All that can presently (March 2019) be gleaned from sheet music covers and by internet searching is that Gladys Andrews is the one-off composer of Toothpick Rag (1912) published by Bixby and Brothers, Buffalo, New York, USA.
Surfers are welcome to contribute information about this composer.