So I remember seeing this bit of news from last month:
According to variety producer @Mick817,
BijoGaku will change its name in April and air at 9:30AM every Sat. on BS Japan
http://is.gd/r5yn6f
Normally I would consider this more of a rumor than actual news.
However, this screenshot appeared today, presumably from this week's Bijo Gaku:
"With this episode, 'Bijo Gaku' has ended. Thank you very much for your support."
I'm pretty sure Bijo Gaku airs on Tuesdays in some areas, so I'm fairly certain this is the real thing.
It makes sense since Bijo Gaku has been running for one year now.
So with this corroborating evidence, it looks like we're getting a new show next month!
Hope it's something like the old-school Hello! Morning!