Papers by Tom Knoll
User-Driven Research of Medical Note Generation Software (2022.naacl-main)
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Tom Knoll, Francesco Moramarco, Alex Papadopoulos Korfiatis, Rachel Young, Claudia Ruffini, Mark Perera, Christian Perstl, Ehud Reiter, Anya Belz, Aleksandar Savkov
| Challenge: | Existing studies on how NLP systems could be used in clinical practice focus on technical difficulties and usability challenges involved in implementing them. |
| Approach: | They propose to use Speech Recognition to transcribe the audio of a medical consultation and then to train sequence-to-sequence models to summarise the transcript into a consultation note. |
| Outcome: | The proposed system generates notes in real time during a doctor-patient consultation and is able to capture the salient points of a consultation . the proposed system is based on three rounds of user studies in a live telehealth clinic and identifies a number of clinical use cases that could prove challenging for the system. |