xBlind: Clinical Trial Blinding
Distribute treatment assignment blinding across independent custodians. No single authority can reveal assignments prematurely. Unblinding requires threshold quorum with full audit trail.
The Problem
Clinical trial blinding is a single-authority decision. One corrupt, coerced, or compromised administrator can break the blind for any subject, undermining the scientific validity of the entire trial and potentially endangering patients.
Double-blind trials depend on a single Interactive Response Technology (IRT) system maintaining treatment assignments. The IRT vendor, the sponsor's unblinded statistician, or a determined insider can access the complete randomization table. A single breach exposes all assignments.
The consequences are severe. Premature unblinding can bias clinical outcomes, trigger regulatory rejection of the trial, waste years of research and billions in investment, and in some cases endanger patient safety through biased treatment decisions.
The Old Way
The PRIVATE.ME Solution
xBlind splits treatment assignments into N shares using XorIDA and distributes them to independent custodians. No single custodian can reveal assignments. Unblinding requires K custodians to collaborate, with every request audit-logged.
At randomization, each subject's treatment assignment is split into N shares. Each share goes to a different independent custodian -- a separate organization with no relationship to the others. Unblinding requires K custodians to submit their shares simultaneously, with HMAC verification ensuring no share was tampered with.
Emergency unblinding is preserved. For patient safety, a designated quorum of custodians can unblind a single subject. The protocol is threshold-based: fast enough for medical emergencies, but requiring consensus that prevents unauthorized access.
The New Way
How It Works
Treatment assignments are split at randomization, distributed to independent custodians, and reconstructed only when a threshold quorum approves unblinding. Every step is audit-logged for regulatory compliance.
Use Cases
Protect double-blind integrity for pivotal trials with thousands of subjects. Threshold blinding prevents premature unblinding by any single party.
FDA-readyProvide regulators with cryptographic proof that the blind was maintained throughout the trial. Immutable audit trail satisfies FDA 21 CFR Part 11.
audit-compliantCoordinate blinding across dozens of clinical sites without a central IRT bottleneck. Each site interacts with independent custodians for their subjects.
distributedEnable rapid single-subject unblinding for medical emergencies. Threshold protocol requires minimal quorum while maintaining audit trail and preserving the blind for all other subjects.
patient-safetyIntegration
import { blindAssignment, requestUnblind } from '@private.me/trialguard'; // Blind a treatment assignment across 3 custodians (2-of-3) const shares = await blindAssignment('SUBJ-0042', 'active', { n: 3, k: 2, custodians: ['cro', 'irb', 'dsmb'], }); // Emergency unblinding — requires quorum approval const result = await requestUnblind('SUBJ-0042', { reason: 'SAE — immediate treatment decision required', requestor: 'dr.smith@site-12.org', }); if (result.ok) { // result.value.treatment — 'active' or 'placebo' // result.value.auditId — immutable audit log reference }
Security Properties
| Property | Mechanism | Guarantee |
|---|---|---|
| Confidentiality | XorIDA threshold sharing | Information-theoretic |
| Integrity | HMAC-SHA256 per share | Tamper-evident |
| Availability | K-of-N reconstruction | Fault tolerant |
| Auditability | Immutable audit log | Regulatory compliant |
| Patient Safety | Emergency unblind protocol | Single-subject quorum |
Cryptographic Proof of Correctness
This ACI's computations can be cryptographically verified by xProve — so regulators, auditors, and counterparties can confirm results without re-running the computation or accessing the underlying data.
Tier 2: Commit-and-reveal — anti-equivocation for Beaver triples.
Tier 3: IT-MACs — malicious-security detection between parties.
Tier 4: KKW zero-knowledge proofs — publicly verifiable, ~50 KB, post-quantum.
Read the xProve white paper →
Ready to deploy xBlind?
Talk to Ren, our AI sales engineer, or book a live demo with our team.
Ship Proofs, Not Source
xBlind generates cryptographic proofs of correct execution without exposing proprietary algorithms. Verify integrity using zero-knowledge proofs — no source code required.
- Tier 1 HMAC (~0.7KB)
- Tier 2 Commit-Reveal (~0.5KB)
- Tier 3 IT-MAC (~0.3KB)
- Tier 4 KKW ZK (~0.4KB)