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Recurrent Neural Network Architectures for Event Extraction from Italian Medical Reports

Viani, Natalia, Timothy A. Miller, Dmitriy Dligach, Steven Bethard, Carlo Napolitano, Silvia G. Priori, Riccardo Bellazzi, Lucia Sacchi, and Guergana K. Savova. 2017. “Recurrent Neural Network Architectures for Event Extraction from Italian Medical Reports”. In Artificial Intelligence in Medicine: 16th Conference on Artificial Intelligence in Medicine, AIME 2017, Vienna, Austria, June 21-24, 2017, Proceedings, edited by Annette Teije, Christian Popow, John H. Holmes, and Lucia Sacchi, 198–202. Cham: Springer International Publishing.

Neural Temporal Relation Extraction

Dligach, Dmitriy, Timothy Miller, Chen Lin, Steven Bethard, and Guergana Savova. 2017. “Neural Temporal Relation Extraction”. In Proceedings of the 15th Conference of the European Chapter of the Association for Computational Linguistics: Volume 2, Short Papers, 746–751. Valencia, Spain: Association for Computational Linguistics.

Question 1

Parent of a 1 year-old female on home parenteral nutrition secondary to short bowel syndrome (necrotizing enterocolitis) calls with a 2-day history of fever 101 degrees Fahrenheit (38.3 degrees Celsius). There are no other clinical complaints besides from teething. What is the next step? A...

Question 2

6 month-old male on home parenteral nutrition presents to emergency department with sudden onset altered mental status. On exam, patient is non-responsive, temperature 35 degrees Celsius, HR 180, blood pressure undetectable, skin is modeled. The central line site is clear. Blood cultures have been...

Question 5

Patient is an 8 year-old female with HPN dependence due to short bowel syndrome. She has high ostomy due to proximal stoma. Height velocity gradually slows over the last 12 months. Receiving adequate calorie and fluid support. Compliance has been assessed to be satisfactory. On history, parents...