Not necessarily so, at least that's not been my experience.
The majority of the population of Rwanda is between—I can't exactly remember the age range. I think they said 65% of the population would fit into this youth and young adult spectrum. With that being the vast majority of the population, even that group aged 19 to 20 years. No, it doesn't seem to be the case that people automatically assume that they are the product of rape.