Joint modelling of survival and cognitive decline in the Australian Longitudinal Study of Ageing
- Publication Type:
- Journal Article
- Journal of the Royal Statistical Society. Series C: Applied Statistics, 2011, 60 (2), pp. 221 - 238
- Issue Date:
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The paper describes the use of a longitudinal tobit model to characterize cognitive decline over a 13-year period in a cohort of 2087 elderly Australians. Use of a tobit formulation allows for the so-called 'ceiling effect' wherein many subjects achieve perfect test scores. A Bayesian hierarchical joint model is presented that allows for random subject-specific intercepts and slopes, as well as for informative dropout. Results suggest several potential areas of intervention. For example, there is a clear dose-response effect of exercise whereby increasing levels of exercise are associated with higher cognitive scores. © 2010 Royal Statistical Society.
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