Taking the topic of "electronic products" as an example, the word "juice" may co-occur frequently with a good keyword "apple" for this topic because of Apple electronic products, so "juice" may be ranked high by this context-free co-occurrence edge weight although it is not related to electronic products.
context-free propagation may cause the scores to be off-topic.