzHfjd58L4Z5W9TewMtV0Zf0Z-6Al1mERwTN-vvyeeNcrfrvYUGkEtzt2vnxiyNe_OjnF9Dyg9Pbn4ME4iq0BiWMnaRNaFTR26Jl1LzTKqXcl4TVOXIdDM0DaUIq2cLUzJKlFotPEWIzdm66zWgkvJ8L-3YJf7jNYB7B6dzD59vg7xEKx0IR461UQKOe-f2gvR1Tk69KVpMkq3nGDHFfAvj9C5udMHcC_iUzIKCvUQdtxyD-5HrEqiJWj24G447yMhjekR0Ilbt56DBAdcNOQ4EN035Mui_Uami8aGJ32L5i0ZkXAh8Rgub0RyT2CwXC3dUyDG2oJWsrSMM59MWwinS4RGgTbHmSEc9AJS61B2Q3XhihDKC1JFQQ7hyEvvuo8vlt19WG2-qrj3VCpdjjAolbmjGJ_llc2EywzOsahsytkQ3njZK7-l2402OmYm4FR9cSw1KhBz4mhpPoT9rZ64Fc12c796KpqCRv1V3Gf_b34Ft8cX04manM3On8Md6omGu7OefRi0mx_uBaKftnoZVY7A1U1r-R9yrxIa
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lj9MwEB4ti4SQEI8FRGEBH1hxiprYcewgIVQoZZd9iAMrevM6fkAvbWmCEH-NX8fYThb1ALe9xlZsjccz39ie-QBeVNxUjguWUV3arJTWox10TUaNLwvHtKM-ZCOfnlWH5-XHOZ_vwO8hFyY8qxxsYjTUdmXCGfk4EOowgeCYjn3_LOLTdPZm_T0LDFLhpnWg00gqcux-_cTwrX19NMW1PqB09v7zu8OsZxjIDKtZlwkvbe7QTWkvNCuodjUrPc1dgaCzQDtR87xxVpqaNVxqtPcWozhmfeE1L4Vg-N9rcF0wUYfAT84-XAZ7CFtisIfuNRNczIdH95zHikfjUKSmoHTLHUbWgH_5hujwZnfhdo9UySSp1j3Yccs9uNOjVtLbhHYPbqWTP5ISmu4DPXHrLrCR4ICLlkwT5X1Lviy6b-R00dr0uG_RviITkq4mHsD5lcjtIewuV0v3CIixVtJG1JaVLKTVSu50jSApEeg4M4KDQUBqnQpwqBi4cK6CIFUvyBG8DdK77BPKZscPq81X1e9ClQtXISDKReUoRmpVYwvuCoNzlI3NSzaCl0H2KmzubqON7nMUcKqhTJaaSESfOFpejWB_qyduSrPdPKye6o1Cq_6q8OP_Nz-HG6jb6uTo7PgJ3KSBcTge-uzDbrf54Z4iDOqaZ1HfCFxctYL_AYrJFOo
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=Leptospirosis+Dynamics+With+Misdiagnosis%3A+A+Review&rft.jtitle=Journal+of+applied+mathematics&rft.au=Mwongela%2C+Japheth+Musingila&rft.au=Kanyiri%2C+Caroline&rft.au=Kitetu%2C+Virginia&rft.date=2025-01-01&rft.pub=John+Wiley+%26+Sons%2C+Inc&rft.issn=1110-757X&rft.eissn=1687-0042&rft.volume=2025&rft_id=info:doi/10.1155%2Fjama%2F1691122&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1110-757X&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1110-757X&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1110-757X&client=summon