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The accuracy vs. coverage trade-off in patient-facing diagnosis models

Dec 11, 2019
Anitha Kannan, Jason Alan Fries, Eric Kramer, Jen Jen Chen, Nigam Shah, Xavier Amatriain

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Missingness as Stability: Understanding the Structure of Missingness in Longitudinal EHR data and its Impact on Reinforcement Learning in Healthcare

Nov 16, 2019
Scott L. Fleming, Kuhan Jeyapragasan, Tony Duan, Daisy Ding, Saurabh Gombar, Nigam Shah, Emma Brunskill

* Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract 

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Effective Representations of Clinical Notes

Aug 16, 2018
Sebastien Dubois, Nathanael Romano, David C. Kale, Nigam Shah, Kenneth Jung

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A comparison of methods for model selection when estimating individual treatment effects

Jun 13, 2018
Alejandro Schuler, Michael Baiocchi, Robert Tibshirani, Nigam Shah

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Synth-Validation: Selecting the Best Causal Inference Method for a Given Dataset

Oct 31, 2017
Alejandro Schuler, Ken Jung, Robert Tibshirani, Trevor Hastie, Nigam Shah

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