Rb. Dagostino et al., DEVELOPMENT OF HEART RISK APPRAISAL FUNCTIONS IN THE PRESENCE OF MULTIPLE INDICATORS - THE FRAMINGHAM-STUDY NURSING-HOME INSTITUTIONALIZATION MODEL, Statistics in medicine, 14(16), 1995, pp. 1757-1770
Citations number
42
Categorie Soggetti
Statistic & Probability","Medicine, Research & Experimental","Public, Environmental & Occupation Heath","Statistic & Probability
A health risk appraisal function is a mathematical model designed to e
stimate the risk or probability of a person's mortality or morbidity f
or various diseases based upon risk factors such as age, medical histo
ry and smoking behaviour, The Framingham Study has contributed substan
tially to the development and use of these for endpoints such as morta
lity and incidence of coronary heart disease and other cardiovascular
diseases. This paper discusses a methodology for the development of he
alth risk appraisal functions when the number of potential risk factor
s is large and illustrates it with sex specific functions for nursing
home institutionalization. The methodology involves grouping variables
substantively into sets, applying principal component factor analysis
and variable clustering to obtain substantively meaningful composite
scores, ranking these in order of substantive importance, and then ent
ering these with a hierarchical ordering into a Cox proportional hazar
d regression.