## Prior Art (automated pre-screening)

- [AI diagnostic triage achieves 97 percent sensitivity across 14 conditions making AI-first screening viable for all imaging and pathology](domains/health/AI diagnostic triage achieves 97 percent sensitivity across 14 conditions making AI-first screening viable for all imaging and pathology.md) — similarity: 0.59 — matched query: "AI medical device surveillance"
- [the physician role shifts from information processor to relationship manager as AI automates documentation triage and evidence synthesis](domains/health/the physician role shifts from information processor to relationship manager as AI automates documentation triage and evidence synthesis.md) — similarity: 0.54 — matched query: "Current Challenges and the Way Forwards for Regulatory Databases of Artificial I"
- [FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate](domains/health/FDA is replacing animal testing with AI models and organ-on-chip as the default preclinical pathway which will compress drug development timelines and reduce the 90 percent clinical failure rate.md) — similarity: 0.54 — matched query: "Current Challenges and the Way Forwards for Regulatory Databases of Artificial I"
- [CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo](domains/health/CMS is creating AI-specific reimbursement codes which will formalize a two-speed adoption system where proven AI applications get payment parity while experimental ones remain in cash-pay limbo.md) — similarity: 0.54 — matched query: "Current Challenges and the Way Forwards for Regulatory Databases of Artificial I"
- [AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review](domains/health/AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review.md) — similarity: 0.53 — matched query: "AI medical device surveillance"
- [AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics](domains/health/AI compresses drug discovery timelines by 30-40 percent but has not yet improved the 90 percent clinical failure rate that determines industry economics.md) — similarity: 0.51 — matched query: "post-market monitoring AI"
- [human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs](domains/health/human-in-the-loop clinical AI degrades to worse-than-AI-alone because physicians both de-skill from reliance and introduce errors when overriding correct outputs.md) — similarity: 0.51 — matched query: "post-market monitoring AI"
