I think you might have misunderstood me, I agree with "Conclusions change with new evidence" that's why you can't live or base your life and beliefs on science as what you believe today can be wrong tomorrow.
And yet, you do. You base your life on the fact that the chemistry in your car is understood well enough to keep your car operating. You base your life on the fact that we understand food spoilage well enough to ensure your food is safe. You base your life on the fact that we understand gravity and structural integrity well enough to build buildings and bridges that are safe.
ALL of these are based on theories that could shift tomorrow. They won't shift *enough* that the bridges will be affected, but the detailed descriptions could very well be different.
And that is the point. When science changes, it does so from a *poorer* description to a better one. The old description doesn't stop working at its level of approximation. We just find a more accurate description.
What that means is the things that have been proven to work to withing a certain level of approximation and under conditions that are understood won't have the end results change by much.
So, in going from Newtonian gravity to general relativity, we added decimal places to the accuracy, but planets still basically continued to orbit the sun in ellipses, slightly modified. In going from Darwin's original theory to the modern synthesis, we added in understanding of genetics. Later even more detail was added in that.
And it is possible, even likely, that both theories will be modified again in the future. But what will NOT happen is that we will go back to a geocentric universe, nor will we suddenly find evolution doesn't happen. We may have to modify our cosmology when more data comes in, but the conclusion that the universe is expanding and has been doing so for over 13 billion years won't be going away.