Title of article
Modeling diarrhea disease in children less than 5 years old
Author/Authors
Pauline Lorena Kale، نويسنده , , John Philip Hinde، نويسنده , , Fl?vio Fonseca Nobre، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2004
Pages
7
From page
371
To page
377
Abstract
Purpose
Identification of the temporal pattern of diarrhea disease in children less than 5 years of age in Rio de Janeiro City (1995–1998) to provide support for decisions about prevention and control of the disease.
Methods
The weekly counts of hospitalizations and deaths due to diarrhea disease were analyzed separately. An initial generalized linear model (GLM) was derived using variables related to weather and month. Displays of fitted generalized additive models (GAM) including a spline smoothed function of time suggested additional predictors that were used to obtain new models.
Results
The initial models did not properly account for the observed cyclical pattern of the data. Graphical displays of the GAM model show a nonhomogeneous decline and annual cycles. Stepwise fitting of GLMs with two factors (cycle and season), and a time trend, showed that the full three-way interaction model was required. Plots of the residuals from the death model suggested a mixture of distributions while the residuals from the hospitalization model were approximately normal.
Conclusions
The same general pattern for both time series was found by graphical inspection and fitting of appropriate GLMs. This study provides some additional evidence that severe cases of diarrhea disease may be attributed to rotavirus.
Keywords
Time Series. , Generalized linear models , Diarrhea Disease
Journal title
Annals of Epidemiology
Serial Year
2004
Journal title
Annals of Epidemiology
Record number
462336
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