@misc{prohaska_aixbio_plausibility_2026,
  author       = {Prohaska, S. Jason},
  title        = {When Plausibility Isn't Enough - Evaluating AI Systems in Biology Beyond Benchmark Performance},
  year         = {2026},
  month        = {04},
  publisher    = {ETHRAEON Systems},
  howpublished = {Self-published author manuscript},
  url          = {https://papers.ethraeon.ai/aixbio-plausibility/},
  note         = {ORCID 0009-0008-8254-8411},
  abstract     = {Conceptual governance contribution: why benchmark-plausible outputs fail when applied to biology, and what evaluation discipline is required instead.},
  keywords     = {AIxBio, AI in biology, evaluation, plausibility, validation, provenance, traceability, drug discovery, protein design, AI risk}
}