Let be a rearrangement invariant (r.i.) function space on , and
let consist of all measurable functions on such that
and . We reveal close
connections between properties of the generalized Rosenthal’s space,
corresponding to the space , and the behaviour of independent
symmetrically distributed random variables in . The results obtained are
applied to consider the problem of the existence of isomorphisms between r.i.
spaces on and . Exploiting particular properties of
disjoint sequences, we identify a rather wide new class of r.i.\ spaces on
``close’’ to , which fail to be isomorphic to r.i.\ spaces on
. In particular, this property is shared by the Lorentz spaces
, with .

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