Data of 10,514 singleton births collected over a ten year period at a
single hospital are analysed and models linking birthweight and gestat
ional age with mortality and morbidity defined by low Apgar scores are
constructed and compared. Based on these models, charts of mortality
and morbidity are drawn and compared with common charts of birthweight
centiles. Classification rules for newborns at risk are defined by is
o-mortality contours, marginal birthweight centiles, and birthweight c
entiles adjusted by gestational age, respectively, and compared using
receiver operating characteristic (ROC) curves. The results suggest th
at, as far as neonatal mortality is concerned, classification rules ba
sed on simple marginal birthweight centiles perform almost as well as
iso-mortality contours and considerably better than birthweight centil
es adjusted for gestational age.