Documentation

Developer resources, technical guides, and relevant links for the BRAID federated analytics infrastructure.

Technical Architecture

BRAID deploys analytical workflows as containerised 5-Safes Task Execution Services (5Safes-TES) requests within the three-layer TREvolution architecture (submission layer, execution layer, egress). Below is a sketch of our initial architecture, which is still under construction:

Sketch of the BRAID architecture: 5-Safes TES feeds an Analytics hub which dispatches to Preprocessing and Standardisation, Structural Feature Extraction and Brain Age Estimation, and Microbleed Detection workflows, converging on Egress Requirements Analysis with Disclosure Flags.
Sketch of the BRAID architecture showing the 5-Safes TES submission layer, analytics workflows, and egress/disclosure control pipeline.

Quick Links

BRAID

Brain Image Analysis

Federated Analytics

Standards & Frameworks

Five Safes Framework

All TRE operations follow the Five Safes: safe people, safe projects, safe settings, safe data, and safe outputs.

FAIR Data Principles

All datasets and workflows are Findable, Accessible, Interoperable, and Reusable. BIDS format is used for all neuroimaging data.

ISO 27001 / Cyber Essentials

DPUK operates under ISO-27001 certification. University of Nottingham holds Cyber Essentials Plus certification.

UK GDPR & Data Protection Act 2018

All activities comply with UK General Data Protection Regulation and the Data Protection Act 2018.