Learning Latent Space Representations to Predict Patient Outcomes: Model Development and Validation

Subendhu Rongali   ¹ , BTech ;   Adam J Rose   ² , MSc, MD ;   David D McManus   ³ , MSc, MD ;   Adarsha S Bajracharya   ³ , MD ;   Alok Kapoor   ^{3, 4} , MSc, MD ;   Edgard Granillo   ⁵ , MD ;   Hong Yu   ^{1, 3, 6, 7} , MA, MS, PhD

¹ College of Information and Computer Sciences, University of Massachusetts Amherst, Amherst, MA, United States

² Section of General Internal Medicine, Boston University School of Medicine, Boston, MA, United States

³ Department of Medicine, University of Massachusetts Medical School, Worcester, MA, United States

⁴ Meyers Primary Care Institute, Worcester, MA, United States

⁵ Department of Population and Quantitative Health Sciences, University of Massachusetts Medical School, Worcester, MA, United States

⁶ Department of Computer Science, University of Massachusetts Lowell, Lowell, MA, United States

⁷ Center for Healthcare Organization and Implementation Research, Bedford Veterans Affairs Medical Center, Bedford, MA, United States