CAMBRIDGE — When the chief of medicine at Massachusetts General Hospital asked Dr. Jim O’Connell, then a senior resident, to join a new Boston program to bring health care to the homeless, O’Connell thought he was signing on for a year before heading into a career in oncology.

That was in 1985.