I think most people split by participant. I don't remember if there's a name for that, sorry! Hopefully someone else will chime in.

If you have data from multiple hospitals or facilities, it's also common to split by that because there can be hospital-specific things in the data and you really want your evaluation to estimate the quality of the model for patients not in your data at hospitals not in your data.