Lymelight: forecasting Lyme disease risk using web search data.
Computational science
Epidemiology
Infectious diseases
Journal
NPJ digital medicine
ISSN: 2398-6352
Titre abrégé: NPJ Digit Med
Pays: England
ID NLM: 101731738
Informations de publication
Date de publication:
2020
2020
Historique:
received:
29
04
2019
accepted:
19
12
2019
entrez:
13
2
2020
pubmed:
13
2
2020
medline:
13
2
2020
Statut:
epublish
Résumé
Lyme disease is the most common tick-borne disease in the Northern Hemisphere. Existing estimates of Lyme disease spread are delayed a year or more. We introduce Lymelight-a new method for monitoring the incidence of Lyme disease in real-time. We use a machine-learned classifier of web search sessions to estimate the number of individuals who search for possible Lyme disease symptoms in a given geographical area for two years, 2014 and 2015. We evaluate Lymelight using the official case count data from CDC and find a 92% correlation (
Identifiants
pubmed: 32047861
doi: 10.1038/s41746-020-0222-x
pii: 222
pmc: PMC7000681
doi:
Types de publication
Journal Article
Langues
eng
Pagination
16Subventions
Organisme : NLM NIH HHS
ID : R01 LM010812
Pays : United States
Informations de copyright
© The Author(s) 2020.
Déclaration de conflit d'intérêts
Competing interestsThe authors declare no competing interests.
Références
Int J Parasitol. 2006 Jan;36(1):63-70
pubmed: 16229849
J Epidemiol Glob Health. 2017 Sep;7(3):185-189
pubmed: 28756828
Am J Epidemiol. 2000 Oct 15;152(8):756-9
pubmed: 11052554
BMJ. 2015 Dec 03;351:h6520
pubmed: 26634936
Vector Borne Zoonotic Dis. 2004 Summer;4(2):143-8
pubmed: 15228815
PLoS Negl Trop Dis. 2014 Feb 27;8(2):e2713
pubmed: 24587465
Clin Infect Dis. 2009 Nov 15;49(10):1557-64
pubmed: 19845471
Clin Infect Dis. 1996 May;22(5):809-12
pubmed: 8722936
J Med Internet Res. 2013 Jun 18;15(6):e124
pubmed: 23778053
JAMA Dermatol. 2014 Nov;150(11):1202-4
pubmed: 25162635
Clin Infect Dis. 2015 Dec 15;61(12):1800-6
pubmed: 26385994
Environ Health Perspect. 2010 Jul;118(7):909-14
pubmed: 20421192
Proc Natl Acad Sci U S A. 2015 Nov 24;112(47):14473-8
pubmed: 26553980
J Med Internet Res. 2018 Apr 24;20(4):e134
pubmed: 29691210
BMC Infect Dis. 2017 May 8;17(1):332
pubmed: 28482810
Infect Dis Clin North Am. 2015 Jun;29(2):309-23
pubmed: 25999226
Int J Epidemiol. 2006 Apr;35(2):315-22
pubmed: 16394113
JAMA. 1999 Jul 7;282(1):62-6
pubmed: 10404913
J Pediatric Infect Dis Soc. 2018 Feb 19;7(1):56-63
pubmed: 28369477
J Med Internet Res. 2005 Jul 01;7(3):e36
pubmed: 15998627
J Am Anim Hosp Assoc. 2003 Nov-Dec;39(6):558-62
pubmed: 14736722
MMWR Suppl. 2014 Sep 26;63(3):1-14
pubmed: 25254986
Int J Health Geogr. 2008 May 22;7:24
pubmed: 18498647
Int J Infect Dis. 2013 Jun;17(6):e443-9
pubmed: 23462300
Int J Med Microbiol. 2004 Apr;293 Suppl 37:5-15
pubmed: 15146980
Clin Infect Dis. 2010 Jul 1;51(1):1-5
pubmed: 20504239
Am J Prev Med. 2014 Sep;47(3):341-7
pubmed: 24997572
Am J Med. 2013 Aug;126(8):665-9
pubmed: 23764268
Clin Infect Dis. 2006 Nov 1;43(9):1089-134
pubmed: 17029130
PLoS Pathog. 2014 Jan;10(1):e1003796
pubmed: 24391491
Curr Opin Rheumatol. 2001 Sep;13(5):434-40
pubmed: 11604601
PLoS Biol. 2006 Jun;4(6):e145
pubmed: 16669698
MMWR Morb Mortal Wkly Rep. 2008 Jan 18;57(2):42-5
pubmed: 18199968
J Clin Invest. 2004 Apr;113(8):1093-101
pubmed: 15085185
Arthritis Rheumatol. 2017 Jan;69(1):194-202
pubmed: 27636905
Clin Infect Dis. 2005 Mar 15;40(6):800-6
pubmed: 15736011
Lancet. 2006 Mar 11;367(9513):859-69
pubmed: 16530580
Am J Med. 1999 Mar;106(3):292-9
pubmed: 10190377
Ecology. 2018 Jul;99(7):1562-1573
pubmed: 29738078
Emerg Infect Dis. 2009 Aug;15(8):1327-8
pubmed: 19751610
Am J Public Health. 2017 Jul;107(7):1130-1136
pubmed: 28520492
Nature. 2009 Feb 19;457(7232):1012-4
pubmed: 19020500
JAMA. 2013 Sep 18;310(11):1110
pubmed: 24045727
Int J Parasitol. 2000 Nov;30(12-13):1323-37
pubmed: 11113258
Public Health. 2014 Sep;128(9):784-91
pubmed: 25213101
Science. 1993 Jun 11;260(5114):1610-6
pubmed: 8503006
Zoonoses Public Health. 2019 Feb;66(1):101-107
pubmed: 30447056
Arch Intern Med. 1996 Jul 22;156(14):1493-500
pubmed: 8687256
Ann Transl Med. 2019 Jan;7(1):15
pubmed: 30788362
J Clin Invest. 1983 Jan;71(1):15-26
pubmed: 6848556
J Oncol Pract. 2016 Aug;12(8):737-44
pubmed: 27271506
Qual Life Res. 2013 Feb;22(1):75-84
pubmed: 22294245
Expert Rev Anti Infect Ther. 2015;13(11):1303-6
pubmed: 26489537
Am J Epidemiol. 2003 Mar 15;157(6):531-8
pubmed: 12631543
Expert Rev Anti Infect Ther. 2011 Jul;9(7):787-97
pubmed: 21810051
Am J Trop Med Hyg. 2014 Oct;91(4):747-55
pubmed: 25048372
Science. 2014 Mar 14;343(6176):1203-5
pubmed: 24626916
J Autoimmun. 2015 Feb;57:82-115
pubmed: 25451629
Environ Health Perspect. 2003 Jul;111(9):1152-7
pubmed: 12842766
PLoS One. 2014 Oct 22;9(10):e109583
pubmed: 25337815
PLoS One. 2011;6(8):e23610
pubmed: 21886802
Geospat Health. 2010 May;4(2):135-7
pubmed: 20503183
N Engl J Med. 2016 Mar 31;374(13):1209-20
pubmed: 27028911
NPJ Digit Med. 2018 Nov 6;1:36
pubmed: 31304318
Curr Opin Rheumatol. 2002 Jul;14(4):383-7
pubmed: 12118171
Health Place. 1999 Jun;5(2):157-71
pubmed: 10670997
Infect Dis Clin North Am. 2015 Jun;29(2):269-80
pubmed: 25999223
Ecohealth. 2005 Mar;2(1):38-46
pubmed: 19008966
Am J Epidemiol. 1990 May;131(5):877-85
pubmed: 2321630