Background: Uncertain language, specifically for the diagnosis of pneumonia in chest radiograph reports has been noted in previous research studies (1, 2, 3). In fact, as many as 1 out of every 4 chest x-rays (CXRs) are not positive or negative for pneumonia but are uncertain (4). Some uncertain reports use language modifiers that precede [...]