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R0057/2026-04-01/C024 — Self-Audit

ROBIS 4-Domain Audit

Domain 1: Eligibility Criteria

Rating: Low risk

Criterion Assessment
Criteria defined before search Yes
Criteria stable throughout Yes

Notes: Clear criteria established before research began.

Domain 2: Search Comprehensiveness

Rating: Some concerns

Criterion Assessment
Multiple search strategies used Yes
Searches designed to test each hypothesis Yes
All results dispositioned Yes
Source diversity achieved Moderate

Notes: Scope constraints limited search depth per claim given 33-claim investigation.

Domain 3: Evaluation Consistency

Rating: Low risk

Criterion Assessment
All sources scored using same framework Yes
Evidence typed consistently Yes
ACH matrix applied Yes
Diagnosticity analysis performed Yes

Notes: Consistent framework applied.

Domain 4: Synthesis Fairness

Rating: Low risk

Criterion Assessment
All hypotheses given fair hearing Yes
Contradictory evidence surfaced Where found
Confidence calibrated to evidence Yes
Gaps acknowledged Yes

Notes: Assessment reflects evidence, not researcher preference.

Domain 5: Source-Back Verification

Rating: Low risk

Source Claim in Assessment Source Actually Says Match?
SRC01 EU AI Act Article 14 uses 'automation bias' and creates deployer awareness obligation, not system-design constraint Verified against source Yes

Discrepancies found: 0

Corrections applied: None needed

Unresolved flags: None

Notes: Source content matches assessment characterization.

Overall Assessment

Overall risk of bias: Low risk

Assessment is well-supported by evidence.

Researcher Bias Check

  • Confirmation bias: Anti-sycophancy bias could predispose agreement with sycophancy-negative findings. Mitigated by requiring peer-reviewed sources.