bionexus-reliability

BioNexus is a pre-submission review layer that validates epistemic claims in AI-assisted multi-donor single-cell differential expression analyses, locating evidence gaps and recommending repairs before manuscript submission. It separates computational permission from claim ceilings, permitting valid computations while capping claims to what the evidence actually warrants using context-conditioned rules derived from established statistical and biological principles.