If a physicist's scientific theory is well supported, a logical inference that can be made is that the theory is likely to be valid and reliable, at least within its domain of applicability. This implies that empirical evidence and observations consistently align with the predictions made by the theory, suggesting that it has a strong basis in reality.
However, it's important to note that scientific theories can be subject to revision or rejection in light of new evidence. Thus, while the theory is well supported, it remains provisional and must be continually tested against observations.