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Field report · Science & Research

Whisper and wav2vec2 in low-resource community language transcription

A comparative study of two transcription architectures applied to non-dominant language recordings — accuracy divergence, confidence scoring, and implications for community-controlled linguistic archives.

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A six-month study of three emergency departments piloting LLM-assisted triage. We document where copilots reduced documentation load, where they introduced new failure modes, and the review protocols clinicians asked for.