: Some book reviewers use "kisses" instead of stars, with 1 Kiss being the "most painful review to give" and 5 Kisses being a book they loved and "must move to the top" of a reading list.
The word "system" appears in a wide variety of fascinating reviews, ranging from tools that streamline academic research to creative magic tricks and highly personalized book rating scales. Modern & Experimental Systems
: A new agentic AI system can now review scientific research papers with a consistency that nearly matches human peer reviewers. It acts as a "lifeline" for researchers who don't have access to strong peer networks, allowing them to refine their work in days rather than waiting months for human feedback. system
Many individuals find standard star ratings inadequate and have developed their own "systems" to better communicate their experiences:
: Some critics argue against the traditional 5-star system entirely, citing the "J-curve" phenomenon where ratings almost always settle around 4.5 stars because people mostly vote for things they like and ignore things they don't. : Some book reviewers use "kisses" instead of
“Building your own review system costs a lot of time which could be spent growing your business instead.” Reddit · r/SaaS · 2 years ago
: A popular 10-point system used by readers defines a 10/10 Masterpiece as a book where "you can’t change a word without the book becoming worse". Community Perspectives It acts as a "lifeline" for researchers who
“Typically readers rate books using a 5-star system... Using this system, I would rate virtually every book as a 5 because I loved it and thought the author made interesting points.” techratchet.com · 6 years ago Magic Book Review - Particle System By Joshua Jay