independent variables include activities of daily living chronic diseases and interactions of adl categories and disease conditions ever having smoked residing in the northeast mortality obesity and physical health status measured by number of adls and admission to nursing home have considerable effects on expenditures further individuals who die during the year have substantially higher medical expenses than survivors