If you have an undisputed set of observations or facts... then they only ever lead to one single Scientific conclusion.
This is, I think, pretty rare. The set of facts often have multiple possible interpretations. Then there are ongoing arguments, sometimes not friendly, about those conclusions.
Only further facts may finally force a consensus conclusion that may become universal.
I think you have all that in mind with what you subsequently wrote.