Reddit mentions of The Avery Shaw Experiment (Science Squad Book 1)

I think this comes down to marketing more than anything. "Romance reader" is such a wide category that you can probably find an audience for anything so it's a case of making sure the right audience is finding your book. So you need to focus on how you present it, look at other authors writing books similar to yours and see what covers they use, how their blurbs read. For example, look at the branding of The Avery Shaw Experiment (YA contemp rom) and it's contemporaries (no reason for choosing Avery Shaw, I just read it recently and it sounds like yours is a similar type book?).

As yours is a YA romance I don't think finding the right audience is going to be that much of a problem. My personal expectations for YA romance are that there's not going to be much sex in the genre (admittedly I don't read a lot of YA rom, but that's my perception for what it's worth). Hope that helps!