Bayes vs frequentist 2 way interaction
I am new to Bayesian analysis and I am a bit confused, so hopefully someone will be able to help me here. My design is a 2x2 with one of the variables being between groups (group) and the variable type being within. In the frequentist analysis, I found a main effect of the variable group, F(1,50) = 8.69 , p < .01. A main effect of the variable type, F (1,50) = 181.78, p < .001. The interaction approached to be significant (p = .054).
I paste below what I found in the bayesian analsyis:
I am slightly confused here, as it seems that the data are better explained by a model including the interaction. Am I right? what does this mean in terms of the interaction? do I have support for the interaction here? Should I then explore the interaction?
Thanks for your help!