I recently completed my PhD in Computer Science in Australia and am now a postdoc at a U.S. university, where I am assisting a PhD student with his thesis. In our field, it is common to publish several papers before completing the thesis, which often becomes a compilation of these publications. In my thesis, I began each technical chapter with a note saying, 'This chapter is based on my publication [A],' but I combined all Related Work sections from these publications into a single literature review and introduction, paraphrasing the content without specific citations or acknowledgments. The student I'm helping questioned whether this approach might be considered self-plagiarism. I can't advise on that, but it suddenly makes me realize this might not be appropriate from a point of view.
Then, I scanned my thesis with an online plagiarism checker, which showed that some parts of my thesis involved plagiarism. However, what is odd is that I've observed similar structures in many other theses, including those from U.S. universities. Some PhDs even directly copy and paste the Related Work sections without any paraphrase and citations in the Introduction section, although they explicitly mentioned reusing their own publications in the technical chapters. I guess this might be acceptable, as many people have done the same thing, but I can't find explicit guidelines on any university website about this practice. They all only state that recycling your own text without attribution is considered self-plagiarism.
My question is: Does integrating and paraphrasing content from one's own published works into different thesis sections without specific citations or acknowledgments constitute self-plagiarism? Why did so many PhDs not follow the rule if recycling your own text without attribution is considered self-plagiarism? I'm concerned about potential repercussions, similar to what happened to the Harvard President, even years after graduation. Maybe I am just overthinking. Should I apply to revise my thesis at the university where I graduated? I guess this might be extremely difficult.