Interpretable subgroup discovery in treatment effect estimation with application to opioid prescribing guidelines

Chirag Nagpal; Dennis Wei; Bhanukiran Vinzamuri; Monica Shekhar; Sara E. Berger; Subhro Das; Kush R. Varshney

Survival cluster analysis

Paidamoyo Chapfuwa; Chunyuan Li; Nikhil Mehta; Lawrence Carin; Ricardo Henao

An adversarial approach for the robust classification of pneumonia from chest radiographs

Joseph D. Janizek; Gabriel Erion; Alex J. DeGrave; Su-In Lee

Explaining an increase in predicted risk for clinical alerts

Michaela Hardt; Alvin Rajkomar; Gerardo Flores; Andrew Dai; Michael Howell; Greg Corrado; Claire Cui; Moritz Hardt

Fast learning-based registration of sparse 3D clinical images

Kathleen Lewis; Natalia S. Rost; John Guttag; Adrian V. Dalca

Hurtful words: quantifying biases in clinical contextual word embeddings

Haoran Zhang; Amy X. Lu; Mohamed Abdalla; Matthew McDermott; Marzyeh Ghassemi

Disease state prediction from single-cell data using graph attention networks

Neal Ravindra; Arijit Sehanobish; Jenna L. Pappalardo; David A. Hafler; David van Dijk

Using SNOMED to automate clinical concept mapping

Shaun Gupta; Frederik Dieleman; Patrick Long; Orla Doyle; Nadejda Leavitt

Hidden stratification causes clinically meaningful failures in machine learning for medical imaging

Luke Oakden-Rayner; Jared Dunnmon; Gustavo Carneiro; Christopher Re

Interactive hybrid approach to combine machine and human intelligence for personalized rehabilitation assessment

Min Hun Lee; Daniel P. Siewiorek; Asim Smailagic; Alexandre Bernardino; Sergi Bermúdez i Badia

Extracting medical entities from social media

Sanja Scepanovic; Enrique Martin-Lopez; Daniele Quercia; Khan Baykaner

TASTE: temporal and static tensor factorization for phenotyping electronic health records

Ardavan Afshar; Ioakeim Perros; Haesun Park; Christopher deFilippi; Xiaowei Yan; Walter Stewart; Joyce Ho; Jimeng Sun

Analyzing the role of model uncertainty for electronic health records

Michael W. Dusenberry; Dustin Tran; Edward Choi; Jonas Kemp; Jeremy Nixon; Ghassen Jerfel; Katherine Heller; Andrew M. Dai

MIMIC-Extract: a data extraction, preprocessing, and representation pipeline for MIMIC-III

Shirly Wang; Matthew B. A. McDermott; Geeticka Chauhan; Marzyeh Ghassemi; Michael C. Hughes; Tristan Naumann