Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing.
Subhrajit RoyDiana MincuEric LoreauxAnne MottramIvan ProtsyukNatalie HarrisYuan XueJessica SchrouffHugh MontgomeryAlistair ConnellNenad TomasevAlan KarthikesalingamMartin G SeneviratnePublished in: Journal of the American Medical Informatics Association : JAMIA (2021)
The SeqSNR architecture shows superior label efficiency compared with ST and naive multitasking, suggesting utility in scenarios in which endpoint labels are difficult to ascertain.