{
  "id": 4832750,
  "title": "Ensuring multiomics data reproducibility for artificial intelligence with reference materials as a common calibrator",
  "url": "https://urgent.news/2026/09/01/ensuring-multiomics-data-reproducibility-for-artificial-intelligence",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-01T00:00:00.000Z",
  "source": {
    "name": "Nature Biotechnology",
    "slug": "nature-biotechnology",
    "url": "https://www.nature.com/articles/s41587-026-03267-1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Nature Biotechnology, Published online: 01 September 2026; doi:10.1038/s41587-026-03267-1 Reference materials should be adopted as a common calibrator for multiomics measurement and co‑profiled with study samples. Multiomics results should be reported as sample‑to‑reference ratios so that they are reproducible and suitable for artificial intelligence tools.",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}