Can I adjust the vertical position of checkboxes in HTML text?

I'm creating a website with Bootstrap 4, and at least in Chrome on Windows 10, the checkboxes are shown a bit too high in a line:

These are <input type="checkbox"> elements enclosed in <label>s.

I would like to move the checkbox itself down by 3px or so. Is this possible with CSS?