Literature DB >> 12925542

Detection of pediatric respiratory and diarrheal outbreaks from sales of over-the-counter electrolyte products.

William R Hogan1, Fu-Chiang Tsui, Oleg Ivanov, Per H Gesteland, Shaun Grannis, J Marc Overhage, J Michael Robinson, Michael M Wagner.   

Abstract

OBJECTIVE: To determine whether sales of electrolyte products contain a signal of outbreaks of respiratory and diarrheal disease in children and, if so, how much earlier a signal relative to hospital diagnoses.
DESIGN: Retrospective analysis was conducted of sales of electrolyte products and hospital diagnoses for six urban regions in three states for the period 1998 through 2001. MEASUREMENTS: Presence of signal was ascertained by measuring correlation between electrolyte sales and hospital diagnoses and the temporal relationship that maximized correlation. Earliness was the difference between the date that the exponentially weighted moving average (EWMA) method first detected an outbreak from sales and the date it first detected the outbreak from diagnoses. The coefficient of determination (r2) measured how much variance in earliness resulted from differences in sales' and diagnoses' signal strengths.
RESULTS: The correlation between electrolyte sales and hospital diagnoses was 0.90 (95% CI, 0.87-0.93) at a time offset of 1.7 weeks (95% CI, 0.50-2.9), meaning that sales preceded diagnoses by 1.7 weeks. EWMA with a nine-sigma threshold detected the 18 outbreaks on average 2.4 weeks (95% CI, 0.1-4.8 weeks) earlier from sales than from diagnoses. Twelve outbreaks were first detected from sales, four were first detected from diagnoses, and two were detected simultaneously. Only 26% of variance in earliness was explained by the relative strength of the sales and diagnoses signals (r2 = 0.26).
CONCLUSION: Sales of electrolyte products contain a signal of outbreaks of respiratory and diarrheal diseases in children and usually are an earlier signal than hospital diagnoses.

Entities:  

Mesh:

Substances:

Year:  2003        PMID: 12925542      PMCID: PMC264433          DOI: 10.1197/jamia.M1377

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  17 in total

1.  The emerging science of very early detection of disease outbreaks.

Authors:  M M Wagner; F C Tsui; J U Espino; V M Dato; D F Sittig; R A Caruana; L F McGinnis; D W Deerfield; M J Druzdzel; D B Fridsma
Journal:  J Public Health Manag Pract       Date:  2001-11

2.  Waterborne cryptosporidiosis outbreak, North Battleford, Saskatchewan, Spring 2001.

Authors:  R Stirling; J Aramini; A Ellis; G Lim; R Meyers; M Fleury; D Werker
Journal:  Can Commun Dis Rep       Date:  2001-11-15

3.  Modeling the effects of epidemics on routinely collected data.

Authors:  X Zeng; M Wagner
Journal:  Proc AMIA Symp       Date:  2001

4.  Value of ICD-9 coded chief complaints for detection of epidemics.

Authors:  F C Tsui; M M Wagner; V Dato; C C Chang
Journal:  Proc AMIA Symp       Date:  2001

5.  The application of statistical process control charts to the detection and monitoring of hospital-acquired infections.

Authors:  A P Morton; M Whitby; M L McLaws; A Dobson; S McElwain; D Looke; J Stackelroth; A Sartor
Journal:  J Qual Clin Pract       Date:  2001-12

6.  Design of a national retail data monitor for public health surveillance.

Authors:  Michael M Wagner; J Michael Robinson; Fu-Chiang Tsui; Jeremy U Espino; William R Hogan
Journal:  J Am Med Inform Assoc       Date:  2003-06-04       Impact factor: 4.497

7.  Visits by adults to family physicians for the common cold.

Authors:  W J McIsaac; N Levine; V Goel
Journal:  J Fam Pract       Date:  1998-11       Impact factor: 0.493

