Haven't had to go on a job interview in a long time. Are slacks and a good sweater okay for ladies?

I think that is perfectly appropriate. Normally, my rule of thumb is go with a suit even if the workplace is more casual but since it is scrubs, Id say what you have picked out will work perfectly!