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The approach is semi-supervised in that , during training , it is able to use data from both builds where the resulting components were certified and builds where the quality of the resulting components is unknown .
 concept or principle: data; process characterization: builds; machine or equipment: components; process characterization: builds; concept or principle: quality; machine or equipment: components
Given options, please tell me the categories of all the listed entity words.Output format is "type1: word1; type2: word2". 
Option: manufacturing standard, machanical property, manufacturing process, material, engineering feature, process parameter, machine or equipment, application, process characterization, enabling technology, biomedical, concept or principle 
Text: {0} 
 Entities: data, builds, components, builds, quality, components 
Answer:
 concept or principle: data; process characterization: builds; machine or equipment: components; process characterization: builds; concept or principle: quality; machine or equipment: components