Thats a very, post-industrial revolution view of history.
By comparison in my wife's "backwards" country, the female relatives of the woman in labor are traditionally not allowed to attend labor. Sure, the men weren't allowed to see the baby for forty days, but thats to protect the newborn from dirty ruffians who'd spent all day wrestling hogs and ploughing fields. All the men of this society - regressively conservative to a tee - Ive met are far more involved with kids than your average modern day phone addicted westerner.
Nor are fathers, generally, cold and uncaring for their children in classical literature outside very militaristic societies. Curiously enough, you mention "100 years ago". Those fathers were literally shell shocked.