Organization_id is one of the column of inventory orgnization column(operating unit table column). But org_id is the profile value for Mo: Operating unit.
When you open profilethru application developer responsibility
There you can query the records by giving the Profile name as Mo:operating unit.
if you look at the code internally they are written code on oragnaization_id column of org_organization_definitions.