A conformal risk control fusion of k-mer Jaccard, five-LLM panel scores, and embedding centroid similarities certifies E[FNR] ≤ α for DNA hazard screening under taxonomic shift, achieving 0% miss rate across leave-one-family-out folds at α=0.05.
and Bates, Stephen , title =
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
years
2026 2verdicts
UNVERDICTED 2representative citing papers
Introduces a role-separated audit for release-side risk in conformal triage under prevalence shift and applies it to an NSCLC pilot showing that reduced review rates can release event-positive cases.
citing papers explorer
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CRC-Screen: Certified DNA-Synthesis Hazard Screening Under Taxonomic Shift
A conformal risk control fusion of k-mer Jaccard, five-LLM panel scores, and embedding centroid similarities certifies E[FNR] ≤ α for DNA hazard screening under taxonomic shift, achieving 0% miss rate across leave-one-family-out folds at α=0.05.
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A Deployment Audit of Release-Side Risk in Conformal Triage under Prevalence Shift
Introduces a role-separated audit for release-side risk in conformal triage under prevalence shift and applies it to an NSCLC pilot showing that reduced review rates can release event-positive cases.