Galileo and the Art of Reasoning

The work of Galileo has long been important not only as a foundation of modern physics but also as a model - and perhaps the paradigmatic model - of scientific method, and therefore as a leading example of scientific rationality. Specifically, how and on what grounds are we to accept or reject scientific theories, or scientific reasoning?