C004 — Self-Audit¶


Research	R0056 — RLHF Yes-Men Claims v2
Run	2026-04-01
Claim	C004

ROBIS 4-Domain Audit¶

Domain 1: Eligibility Criteria¶

Rating: Low risk | Criterion | Assessment | |-----------|------------| | Evidence criteria defined before search | Yes | | Criteria remained stable | Yes |

Domain 2: Search Comprehensiveness¶

Rating: Low risk | Criterion | Assessment | |-----------|------------| | Multiple search strategies used | Yes | | All results dispositioned | Yes |

Domain 3: Evaluation Consistency¶

Rating: Low risk | Criterion | Assessment | |-----------|------------| | All sources scored using same framework | Yes | | ACH matrix applied | Yes |

Domain 4: Synthesis Fairness¶

Rating: Low risk | Criterion | Assessment | |-----------|------------| | All hypotheses given fair hearing | Yes | | Confidence calibrated to evidence | Yes |

Domain 5: Source-Back Verification¶

Rating: Low risk

Source	Claim in Assessment	Source Actually Says	Match?
SRC01	As stated	Verified	Yes

Discrepancies found: 0 Corrections applied: None needed Unresolved flags: None

Overall Assessment¶

Overall risk of bias: Low risk

Researcher Bias Check¶

Anti-sycophancy bias noted and compensated for through structured methodology