Abstract Background Many pre-pregnancy and gestational exposures, such as maternal physical health, behavioral factors, psychosocial adversities, and environmental conditions during pregnancy, influence birth outcomes. These risk factors can co-occur, particularly among populations that experience health disparities, yet much of past researchers tend to examine them in isolation, which may lead inadvertently to some underestimation or mis-specification of risk. Therefore, this study examined the