Hidden stratification causes clinically meaningful failures in machine learning for medical imaging
Luke Oakden-Rayner,
Jared A. Dunnmon,
G. Carneiro,
Christopher Ré
|
8 |
2019 |
8
2019
|
MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering
Ankit Pal,
Logesh Kumar Umapathi,
Malaikannan Sankarasubbu
|
8 |
2022 |
8
2022
|
MIMIC-Extract: a data extraction, preprocessing, and representation pipeline for MIMIC-III
Shirly Wang,
Matthew B. A. McDermott,
Geeticka Chauhan,
Michael C. Hughes,
Tristan Naumann,
M. Ghassemi
|
7 |
2019 |
7
2019
|
Hurtful words: quantifying biases in clinical contextual word embeddings
H. Zhang,
Amy X. Lu,
Mohamed Abdalla,
Matthew B. A. McDermott,
M. Ghassemi
|
7 |
2020 |
7
2020
|
Do We Still Need Clinical Language Models?
10 auth.
Eric P. Lehman,
Evan Hernandez,
Diwakar Mahajan,
Jonas Wulff,
Micah J. Smith,
Zachary M. Ziegler,
...
Daniel Nadler,
P. Szolovits,
Alistair E. W. Johnson,
Emily Alsentzer
|
7 |
2023 |
7
2023
|
Analyzing the role of model uncertainty for electronic health records
8 auth.
Michael W. Dusenberry,
Dustin Tran,
E. Choi,
Jonas Kemp,
Jeremy Nixon,
Ghassen Jerfel,
...
K. Heller,
Andrew M. Dai
|
6 |
2019 |
6
2019
|
CheXtransfer: performance and parameter efficiency of ImageNet models for chest X-Ray interpretation
Alexander Ke,
William Ellsworth,
Oishi Banerjee,
A. Ng,
P. Rajpurkar
|
6 |
2021 |
6
2021
|
Improving the Fairness of Chest X-ray Classifiers
Haoran Zhang,
Natalie Dullerud,
Karsten Roth,
Lauren Oakden-Rayner,
S. Pfohl,
M. Ghassemi
|
5 |
2022 |
5
2022
|
An empirical framework for domain generalization in clinical settings
Haoran Zhang,
Natalie Dullerud,
Laleh Seyyed-Kalantari,
Q. Morris,
Shalmali Joshi,
M. Ghassemi
|
5 |
2021 |
5
2021
|
Temporal pointwise convolutional networks for length of stay prediction in the intensive care unit
Emma Rocheteau,
P. Lio’,
Stephanie L. Hyland
|
5 |
2020 |
5
2020
|
MetaPhys: few-shot adaptation for non-contact physiological measurement
Xin Liu,
Ziheng Jiang
|
5 |
2021 |
5
2021
|
