Another possible explanation for the dissimilar effect of possibility on the two types of items is that, the lack of possibility effect on the perceived-to-be-serious type resulted from the difference in the stimuli used.
the medical advice present in the items of perceived-to-beserious type might have enhanced credibility of the doctors' saying.