Adversarial Quantitative Auditing
Audit Empirical Papers
Without Being Fooled
Surface hidden collider stratification bias, immortal time windows, p-hacking, and Table 2 fallacies, or rebuild a meta-analysis from its constituent studies. Powered by Gemini or OpenRouter models, plus TypeSafe Jev.
Meta-analysis re-audit
Find a meta-analysis (Europe PMC, OpenAlex, and Gemini web search) or upload its PDF. The auditor extracts every included study, pulls each primary paper, re-extracts its effect estimate, and flags collider bias, immortal time, and confounding. It then re-pools the studies itself (REML random effects with HKSJ and prediction intervals) under stricter evidence standards.
Quick Test IDs:••
Load Classic Benchmark Papers (1-Click Test)
Please load or upload a manuscript to audit.