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The very phrase "inference to the best explanation" should wave a red flag to us. What is good, better, best? What values are slipped in here, under a common name, and where do they come from?
The appeal to explanation brings out into the open the glaring fact that we have a risk taking pursuit of truth. Science is brave and dares to enter dangerous waters. Empirical science goes
for bold conjectures and audacious hypotheses, it offers them as basis for prediction and action while the iron is still hot and conclusive evidence still infinitely beyond reach.
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Bas C. Van Fraassen (The Empirical Stance)