Fig. 3: Overview of PULSE program cloud infrastructure. | npj Digital Medicine

Fig. 3: Overview of PULSE program cloud infrastructure.

From: An institutional framework to support ethical fair and equitable artificial intelligence augmented care

Fig. 3

Coordinated migration of certified and validated data schemas from structured (SQL relational database) and unstructured (web-DICOM server and non-relational databases) resources by common, subject-specific PUIDs. Data schemas are made available by their combined attachment to project-specific data packages that are provisioned to virtual machine (VM) environments on the host server (accessed by secure tokens) accompanied by appropriate access to GPU and CPU compute resources. Application program interface (API) data exchange can be supported for relevant software applications enabling iterative tabular data visualization (e.g., Tableau, Microsoft Power BI, etc.) and unstructured data analysis (e.g., image or signal processing).

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