  We consider a general proportional odds model for survival data under binary
treatment, where the functional form of the covariates is left unspecified. We
derive the efficient score for the conditional survival odds ratio given the
covariates using modern semiparametric theory. The efficient score may be
useful in the development of doubly robust estimators, although computational
challenges remain.
