How to select a model based on statistical analyses?
This is a very general question, since you are not providing any statistics, that one can comment on. But in general: yes, this can be the case. However, there is an interesting paper on comparing classification models with statistical tests written by Demšar (2006). He shows a way to vizualize the results of different models that do not significantly differ in quality.