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Alex J. DeGrave
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From local explanations to global understanding with explainable AI for trees
SM Lundberg, G Erion, H Chen, A DeGrave, JM Prutkin, B Nair, R Katz, ...
Nature machine intelligence 2 (1), 56-67, 2020
43552020
A suite of tutorials for the WESTPA rare-events sampling software [Article v1. 0]
AT Bogetti, B Mostofian, A Dickson, AJ Pratt, AS Saglam, PO Harrison, ...
Living journal of computational molecular science 1 (2), 2019
7162019
AI for radiographic COVID-19 detection selects shortcuts over signal
AJ DeGrave, JD Janizek, SI Lee
Nature Machine Intelligence 3 (7), 610-619, 2021
5442021
Explainable AI for trees: From local explanations to global understanding
SM Lundberg, G Erion, H Chen, A DeGrave, JM Prutkin, B Nair, R Katz, ...
arXiv preprint arXiv:1905.04610, 2019
3592019
WESTPA 2.0: High-performance upgrades for weighted ensemble simulations and analysis of longer-timescale applications
JD Russo, S Zhang, JMG Leung, AT Bogetti, JP Thompson, AJ DeGrave, ...
Journal of Chemical Theory and Computation 18 (2), 638-649, 2022
402022
Large enhancement of response times of a protein conformational switch by computational design
AJ DeGrave, JH Ha, SN Loh, LT Chong
Nature communications 9 (1), 1013, 2018
332018
An adversarial approach for the robust classification of pneumonia from chest radiographs
JD Janizek, G Erion, AJ DeGrave, SI Lee
Proceedings of the ACM conference on health, inference, and learning, 69-79, 2020
322020
A twist in the road less traveled: The AMBER ff15ipq-m force field for protein mimetics
AT Bogetti, HE Piston, JMG Leung, CC Cabalteja, DT Yang, AJ DeGrave, ...
The Journal of chemical physics 153 (6), 2020
192020
The RED scheme: Rate-constant estimation from pre-steady state weighted ensemble simulations
AJ DeGrave, AT Bogetti, LT Chong
The Journal of Chemical Physics 154 (11), 2021
132021
Fostering transparent medical image AI via an image-text foundation model grounded in medical literature
C Kim, SU Gadgil, AJ DeGrave, ZR Cai, R Daneshjou, SI Lee
medRxiv, 2023
82023
Auditing the inference processes of medical-image classifiers by leveraging generative AI and the expertise of physicians
AJ DeGrave, ZR Cai, JD Janizek, R Daneshjou, SI Lee
Nature Biomedical Engineering, 1-13, 2023
72023
Dissection of medical AI reasoning processes via physician and generative-AI collaboration
AJ DeGrave, ZR Cai, JD Janizek, R Daneshjou, SI Lee
Medrxiv, 2023
52023
Transparent medical image AI via an image–text foundation model grounded in medical literature
C Kim, SU Gadgil, AJ DeGrave, JA Omiye, ZR Cai, R Daneshjou, SI Lee
Nature Medicine, 1-12, 2024
42024
Reducing the impact of transient effects in rate-constant estimation using the weighted ensemble strategy
AJ DeGrave, LT Chong
bioRxiv, 453647, 2018
42018
Auditing the Reasoning Processes of Medical-Image AI
AJ DeGrave
2024
Discovering mechanisms underlying medical AI prediction of protected attributes
SU Gadgil, AJ DeGrave, R Daneshjou, SI Lee
medRxiv, 2024.04. 09.24305289, 2024
2024
Course Corrections for Clinical AI
AJ DeGrave, JD Janizek, SI Lee
Kidney360 2 (12), 2019-2023, 2021
2021
From local explanations to global understanding with explainable AI for trees, Nat. Mach. Intell., 2, 56–67
SM Lundberg, G Erion, H Chen, A DeGrave, JM Prutkin, B Nair, R Katz, ...
2020
Molecular simulations of alternate frame folding in an engineered Ca2+-sensing protein switch
A DeGrave, JH Ha, S Loh, L Chong
ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY 251, 2016
2016
Supporting Information For: The RED scheme: Rate-constant estimation from pre-steady state weighted ensemble simulations
AJ DeGrave, AT Bogetti, LT Chong
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