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Using a Cross-Task Grid of Linear Probes to Interpret CNN Model Predictions On Retinal Images



Katy Blumer , Subhashini Venugopalan , Michael P. Brenner , Jon Kleinberg

* Extended abstract at Interpretable Machine Learning in Healthcare (IMLH) workshop at ICML 2021 

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The Algorithmic Automation Problem: Prediction, Triage, and Human Effort



Maithra Raghu , Katy Blumer , Greg Corrado , Jon Kleinberg , Ziad Obermeyer , Sendhil Mullainathan


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Direct Uncertainty Prediction for Medical Second Opinions



Maithra Raghu , Katy Blumer , Rory Sayres , Ziad Obermeyer , Sendhil Mullainathan , Jon Kleinberg


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Deep learning for predicting refractive error from retinal fundus images



Avinash V. Varadarajan , Ryan Poplin , Katy Blumer , Christof Angermueller , Joe Ledsam , Reena Chopra , Pearse A. Keane , Greg S. Corrado , Lily Peng , Dale R. Webster


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