Medical transcription in Spanish, German, and French: multilingual clinical accuracy

Medical transcription in multilingual settings, particularly in clinical environments, faces challenges beyond simple language support, focusing on accuracy in code-switched sentences where patients and clinicians mix languages mid-sentence. This complexity is addressed by Universal-3 Pro and its advanced version, Universal-3.5 Pro Realtime, which handle intra-utterance code-switching across multiple languages, ensuring that transcripts maintain clinical accuracy without needing separate language pipelines or toggles. The models are benchmarked for languages including English, Spanish, German, and French, with Medical Mode achieving a low Missed Entity Rate of 3.2%, representing a significant improvement over other systems. The approach allows seamless transcription of mixed-language utterances common in real-world clinical settings and supports region-specific terminology through keyterms prompting, making the system versatile for various markets without the need for multiple integrations.