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negative-control

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zhaoxinghua09-cell / silent-failure-catalog

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A catalog of validation that passes while nothing is being checked. 14 named silent-failure modes across CI gates, test suites, data pipelines and AI-agent harnesses - each with a runnable reproduction, a fixing recipe and a negative control, plus a self-testing linter.

testing retrieval verification ci-cd reference-implementation itu observability data-quality gates ai-agents evidence rag lgd conformance-testing silent-failure negative-control false-green verification-gap fg-tida verifier-side
  • Updated Sep 30, 2026
  • Python

morrosun / sle-periop-gc-analysis

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Analysis code for a head-to-head ICU cohort study of early glucocorticoid dose in critically ill patients with SLE versus RA, with underlying rheumatic disease as an effect modifier (MIMIC-IV / eICU-CRD / NWICU). Code only; no patient-level data (PhysioNet DUA).

python natural-language-processing sql critical-care eicu clinical-epidemiology rheumatoid-arthritis mimic-iv pharmacoepidemiology effect-modification target-trial-emulation rheumatology systemic-lupus-erythematosus negative-control glucocorticoid firth-regression nwicu
  • Updated Sep 27, 2026
  • Python

julian-borges-md / tumor-microbiome-causality-audit

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Calibration study showing that standard tumor microbiome significance tests pass on zero-signal data, and that an IARC Group 1 carcinogen is depleted at the tumor site. Extends to Mendelian randomization of 211 gut taxa with replication in 100,204 colorectal cancer cases.

tcga microbiome reproducibility causal-inference cancer-research mendelian-randomization shortcut-learning health-data-science negative-control
  • Updated Aug 8, 2026
  • Python

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