S03¶


Research	R0044 — Expanded Vocabulary Research
Run	2026-04-01
Query	Q001
Search	S03

WebSearch — Sector-specific AI requirements (healthcare/FDA, financial/FINRA, aviation/FAA)

Summary¶

Field	Value
Source/Database	WebSearch
Query terms	"FDA AI clinical decision support automation bias requirements" + "financial services AI regulatory requirements overreliance automation bias SEC FINRA" + "aviation FAA AI automation bias EASA machine learning certification requirements"
Filters	None
Results returned	30
Results selected	3
Results rejected	27

Selected Results¶

Result	Title	URL	Rationale
S03-R01	Automation Bias and Clinical Practice: FDA CDS Guidance (Cooley LLP)	https://www.cooley.com/news/insight/2026/2026-01-20-automation-bias-and-clinical-practice-fda-makes-incremental-updates-to-clinical-decision-support-software-guidance	Most detailed analysis of FDA's automation bias treatment in CDS guidance
S03-R02	FINRA Key Challenges and Regulatory Considerations	https://www.finra.org/rules-guidance/key-topics/fintech/report/artificial-intelligence-in-the-securities-industry/key-challenges	Primary FINRA guidance on AI governance in financial services
S03-R03	FAA Roadmap for AI Safety Assurance	https://www.faa.gov/aircraft/air_cert/step/roadmap_for_AI_safety_assurance	Primary FAA document on AI safety assurance including automation bias considerations

Rejected Results¶

Result	Title	URL	Rationale
S03-R04	Various FDA AI/ML device guides (6 results)	Various	Focus on data bias and model performance, not behavioral output constraints
S03-R05	Various financial regulatory articles (7 results)	Various	General AI procurement/governance; no system behavioral constraints
S03-R06	Various aviation AI articles (7 results)	Various	Certification process focus; no output behavioral constraints
S03-R07	GAO AI Financial Services Report	https://www.gao.gov/assets/gao-25-107197.pdf	Relevant but PDF inaccessible; key findings captured from search summary

Notes¶

Sector-specific searches consistently confirmed the pattern: all four target sectors (defense via CaTE in Q004, healthcare via FDA, finance via FINRA, aviation via FAA/EASA) address automation bias through human oversight requirements, not through AI output behavioral constraints. The FDA search was most revealing — its January 2026 CDS guidance update actually relaxed a system-side mechanism (multiple alternatives requirement) while maintaining human-side requirements.