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BedsideLoop uses Google Gemini models through OpenRouter for voice transcription, patient replies, speech and examiner scoring. Feedback is formative. Organisation validation permits formative practice use only; it never turns AI feedback into a grade or pass/fail record. No real patient data is used; AI responses are educational only and do not constitute medical advice.