Our research investigates methods for creating effective concept extractors for specialty clinical notes. First, we present three new "specialty area" datasets consisting of Cardiology, Neurology, and Orthopedics clinical notes manually annotated with medical concepts. We analyze the medical concepts in each dataset and compare with the widely used i2b2 2010 corpus. Second, we create several ty...

The traditional model of acute medical care involves the admission of patients to hospital to be assessed by a consultant and facilitate access to investigation and treatment. This model has, however, led to a number of problems. Firstly, there is high bed occupancy which restricts access and increases the risk of healthcare-acquired infection. Secondly, only limited training opportunities are ...