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Disability prediction in multiple sclerosis using performance outcome measures and demographic data



Subhrajit Roy , Diana Mincu , Lev Proleev , Negar Rostamzadeh , Chintan Ghate , Natalie Harris , Christina Chen , Jessica Schrouff , Nenad Tomasev , Fletcher Lee Hartsell , Katherine Heller


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Enabling faster and more reliable sonographic assessment of gestational age through machine learning



Chace Lee , Angelica Willis , Christina Chen , Marcin Sieniek , Akib Uddin , Jonny Wong , Rory Pilgrim , Katherine Chou , Daniel Tse , Shravya Shetty , Ryan G. Gomes


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AI system for fetal ultrasound in low-resource settings



Ryan G. Gomes , Bellington Vwalika , Chace Lee , Angelica Willis , Marcin Sieniek , Joan T. Price , Christina Chen , Margaret P. Kasaro , James A. Taylor , Elizabeth M. Stringer , Scott Mayer McKinney , Ntazana Sindano , George E. Dahl , William Goodnight III , Justin Gilmer , Benjamin H. Chi , Charles Lau , Terry Spitz , T Saensuksopa , Kris Liu , Jonny Wong , Rory Pilgrim , Akib Uddin , Greg Corrado , Lily Peng , Katherine Chou , Daniel Tse , Jeffrey S. A. Stringer , Shravya Shetty


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Maintaining fairness across distribution shift: do we have viable solutions for real-world applications?



Jessica Schrouff , Natalie Harris , Oluwasanmi Koyejo , Ibrahim Alabdulmohsin , Eva Schnider , Krista Opsahl-Ong , Alex Brown , Subhrajit Roy , Diana Mincu , Christina Chen , Awa Dieng , Yuan Liu , Vivek Natarajan , Alan Karthikesalingam , Katherine Heller , Silvia Chiappa , Alexander D'Amour


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R2D: Learning Shadow Removal to Enhance Fine-Context Shadow Detection



Jeya Maria Jose Valanarasu , Christina Chen , Vishal M. Patel


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Deep learning for detecting pulmonary tuberculosis via chest radiography: an international study across 10 countries



Sahar Kazemzadeh , Jin Yu , Shahar Jamshy , Rory Pilgrim , Zaid Nabulsi , Christina Chen , Neeral Beladia , Charles Lau , Scott Mayer McKinney , Thad Hughes , Atilla Kiraly , Sreenivasa Raju Kalidindi , Monde Muyoyeta , Jameson Malemela , Ting Shih , Greg S. Corrado , Lily Peng , Katherine Chou , Po-Hsuan Cameron Chen , Yun Liu , Krish Eswaran , Daniel Tse , Shravya Shetty , Shruthi Prabhakara


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Predicting Hyperkalemia in the ICU and Evaluation of Generalizability and Interpretability



Gloria Hyunjung Kwak , Christina Chen , Lowell Ling , Erina Ghosh , Leo Anthony Celi , Pan Hui

* AAAI 2021 Workshop: Trustworthy AI for Healthcare 
* 6 pages, 3 figures, 3 tables 

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Underspecification Presents Challenges for Credibility in Modern Machine Learning



Alexander D'Amour , Katherine Heller , Dan Moldovan , Ben Adlam , Babak Alipanahi , Alex Beutel , Christina Chen , Jonathan Deaton , Jacob Eisenstein , Matthew D. Hoffman , Farhad Hormozdiari , Neil Houlsby , Shaobo Hou , Ghassen Jerfel , Alan Karthikesalingam , Mario Lucic , Yian Ma , Cory McLean , Diana Mincu , Akinori Mitani , Andrea Montanari , Zachary Nado , Vivek Natarajan , Christopher Nielson , Thomas F. Osborne , Rajiv Raman , Kim Ramasamy , Rory Sayres , Jessica Schrouff , Martin Seneviratne , Shannon Sequeira , Harini Suresh , Victor Veitch , Max Vladymyrov , Xuezhi Wang , Kellie Webster , Steve Yadlowsky , Taedong Yun , Xiaohua Zhai , D. Sculley


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