I think double blind test is better. Since some scientists are dishonest, they often have pressures comes from billion dollar drug companies and the fight of research grants, so they want to have positive results. Therefore they may give the drugs to the patients who have the better chance of recovery and even manipulate results, try to show the research in a better light.
And double blind test can avoid this.