Certain embodiments of the present invention provide a method for generating an auto-learning worklist. The method includes tracking read case data. The method also includes automatically configuring a worklist based at least in part on the read case data. Certain embodiments of the present invention provide a method for using an auto-learning worklist. The method includes reading a first case from the auto-learning worklist. The method also includes pre-loading a second case from the auto-learning worklist while the first case from the auto-learning worklist is being read.