Yes, it's obviously possible using BioPython. If you follow exactly this section, you should be able to get the abstract from pubmed: http://www.biopython.org/DIST/docs/tutorial/Tutorial.html#sec142
If you don't find this link helpful, please let me know. I will get back to you soon.