Here's a good recent paper that looks at this problem and provides remedies in a Bayesian manner. https://arxiv.org/abs/2202.11678
|How do we compare between hypotheses that are entirely consistent with observations?
|... Occam's razor
The answer is, build an experiment that makes it obvious. According to Occam's Razor, the Sun was burning coal, before we found out, it doesnt.