Whilst some additional factors such as a history of cardiovascular disease and lower serum albumin levels are associated with fracture, incorporating them into models built on alternative pathophysiology hypotheses does not meaningfully improve the ability to predict fracture. Here, ALB is linked to cardiovascular disorder.