This technology comprises a unique dataset of 661 transcribed audio recordings collected from ICU rounds. These recordings were processed using automated transcription via Amazon Medical Transcribe and subsequently underwent thorough de-identification to protect patient privacy. The dataset captures real-world medical interactions, ensuring clinical details are accurately transcribed and securely anonymized to comply with privacy standards.