Zero-Shot Multi-Lingual Speaker Verification in Clinical Trials

arXiv:2404.01981v1 Announce Type: new
Abstract: Due to the substantial number of clinicians, patients, and data collection environments involved in clinical trials, gathering data of superior quality poses a significant challenge. In clinical trials, patients are assessed based on their speech data to detect and monitor cognitive and mental health disorders. We propose using these speech recordings to verify the identities of enrolled patients and identify and exclude the individuals who try to enroll multiple times in the same trial. Since …

abstract arxiv challenge clinical clinical trials clinicians cognitive collection cs.lg cs.sd data data collection eess.as environments health mental health patients quality speaker speech type verification zero-shot