Summary
In order for a Purchase Order to be batched, the items need to be received and closed.
Resolution
In the Products tab of the Purchase Order, Click the Receive button to receive a product. When a product is received, the button will switch to Unreceive and the Closed checkbox will be selected. The Closed record will be grayed out.