Statistical results can be interpreted only if they are significant. If results are significant, it means there is a low probability (typically < 5% or < 1%) you accidentally observed some random pattern.
The probabilityvalue, which is the probability of getting the result you got if the null hypothesis was true. It is also the probability that the results favor a random pattern.
The lower the p-value, the lower the chance your finding is just some random pattern. This means the higher the chance your finding is a real systematicpattern.