AI transcription tools are generating hallucinations in social work records across 17 councils. The training gap makes this inevitable.
Why governance alone is not enough. Exploring automation bias, the moral crumple zone, and what social work needs to get right about AI.
Reasoning models like Co-pilot make invisible decisions about language and framing. What practitioners need to know about training data, accountability, and person-centred practice.
AI is rewriting social work assessments without practitioner consent. Why ethical training and co-produced systems both matter for adult social care.
AI text can be accurate and still feel wrong. Authorship dissonance explains why voice alignment matters more than factual correctness for professional trust.
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