Fuzzy logic and hospital admission due to respiratory diseases using estimated values by mathematical model

Author:

Vieira Luciana Cristina Pompeo Ferreira da Silva1,Rizol Paloma Maria da Silva Rocha1,Nascimento Luiz Fernando Costa1

Affiliation:

1. UNESP, Brasil

Abstract

Abstract Hospitalizations due to respiratory diseases generate financial costs for the Health System in addition to social costs. Objective of this study was to develop and validate a fuzzy linguistic model for prediction of hospitalization due to respiratory diseases. We constructed a fuzzy model for prediction of hospitalizations due to pneumonia, bronchitis, bronchiolitis and asthma second exposure to fine particulate matter (PM2.5) in residents of Volta Redonda, RJ, in 2012. The model contains two inputs, PM2.5 and temperature, with three membership functions for each input, and an output with three membership functions for admissions, which were obtained from DATASUS. There were 752 hospitalizations in the period, the average concentration of PM2.5 was 17.1 µg/m3 (SD = 4.4). The model showed a good accuracy with PM2.5, the result was between 90% and 76.5% for lags 1, 2 and 3, a sensitivity of up to 95%. This study provides support for creating executable software with a low investment, along with the use of a portable instrument could allow number of hospital admission due to respiratory diseases and provide support to local health managers. Furthermore, the fuzzy model is very simple and involves low computational costs, an implementation making possible.

Publisher

FapUNIFESP (SciELO)

Subject

Public Health, Environmental and Occupational Health,Health Policy

Reference25 articles.

1. Portal da Saúde

2. The Impact of Sugar Cane-Burning Emissions on the Respiratory System of Children and the Elderly;Cançado JED;Environ Health Perspect,2006

3. Efeitos da poluição atmosférica na saúde infantil em São José dos Campos, SP;Nascimento LFC;Rev Saude Publica,2006

4. Impact on human health of particulate matter emitted from burning in the Brazilian Amazon region;Ignotti E;Rev Saude Publica,2010

5. Differential susceptibility according to gender in the association between air pollution and mortality from respiratory diseases;Oliveira MS;Cad Saude Publica,2011

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