Pythagorean said:
I think some 'scientists' are actually just technicians that are scientifically trained. They have no vision, but they can work well within a system defined by logical rules. Einstein has been brought up many times in this thread; he's a very extreme example of a philosophical scientist. In some cases, his philosophy even dissociated him with the direction of mainstream science, but this isn't philosophy's fault; it's Einstein's choice of philosophy that was challenged by quantum mechanics.
Thomas Kuhn made a similar observation about the way science works. He called the Einstein variety 'revolutionary science', a crisis happens and then a paradigm shift...
The other type of science, the everyday kind, was equivalent to puzzle-solving. Not very flattering.
This is a philosophy that still perplexes me. Of course, I see it represented by mathematicians more than physicists.
A while back there was a discussion topic that centered around the question of whether 'math is invented or discovered'.
I think this is essentially the chicken and egg problem.
For an empiricist, experiences happen, and we create abstract rules to describe our observations in a generalized way.
1+1=2 is only true, because we have observed it to be so, we 'invent' the math to describe the world.
From the rationalist perspective its reversed. A triangle always has 3 sides and specific angles, this is a universal property. This is seen as being somehow an inherent aspect of the universe. Mathematics then, is the language of the universe, the underlying structure we 'discover'.
I lean more to the empiricist notion, but I think its somewhat of a false problem.
Now I think this is where some conflict arises between philosophy and science. Science is made up of many more times experimenters than theoreticians.
I think one of the major problems in the world today is communication across specialization.
There is way too much knowledge in the world for anyone brain to handle. So we need specialists, but every specialist sees the world through their speciality. Plumbers see the world in terms of pipes and valves, biologists/doctors in terms of organs and tissue. And we all overapply our knowledge to areas outside our specialty, because we think of ourselves as intelligent and experts. So you'll often see philosophers dismissive of scientists and the reverse.
I once listened to an interview, where a literary theorist was being interviewed by a science journalist type. The theorist said 'science is a fiction'. It made me laugh and it made the interviewer cringe. The theorist wasn't of course saying that science was 'false', but rather that science was a way of looking at, or modeling, the world.
Different points of view can be both instructive and misleading.