Thank you for that link. I am not expert on statistical methods - is the reference to the F-stat in the link meant to indicate that the p-value was only 7%?
Yes, traditionally you need the 5% of error, or even 1%. Also the partial eta-squared is the ANOVA measure for the size of the effects studied, which happens to be very low too: 9%.