

I definitely have a hangup on students I teach saying something along the lines of “I don’t know how to get started on this, I asked GPT and…”. To be clear: We’re talking about higher-level university courses here, where GPT is, from my experience, unreliable at best and useless or misleading at worst. It makes me want to yell “What do you think?!?” I’ve been teaching at a University for some years, and there’s a huge shift in the past couple years regarding how willing students are to smack their head repeatedly against a problem until they figure it out. It seems like their first instinct when they don’t know something is to ask an LLM, and if that doesn’t work, to give up.
I honestly want shake a physical book at them (and sometimes do), and try to help them understand that actually looking up what they need in a reliable resource is an option. (Note: I’m not in the US, you get second hand course books for like 40 USD here that are absolutely great, to the point that I have a bunch myself that I use to look stuff up in my research).
Of course, the above doesn’t apply to all students, but there’s definitely been a major shift in the past couple years.
I want to fill in on the fact that any journal can end up publishing garbage science if someone is able to dupe the reviewers. This means that no matter what journal you’re reading, you need to read science critically. Sensational claims require sensational evidence, and ideally any work should be 100% reproducible based on the information given in the article.
Depending on the field, you can also often get a good indicator by investigating the authors of the article (checking out the last author first is a good tip). This mostly applies to very recent research where looking at citations is a poor indicator of quality, but where research is often dominated by a few reputable research groups around the world.
For older research, looking at how often the article has been cited, by whom, and why, can give you a very good indicator of the quality of the research. Solid research is often built upon later, while garbage is often refuted and then abandoned.
Of course, none of the above is infallible, but if you read critically to ensure the research makes sense, find that it originates from a reputable group, and see that others have based newer research on it, it’s probably trustworthy. After a while you start building up an impression of the most important names and journals in the field, but that requires reading quite a few articles and noticing which names and journals repeatedly show up.