I remember aluminum and particularly aluminum hydroxide as a heartburn drug was linked to dementia before. Nothing happened, because proofing causation seems c

I remember aluminum and particularly aluminum hydroxide as a heartburn drug was linked to dementia before. Nothing happened, because proofing causation seems close too impossible ruling out other confounders. I wonder without understanding all of the reasoning if this is any different? Can you prove sth. without an intervention?