粗心大意 is a four-character idiom (成语) that can be shortened to just 粗心 in casual speech. The full form is more emphatic and often used in criticism or self-reflection.
memory
Picture someone with a 'rough heart and big careless thoughts' — their mind is too broad to catch the small details.