How does Philosophy Illuminate the Physical World? (Part 1)

We think we understand the physical world but we do not. For example, some features of the world are derived from others, which makes the latter more fundamental and the former less so. Some scientists believe that only science can tell us how things work. Philosophers do not agree. Do philosophers see things that scientists cannot?