Identifying infected patients using semi-supervised and transfer learning.
Early identification of infection improves outcomes, but developing models for early identification requires determining infection status with manual chart review, limiting sample size. Therefore, we aimed to compare semi-supervised and transfer learning algorithms with algorithms based solely on manual chart review for identifying infection in hospitalized patients.
Author(s): Bashiri, Fereshteh S, Caskey, John R, Mayampurath, Anoop, Dussault, Nicole, Dumanian, Jay, Bhavani, Sivasubramanium V, Carey, Kyle A, Gilbert, Emily R, Winslow, Christopher J, Shah, Nirav S, Edelson, Dana P, Afshar, Majid, Churpek, Matthew M
DOI: 10.1093/jamia/ocac109