4 papers
Sequential Pattern mining of Longitudinal Adverse Events After Left Ventricular Assist Device Implant
Faezeh Movahedi, Robert L. Kormos, Lisa Lohmueller +6
Left ventricular assist devices (LVADs) are an increasingly common therapy for patients with advanced heart failure. However, implantation of the LVAD increases the risk of stroke,…
Early Stratification of Patients at Risk for Postoperative Complications after Elective Colectomy
Wen Wang, Rema Padman, Nirav Shah
Stratifying patients at risk for postoperative complications may facilitate timely and accurate workups and reduce the burden of adverse events on patients and the health system. C…
A Deep Learning Architecture for De-identification of Patient Notes: Implementation and Evaluation
Kaung Khin, Philipp Burckhardt, Rema Padman
De-identification is the process of removing 18 protected health information (PHI) from clinical notes in order for the text to be considered not individually identifiable. Recent…
YouTube for Patient Education: A Deep Learning Approach for Understanding Medical Knowledge from User-Generated Videos
Xiao Liu, Bin Zhang, Anjana Susarla +1
YouTube presents an unprecedented opportunity to explore how machine learning methods can improve healthcare information dissemination. We propose an interdisciplinary lens that sy…