OP, what's your travel date?
I believe this is a seasonal route and AA sometimes adjusts the seasonal start/end dates. Checking a random week in January (week of January 10), I see AA1596 on the schedule and available for sale but it only operates Sunday, Monday, Saturday. If you have a ticket for another day of the week, it's possible AA trimmed the service.