A multivariate timeseries modeling approach to severity of illness assessment and forecasting in ICU with sparse, heterogeneous clinical data

Peter Szolovits , David A. Clifton , Marzyeh Ghassemi , Marco A. F. Pimentel
national conference on artificial intelligence 2015 446 -453

131
2015
Scaling the PhysioNet WFDB Toolbox for MATLAB and Octave

Tristan Naumann , Ikaro Silva
computing in cardiology conference 161 -164

2014
Unfolding physiological state: mortality modelling in intensive care units

Marzyeh Ghassemi , Tristan Josef Naumann , Finale Doshi-Velez , Nicole Brimmer
PMC

1
2014
Semi-Supervised Biomedical Translation With Cycle Wasserstein Regression GANs.

Nathan Hunt , Tom Yan , Matthew B. A. McDermott , Peter Szolovits
national conference on artificial intelligence 2363 -2370

28
2018
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks

Marzyeh Ghassemi , Michael C. Hughes , Tristan Naumann , Anna Goldenberg
Machine Learning for Healthcare Conference 381 -405

89
2019
What's in a Note? Unpacking Predictive Value in Clinical Note Representations.

Peter Szolovits , Tristan Naumann , Willie Boag , Dustin Doss
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science 2017 26 -34

29
2018
A Review of Challenges and Opportunities in Machine Learning for Health.

Marzyeh Ghassemi , Rajesh Ranganath , Tristan Naumann , Andrew L Beam
AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science 2020 191 -200

155
2020
Cross-Language Aphasia Detection using Optimal Transport Domain Adaptation

Marzyeh Ghassemi , Tristan Naumann , Jekaterina Novikova , Matthew B. A. McDermott
Machine Learning for Health Workshop 202 -219

8
2019
Domain-Specific Language Model Pretraining for Biomedical Natural Language Processing.

Hoifung Poon , Jianfeng Gao , Tristan Naumann , Xiaodong Liu
arXiv: Computation and Language

602
2020
Clinical Collabsheets: 53 Questions to Guide a Clinical Collaboration.

Tristan Naumann , Lauren Erdman , William Boag , Shems Saleh
Machine Learning for Healthcare Conference 783 -812

3
2020
Trends and Focus of Machine Learning Applications for Health Research.

Brett Beaulieu-Jones , Samuel G. Finlayson , Corey Chivers , Irene Chen
JAMA Network Open 2 ( 10)

14
2019
Datathons and Software to Promote Reproducible Research

Leo Anthony Celi , Sharukh Lokhandwala , Robert Montgomery , Christopher Moses
Journal of Medical Internet Research 18 ( 8)

2
2016
Metadata Correction: Making Big Data Useful for Health Care: A Summary of the Inaugural MIT Critical Data Conference

Omar Badawi , Thomas Brennan , Leo Anthony Celi , Mengling Feng
JMIR Medical Informatics 3 ( 1) e6

1
2015
Publicly Available Clinical BERT Embeddings.

Emily Alsentzer , John Murphy , William Boag , Wei-Hung Weng
Proceedings of the 2nd Clinical Natural Language Processing Workshop 72 -78

1,172
2019
Practical guidance on artificial intelligence for health-care data.

Marzyeh Ghassemi , Tristan Naumann , Peter Schulam , Andrew L Beam
The Lancet. Digital health 1 ( 4)

27
2019
Predicting Clinical Outcomes Across Changing Electronic Health Record Systems

Jen J. Gong , Tristan Naumann , Peter Szolovits , John V. Guttag
knowledge discovery and data mining 1497 -1505

18
2017
A “datathon” model to support cross-disciplinary collaboration

Jerôme Aboab , Leo Anthony Celi , Peter Charlton , Mengling Feng
Science Translational Medicine 8 ( 333)

33
2016
Natural Language Processing for EHR-Based Computational Phenotyping

Zexian Zeng , Yu Deng , Xiaoyu Li , Tristan Naumann
IEEE/ACM Transactions on Computational Biology and Bioinformatics 16 ( 1) 139 -153

113
2019
Knowledge-rich self-supervision for biomedical entity linking

Sheng Zhang , Hao Cheng , Shikhar Vashishth , Cliff Wong
arXiv preprint arXiv:2112.07887

2
2021
Making the most of text semantics to improve biomedical vision--language processing

Benedikt Boecking , Naoto Usuyama , Shruthi Bannur , Daniel C Castro
Smpte Journal 1 -21

7
2022