TASK DEFINITION: In this task, you are given a sentence from the research paper and your task is to classify the given sentence into the following categories: Background (Why is this problem important? What relevant works have been created before? What is still missing in the previous works? What are the high-level research questions? How might this help other research or researchers?), Purpose (What specific things do the researchers want to do? What specific knowledge do the researchers want to gain? What specific hypothesis do the researchers want to test?), Method (How did the researchers do the work or find what they sought? What are the procedures and steps of the research?), or Finding (What did the researchers find out? Did the proposed methods work? Did the thing behave as the researchers expected?). 
PROBLEM: Preferred mixing captures as a good approximation the assortativity of a heterogeneously mixing population.

SOLUTION: method

PROBLEM: and APACHE II scores were observed between the two groups at admission to the Intensive Care Unit.

SOLUTION: finding

PROBLEM: Involvement was commonly bilateral with no axial or craniocaudal predominance in the distribution.

SOLUTION:
finding