This is the podcast shortcode:

[podcast]

Okay!

Here it is with all caps, does that matter?

[PODCAST]

Here it is capitalized, does that matter?

[Podcast]

Here is a widget with multiple words in the name, which therefore requires underscores:

[as_seen_in]