MetaboNet: The Largest Publicly Available Consolidated Dataset for Type 1 Diabetes Management

Dimensions overall score 9.0

GitHub Code Pulse

No public code linked for this paper yet.

• MetaboNet is a unified data resource for Type 1 Diabetes (T1D) algorithm development, consolidating multiple publicly available datasets.result 95%
• MetaboNet requires the availability of both continuous glucose monitoring (CGM) data and corresponding insulin pump dosing records for inclusion of a dataset.method 90%
• The MetaboNet dataset comprises 3135 subjects and 1228 patient-years of overlapping CGM and insulin data.result 95%
• A fully public subset of MetaboNet is available for immediate download at https://metabo-net.org/.technical 100%
• A Data Use Agreement (DUA)-restricted subset of MetaboNet is accessible through application processes, with processing pipelines provided to convert data into the standardized MetaboNet format.technical 90%
• MetaboNet can yield more generalizable algorithmic performance than individual datasets due to its broad range of glycemic profiles and demographics.result 85%
• Privacy concerns around patient data, especially under Data Use Agreements, could limit accessibility and utility of MetaboNet for some users.limitation 75%

Competitive landscape

Competitor map is still being generated for this paper. Enable generation or check back soon.

Startup potential card