The problem that the brochure is devoted to is one of the most difficult facing science. Is the use of certain theories always justified in solving applied and purely scientific problems, to what extent are the results obtained reliable? What is a theoretical model - the final result or just an initial stage, without which further development is impossible? The author analyzes these, as well as other issues related to them, using the example of the development of various applications of probabilistic statistical methods....