8.  Nosocomial infections in pediatric patients: a European, multicenter prospective study. European Study Group.

Authors:  J Raymond; Y Aujard
Journal:  Infect Control Hosp Epidemiol       Date:  2000-04       Impact factor: 3.254

9.  Public health assessment of potential biological terrorism agents.

Authors:  Lisa D Rotz; Ali S Khan; Scott R Lillibridge; Stephen M Ostroff; James M Hughes
Journal:  Emerg Infect Dis       Date:  2002-02       Impact factor: 6.883

10.  Cost of illness in the 1993 waterborne Cryptosporidium outbreak, Milwaukee, Wisconsin.

Authors:  Phaedra S Corso; Michael H Kramer; Kathleen A Blair; David G Addiss; Jeffrey P Davis; Anne C Haddix
Journal:  Emerg Infect Dis       Date:  2003-04       Impact factor: 6.883

View more
  29 in total

1.  Creating a text classifier to detect radiology reports describing mediastinal findings associated with inhalational anthrax and other disorders.

Authors:  Wendy Webber Chapman; Gregory F Cooper; Paul Hanbury; Brian E Chapman; Lee H Harrison; Michael M Wagner
Journal:  J Am Med Inform Assoc       Date:  2003-06-04       Impact factor: 4.497

2.  Design of a national retail data monitor for public health surveillance.

Authors:  Michael M Wagner; J Michael Robinson; Fu-Chiang Tsui; Jeremy U Espino; William R Hogan
Journal:  J Am Med Inform Assoc       Date:  2003-06-04       Impact factor: 4.497

3.  Automated syndromic surveillance for the 2002 Winter Olympics.

Authors:  Per H Gesteland; Reed M Gardner; Fu-Chiang Tsui; Jeremy U Espino; Robert T Rolfs; Brent C James; Wendy W Chapman; Andrew W Moore; Michael M Wagner
Journal:  J Am Med Inform Assoc       Date:  2003-08-04       Impact factor: 4.497

4.  Key design elements of a data utility for national biosurveillance: event-driven architecture, caching, and Web service model.

Authors:  Fu-Chiang Tsui; Jeremy U Espino; Yan Weng; Arvinder Choudary; Hoah-Der Su; Michael M Wagner
Journal:  AMIA Annu Symp Proc       Date:  2005

5.  How disease surveillance systems can serve as practical building blocks for a health information infrastructure: the Indiana experience.

Authors:  Shaun J Grannis; Paul G Biondich; Burke W Mamlin; Greg Wilson; Linda Jones; J Marc Overhage
Journal:  AMIA Annu Symp Proc       Date:  2005

6.  A multivariate procedure for identifying correlations between diagnoses and over-the-counter products from historical datasets.

Authors:  Ran Li; Garrick L Wallstrom; William R Hogan
Journal:  AMIA Annu Symp Proc       Date:  2005

Review 7.  Review of syndromic surveillance: implications for waterborne disease detection.

Authors:  Magdalena Berger; Rita Shiau; June M Weintraub
Journal:  J Epidemiol Community Health       Date:  2006-06       Impact factor: 3.710

8.  The Indiana Public Health Emergency Surveillance System: ongoing progress, early findings, and future directions.

Authors:  Shaun Grannis; Michael Wade; Joseph Gibson; J Marc Overhage
Journal:  AMIA Annu Symp Proc       Date:  2006

9.  Finding leading indicators for disease outbreaks: filtering, cross-correlation, and caveats.

Authors:  Ronald M Bloom; David L Buckeridge; Karen E Cheng
Journal:  J Am Med Inform Assoc       Date:  2006-10-26       Impact factor: 4.497

10.  Factors associated with the use of over-the-counter medications in cases of acute gastroenteritis in Hamilton, Ontario.

Authors:  Gillian O Frosst; Shannon E Majowicz; Victoria L Edge
Journal:  Can J Public Health       Date:  2006 Nov-Dec
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.