Impact of De-Identification on Clinical Text Classification Using Traditional and Deep Learning Classifiers. - Jihad S. Obeid; Paul M. Heider; Erin R. Weeda; Andrew J. Matuskowitz; Christine M. Carr; Kevin Gagnon; Tami L. Crawford; Stéphane M. Meystre (MedInfo, 2019)

Automated detection of altered mental status in emergency department clinical notes: a deep learning approach. - Jihad S. Obeid; Erin R. Weeda; Andrew J. Matuskowitz; Kevin Gagnon; Tami L. Crawford; Christine M. Carr; Lewis J. Frey (BMC Medical Informatics Decis. Mak., 2019)

Comparison of Convolutional Neural Network Architectures and their Influence on Patient Classification Tasks Relating to Altered Mental Status. - Kevin Gagnon; Tami L. Crawford; Jihad S. Obeid (BIBM, 2020)