When applying path analysis on observed variables to study mediation, can we go for model testing also (chi-square, CFI, RMSEA, or BIC). I have come across many research papers with pathanalysis on observed variables, but they have not tested the model fit. But the software packages utilized for the purpose do provide with the same (like AMOS, Mplus).