Many sciences of the past claimed to be able to transmute lead into gold. Then nuclear physics came around. And a particle collider was constructed that could actually do so. There were many, many failed flying machines before kitty hawk. Many, many more inadequate or useless cures for smallpox, before we invented the vaccine. One-dimensional pattern recognition of the sort you’ve offered so far would put you on the wrong side of all three.