Kristen L. Beck, Niina Haiminen, et al.
mSystems
In this work we introduce Disease Progression Modeling workbench 360 (DPM360) opensource clinical informatics framework for collaborative research and delivery of healthcare AI. DPM360, when fully developed, will manage the entire modeling life cycle, from data analysis (e.g., cohort identification) to machine learning algorithm development and prototyping. DPM360 augments the advantages of data model standardization and tooling (OMOP-CDM, Athena, ATLAS) provided by the widely-adopted OHDSI initiative with a powerful machine learning training framework, and a mechanism for rapid prototyping through automatic deployment of models as containerized services to a cloud environment.
Kristen L. Beck, Niina Haiminen, et al.
mSystems
Germán Abrevaya, Guillaume Dumas, et al.
Neural Computation
Martin Zimmermann, Patrick Hunziker, et al.
Biomedical Microdevices
S.S. Brody, M. Brody
Archives of Biochemistry and Biophysics