> Arguably a lot of particle phenomenology in the last 20+ years was bad science in that way, because no new phenomena had actually been observed/measured

That is an interesting observation. Would you be willing to guess specifically why there was such a long gap between the LHC and the previous collider? The answer is already in your comment.