It is possible, but when you are clearly referring to separate items, use it. Compare these: The model includes the two factors of the intercept and the slope. The flag includes the hammer and sickle.
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Mister MicawberThe flag includes the hammer and sickle.The American flag is often referred to as "The stars and stripes", not "the stars and the stripes".