61 citations · 321 across the 27 of their papers we have counts for
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cs.LG2021
Combining chest X-rays and electronic health record (EHR) data using machine learning to diagnose acute respiratory failure
Sarah Jabbour, David Fouhey, Ella Kazerooni +2
Objective: When patients develop acute respiratory failure, accurately identifying the underlying etiology is essential for determining the best treatment. However, differentiating…
cs.CY2021★ 10 cited
Mind the Performance Gap: Examining Dataset Shift During Prospective Validation
Erkin Ötleş, Jeeheh Oh, Benjamin Li +8
Once integrated into clinical care, patient risk stratification models may perform worse compared to their retrospective performance. To date, it is widely accepted that performanc…
cs.LG2021★ 23 cited
Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings
Shengpu Tang, Jenna Wiens
Reinforcement learning (RL) can be used to learn treatment policies and aid decision making in healthcare. However, given the need for generalization over complex state/action spac…