You can learn a lot about scientific advances from taking a tour of a medical institution. Check to see if Hospital Puerta de Hierro is open to visitors while you are in the area.
To explore this health care institution, make your way to Moncloa-Aravaca. You'll find loads of other things to see and do in the area, including Plaza Mayor, Prado Museum, and Santiago Bernabéu Stadium.