Complex sentence: User personalization and recommendation are tools that are used in the determination of appropriate content; these recommendations are either based on a single article or show, a particular academic field or genre of TV, or a full user profile.
Split into simpler sentences: User personalization and recommendation are tools that are used in the determination of appropriate content. Recommendations are either based on a single article or show, a particular academic field or genre of TV, or a full user profile.