The diagnosis of carotenemia involves clinical examination and laboratory tests. The skin discoloration typically spares the sclera, distinguishing it from jaundice. Blood tests reveal elevated levels of carotenoids. In cancer patients, further diagnostic workup may be needed to rule out potential underlying causes like malabsorption syndromes or metabolic dysfunctions.