Recommendation - Expanded Topics

Why are negative reviews more influential than positive ones? Why do algorithms fail at recommending gifts? Why do movie recommendations miss the mark sometimes? How to recommend a doctor to a friend? Why do I trust recommendations from strangers more than ads? How do librarians and booksellers recommend books? How to find trustworthy product recommendations online? What is the dark side of personalized recommendations?