As this construction was new to me, I wanted to see it. Here are two random examples. The green points are centroids of the triples of points.
http://cs.smith.edu/~orourke/MathOverflow/FivePointsr34.jpg
Concerning the question, "Can the circle be generalized to any conic?": certainly not straightforwardly.
![FivePointsEllipse][1]