The convention I have seen in journal articles, and that I prefer, is to simply omit any mention of units for dimensionless quantities.
EDIT: I also see the style Emilio Pisanty recommends, particularly in tables and graphs. For a graph, the idea is that the datapoints you are plotting are actually numbers, so you want to divide them by the relevant base units. That then scales everything so that your plot fits on the page. As an example, you might plot force vs displacement to measure a spring constant. The x-axis would then be $x/\text{m}$, and the y-axis would be $F/\text{N}$, and both would be dimensionless. You could also use SI prefixes if that were useful.
The same idea would apply to a table. For your example, you would have it as Length / m || Force / N || Safety Factor || etc. Again, you can add SI prefixes to keep the actual numbers in the table easy to read.
Additional EDIT (by Gugg) with "official approval" and an illustration of this style:

BIPM
|||| Safety Factor ||||
– Apr 04 '13 at 03:58