From development to deployment: dataset shift, causality, and shift-stable models in health AI

Affiliations

¹ Department of Computer Science, Johns Hopkins University, 160 Malone Hall, 3400 N. Charles Street, Baltimore, MD, USA.
² Department of Computer Science; Department of Applied Math & Statistics, and Department of Health Policy & Management, Johns Hopkins University, 160 Malone Hall, 3400 N. Charles Street, Baltimore, MD, USA.

Adarsh Subbaswamy et al. Biostatistics. 2020.

. 2020 Apr 1;21(2):345-352.

doi: 10.1093/biostatistics/kxz041.

¹ Department of Computer Science, Johns Hopkins University, 160 Malone Hall, 3400 N. Charles Street, Baltimore, MD, USA.
² Department of Computer Science; Department of Applied Math & Statistics, and Department of Health Policy & Management, Johns Hopkins University, 160 Malone Hall, 3400 N. Charles Street, Baltimore, MD, USA.

No abstract available

Keywords: Causal inference; Dataset shift; Generalizability; Machine learning.

MeSH terms