I'm not saying science is a house of cards, but the comparison is not far off. All fields of academics continue to build off of past work. Philosophy, psychiatry, even theology and scholastics. Science is no exception. The current models are based on systems of thinking that have been around for a while. What I think creationism is trying to show is that the science itself isn't bad, but the early foundations its built on are false, and without those foundations, things like evolution become pure speculation.
Many creationists do not recognize that science is all interconnected. They reject science that doesn't jive with their beliefs (evolution), but then happily reap the benefits of all the science derived from that rejected science (medicine). In order for creationism to work (YECism in particular), all of modern science would have to be redefined. Standard model of physics? Out the window. Taxonomic classification system? Gone. Of course, the entire field of biology would have to be reinvented.
If the foundations of science are false, then it's up to the creationists to put a new foundation in and rebuild science from the ground up. Nothing less will suffice.
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