Title of article :
Summer temperature effects on deaths and hospital admissions among the elderly population in two Italian cities
Author/Authors :
Francesco Pauli & Laura Rizzi، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2008
Abstract :
In developed countries the effects of climate on health status are mainly due to temperature. Our analysis
is aimed to deepen statistically the relationship between summer climate conditions and daily frequency
of health episodes: deaths or hospital admissions. We expect to find a U-shaped relationship between
temperature and frequencies of events occurring in summer regarding the elderly population resident in
Milano and Brescia. We use as covariates hourly records of temperature recorded at observation sites
located in Milano and Brescia. The analysis is performed using Generalized Additive Models (GAM),
where the response variable is the daily number of events, which varies as a possibly non-linear function of
meteorological variables measured on the same or previous day.We consider separate models for Milano
and Brescia and then we compare temperature effects among the two towns and among different age classes.
Moreover we consider separate models for all diagnosed events, for those due to respiratory disease and
those due to circulatory pathologies. Model selection is a central problem, the basic methods used are the
UBRE and GCV criteria but, instead of conditioning all final conclusions on the best model according to
the chosen criterion, we investigated the effect of model selection by implementing a bootstrap procedure
Keywords :
deaths , Hospital admissions , model selectioncriteria , Bootstrap , Generalized additive models , Temperature
Journal title :
JOURNAL OF APPLIED STATISTICS
Journal title :
JOURNAL OF APPLIED STATISTICS