Dropped a redundant duration floor; rely on the content-type label alone, which
separates Shorts from long-form by thumbnail orientation. The cohort definition
is unchanged; the floor had been over-excluding short horizontal long-form
videos. Added a short-vs-long robustness partition that also surfaces any
orientation-classifier selection leak.