The generalized risk models in these programs can be written as
sums and products of terms (denoted by
) each of which is computed as a product
of parametric functions of covariates which are referred to as subterms. In the
geometric mixture models defined below, the definition of a term is further
generalized to allow for excess risk terms of the form
. If the 1 is omitted, the term will be
called a relative risk term. Terms which can be either excess or relative risk
will be denoted
. Model specification involves
indicating how terms are to be combined (the form of the model); the subterms to
be included in each term in the model; and the variables to be included in each
subterm. The models available in PEANUTS, PECAN, GMBO, and AMFIT include: a) the product additive
excess model:

b) the product additive model:

c) the additive model:

d) the geometric mixture model:

e) the multiplicative model:

The product additive excess model is the default. The
mixing parameter
in the geometric mixture model is
specified by the user and cannot be estimated directly. The multiplicative model
is a special case of the geometric mixture model with
. Using these models one can fit most
commonly used hazard function or relative risk models.