README.md

metadata

title: BlockFL-VSCC Dashboard
sdk: gradio
app_file: app.py
pinned: false
license: other

BlockFL-VSCC Dashboard

Focused dashboard for a retrospective computational proof-of-concept of blockchain-audited federated learning for registry-based prediction of regional lymph-node positivity in vulvar squamous cell carcinoma.

What this Space contains

• Aggregate SEER VSCC endpoint and year-level summaries
• Expanded temporal-client federated-learning outputs
• Poisoning and audit-gated update summaries
• Fully validated permissioned blockchain block/attack summaries
• Computational/storage/resilience benchmark summaries
• Real-time validation checks over exported non-patient-level assets

Claim boundary

This is a retrospective computational proof-of-concept using registry-derived aggregate outputs and simulated temporal clients. It is not clinical advice, not a production multi-hospital deployment, and not a production Hyperledger Fabric, Quorum, or Corda network.

The dashboard excludes raw SEER row-level data and does not expose patient identifiers, raw features, exact node labels, predictions, survival variables, or raw gradients/weights.

Data-use note

SEER case-level data are not redistributed in this Space. Only aggregate summaries and non-patient-level audit/benchmark artifacts are included.