According to Jan Hendrix, this was originally the home of Dr. W. K. Smith, and later of his son, Dr. Gene Smith, who began practicing medicine in 1946.
Pembroke Historic District, National Register of Historic Places
Dr. W. K. Smith House, 1910, Pembroke
Vanishing Georgia: Photographs by Brian Brown 
The old we smith house yard is a disgrace pembroke should make them clean it up bushes growing out of control
This was the home of Dr. W.K.Smith, father of Dr. Gene Smith. It was later considered the Gene Smith home after the death of his father, W.K. Smith.
Janice, could I email you for identifications of a few other houses in Pembroke? Thanks. Brian
You can and I will try to answer and between me and my husband we may be able to help. Jan Deal Hendrix