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reason is essential but it has limits.
If your assumptions are wrong so is your conclusion.

Well if we apply the scientific method a conclusion should never be without challenge. We use what explains the most data until we find something better.

yup..but NOTHING is sacred. Anything and everything should be questioned.
One data point is all it takes to invalidate ANY hypothesis.