Not entirely accurate, but yeah. To the extent we can calibrate or build the instrumentation we may be able to determine some truths about the atmospheres of those worlds, with an eye to things like an unlikely oxidation state of the planet, overall.
James Lovelock did a lot of theorizing here, and I suggest that anyone who wants a good rabbit hole go down that one!
