GPT and Pleural effusion: In the training set, the history of alcohol consumption, the presence of pleural effusion comorbidity, the use of three or more antibiotics, the frequency of quinolone antibiotics, as well as hematocrit, ALT, and D-dimer levels, and the duration of mask oxygen therapy were all significantly raised compared to the test set (P < 0.05).