If one wished to be anachronistically pathological about it, wouldn't that make him an ephebophile?

Not that I advocate anachronistic pathologizing over acknowledging that people in the middle ages had different perceptions of adolescence. For crying out loud, according to canon law the age of consent was 14 for boys and 12 for girls...