An NLP tool highlights the phrase “history of asthma” in a progress note and proposes an active asthma diagnosis code for today’s physician office visit. What should the coder recognize?
Select an answer to reveal the explanation.
Short Explanation
“History of” is a classic NLP trap. The engine sees the disease word and sometimes forgets the timeline. A human still has to decide whether today’s visit actually treats active asthma.
Full Explanation
Natural language processing can misclassify status, certainty, and temporality cues such as “history of,” “rule out,” or resolved conditions. For physician-office coding, active disease codes require encounter support consistent with Official Guidelines and documentation. Coders must review NLP highlights and assign codes only when the clinical picture and provider statements support current reporting of the condition.