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Biochemistry-based machine learning algorithms in differentiating pleural effusion: current status and perspective

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The differential diagnosis of pleural effusion remains challenging. Microbiological and cytopathological examinations are considered the gold standards; however, they are limited by their low sensitivity, subjectivity, invasiveness and prolonged turnaround tim... ...