negative-controls

Source-available IX-Function causal-transfer harness: tests cross-domain causal structure reuse through pre-outcome prediction, reality-delta scoring, uncertainty preservation, falsification, negative controls, model review, donor handoffs, and bounded Wave 6 review gates. No AGI claim.

Repository for the 3rd paper of my PhD.

R package for negative control analysis.

A tiered reference set of 797 candidate non-interacting drug pairs for benchmarking drug–drug interaction prediction, with FAERS co-exposure denominators, statistical-power tiers, and a reproducibility harness.

Small checks that prove they can fail. A guardrail nobody has seen fire is theater — so every tool ships negative controls and a --selftest that runs them.

R package for causal inference with genetic instruments and negative controls in observational omics data. Fits eight NDE/NIE estimators, diagnoses which are valid, stress-tests them against confounding and pleiotropy, and recommends the least-biased. Includes a hybrid GAN + Gaussian copula sensitivity model and supports time-to-event outcomes.

Evidence-centric AI governance tools: PASS / ACT / CT-safe evaluation harness, specs, and examples (public subset).