This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.
What are the women going to do tomorrow afternoon?
What's the closest time in the afternoon that's available for an appointment?
I have an appointment with my doctor at 3PM to remove an ingrown toenail.