The big difference is that currently scientists are paid and their research equipment funded by someone else; contrasting to the earlier times where usually you could be a scientist if and only if had "passive income" (usually, inherited wealth), so that you would not need to work to earn money and could instead study (and pay for studies in a world without student loans) and research instead of that.