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Activity Number: 480
Type: Contributed
Date/Time: Wednesday, August 1, 2007 : 2:00 PM to 3:50 PM
Sponsor: Section on Statistics in Epidemiology
Abstract - #309824
Title: Proportional Odds Modeling of Discrete Survival Data with Application to Reproductive Study
Author(s): Huichao Chen*+ and Limin Peng and Amita K. Manatunga and Michele Marcus
Companies: Emory University and Emory University and Emory University and Emory University
Address: 716 Carlyle Lake, Decatur, 30033,
Keywords: discrete survival ; time to pregnancy ; proportional odds ; psuedo-likelihood
Abstract:

Using the proportional odds model, we develop a method to evaluate covariate effects on time-to-pregnancy (TTP), the length of time that it takes a couple to conceive. Specifically, to assess the effect of within-woman menstrual cycle variance on TTP, we first investigate the cycle variance via a log linear model, then implement the estimated variance as a covariate in modeling TTP. An unbiased estimating equation is used for modeling the variance in cycle length and a pseudo-likelihood procedure is used to estimate the parameters in the proportional odds model. It is shown that the resulting estimator is asymptotically normal, with a closed form variance-covariance matrix and can be consistently estimated by the usual empirical method. We illustrate the proposed approach using the data from the Mount Sinai Study of Women Office Workers (MSSWOW).


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Revised September, 2007