R0048/2026-04-01/Q002/SRC06

Research	R0048 — Corporate AI Training
Run	2026-04-01
Query	Q002
Search	S02
Result	S02-R02
Source	SRC06

NHS Framework — Automation Bias in AI Education (cross-referenced from Q001)

Source

Field	Value
Title	Foundational AI education for all healthcare workers
Publisher	NHS England (Health Education England)
Author(s)	NHS Digital Academy / DART-Ed
Date	2023
URL	https://digital-transformation.hee.nhs.uk/building-a-digital-workforce/dart-ed/horizon-scanning/developing-healthcare-workers-confidence-in-ai/chapter-3-suggested-educational-approach/foundational-ai-education-for-all-healthcare-workers
Type	Government healthcare education framework

Summary

Dimension	Rating
Reliability	High
Relevance	Medium-High
Bias: Missing data	Low risk
Bias: Measurement	N/A
Bias: Selective reporting	Low risk
Bias: Randomization	N/A — not an RCT
Bias: Protocol deviation	N/A — not an RCT
Bias: COI/Funding	Low risk

Rationale

Dimension	Rationale
Reliability	Official NHS England framework. High institutional credibility.
Relevance	Relevant as the closest any training framework comes to addressing sycophancy-adjacent concepts. However, it addresses automation bias (passive overtrust), not sycophancy (active AI agreement behavior).
Bias flags	Low risk across all domains.

Evidence Extracts

Evidence ID	Summary
SRC06-E01	NHS framework names automation bias and cognitive biases — closest training framework to sycophancy-adjacent coverage