Constructing a logistic regression prediction model with MPP occurrence as the dependent variable=9.199–2.402 * B-line increase/fusion+2.695 * small amount of pleural effusion -5.362 * PCT- 0.061 * SAA. Here, SAA1 is linked to Pleural effusion.