It is, I think, particularly in periods of acknowledged crisis that scientists have turned to philosophical analysis as a device for unlocking the riddles of their field. Scientists have not generally needed or wanted to be philosophers.
The Structure of Scientific Revolutions: 50th Anniversary Edition (ed. University of Chicago Press, 2012) - ISBN: 9780226458144