FDA will move to zero clinical trial model given enough Bayesian/computational evidence

FDA will move to zero clinical trial model given enough Bayesian/computational evidence | I think we would see similar developments from the FDA to go to a zero clinical trial model given enough Bayesian evidence and given enough computational evidence

I think we would see similar developments from the FDA to go to a zero clinical trial model given enough Bayesian evidence and given enough computational evidence

Beneficiaries (24)

Adverse (6)

{
  "nia": false,
  "qty": "0 clinical trials",
  "url": "https://www.youtube.com/watch?v=wMLcIWLlcWg",
  "mode": "PREDICTION",
  "role": "Host",
  "caveats": "barring exceptional circumstance",
  "context": "the FDA to go to a zero clinical trial model given enough Bayesian evidence",
  "to_year": 2031,
  "verbatim": "I think we would see similar developments from the FDA to go to a zero clinical trial model given enough Bayesian evidence and given enough computational evidence",
  "conv_cues": "I think",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "~5 years",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "FDA + EMA publish joint Guiding Principles of Good AI Practice (Jan 2026)",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://www.appliedclinicaltrialsonline.com/view/understanding-fda-ema-guidance-ai-digital-twin-applications-trials",
      "expected_date": "2026-01-31",
      "observed_date": "2026-01-31",
      "hit_emitted_at": "2026-06-08T22:11:23.030711+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "CDER co-publishes 10 Guiding Principles for AI in drug development with EMA"
    },
    {
      "kind": "llm_pre_event",
      "label": "EMA issues first qualification opinion on an AI-methodology virtual control arm",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.82,
      "source_url": "https://www.pienomial.com/blog/digital-twins-in-clinical-trials-how-ai-generated-virtual-control-arms-are-rewriting-study-design-in-2026",
      "expected_date": "2026-03-31",
      "observed_date": "2026-03-31",
      "hit_emitted_at": "2026-06-08T22:11:23.030711+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "European Medicines Agency formally qualifies an AI digital-twin methodology for use in pivotal trials"
    },
    {
      "kind": "llm_pre_event",
      "label": "Sanofi or peer eliminates a Phase 2 cohort in a regulatory submission using virtual patient models",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.75,
      "source_url": "https://intuitionlabs.ai/articles/digital-twins-clinical-trials-virtual-control-arms",
      "expected_date": "2026-04-15",
      "observed_date": "2026-04-15",
      "hit_emitted_at": "2026-06-08T22:11:23.030711+00:00",
      "research_origin": "deep_research",
      "measurement_criterion": "Top-20 pharma sponsor publicly confirms Phase 2 was conducted with AI virtual control arm in lieu of placebo cohort"
    },
    {
      "kind": "prereq",
      "label": "Nvidia became the world's first $5 trillion company (late 2025), operating a near-monopoly on advanced AI chips.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -6,
      "source_id": "SEM_011",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
    },
    {
      "kind": "prereq",
      "label": "Nvidia Data Center revenue +66% YoY, contributing ~90% of $57B fiscal Q3 revenue; >$4.5T market cap entirely underpinned by AI silicon.",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -5,
      "source_id": "SEM_027",
      "expected_date": "2026-04-29",
      "observed_date": "2026-04-29",
      "hit_emitted_at": "2026-06-08T22:11:23.030711+00:00"
    },
    {
      "kind": "prereq",
      "label": "Nvidia's Arizona-based TSMC factory successfully fabricated cutting-edge semiconductors on US soil for first time in decades (October 2025).",
      "status": "hit",
      "weight": 0.5,
      "ordinal": -4,
      "source_id": "SEM_014",
      "expected_date": "2026-04
... (truncated)