I store all my chems, including 10% sodium hydroxide and bleaches, in those plastic bottles that hospitals use for saline and sterile water. (Sterile water is best, 'cuz they don't even need rinsing!.) Never ever a problem.
As long as stock selenium doesn't undergo a state change, like boiling or freezing, I do not think there will be a problem in the very long term. I've bought selenium stock from darkroom estate sales that was very old, air in the bottle, and no problem.