How do you decide when an embryo phenotype is real?

I keep running into subtle phenotypes in embryo imaging that look convincing in one batch but not the next.

I'm trying to tighten my scoring and controls before I commit to a story.

How do you decide a phenotype is robust enough to build a paper around, and what do you do to rule out batch effects?