A researcher performs a study to see if a new diet plan affects weight loss, measuring the difference in weight for 20 participants before and after. If the resulting $t$-statistic is $2.15$, and the threshold for significance at $\alpha = 0.05$ with $19$ degrees of freedom is $2.09$, what is the most accurate statistical conclusion?