Assessment of Convolutional Neural Networks for Automated Classification of Chest Radiographs
Dunnmon, Jared A, Yi, Darvin, Langlotz, Curtis P, Ré, Christopher, Rubin, Daniel L, Lungren, Matthew P
Published in Radiology (01.02.2019)
Published in Radiology (01.02.2019)
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Journal Article
Cross-Modal Data Programming Enables Rapid Medical Machine Learning
Dunnmon, Jared A., Ratner, Alexander J., Saab, Khaled, Khandwala, Nishith, Markert, Matthew, Sagreiya, Hersh, Goldman, Roger, Lee-Messer, Christopher, Lungren, Matthew P., Rubin, Daniel L., Ré, Christopher
Published in Patterns (New York, N.Y.) (08.05.2020)
Published in Patterns (New York, N.Y.) (08.05.2020)
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Journal Article
Predicting 30-day all-cause hospital readmission using multimodal spatiotemporal graph neural networks
Tang, Siyi, Tariq, Amara, Dunnmon, Jared A., Sharma, Umesh, Elugunti, Praneetha, Rubin, Daniel L., Patel, Bhavik N., Banerjee, Imon
Published in IEEE journal of biomedical and health informatics (01.04.2023)
Published in IEEE journal of biomedical and health informatics (01.04.2023)
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Journal Article
Comparison of segmentation-free and segmentation-dependent computer-aided diagnosis of breast masses on a public mammography dataset
Sawyer Lee, Rebecca, Dunnmon, Jared A., He, Ann, Tang, Siyi, Ré, Christopher, Rubin, Daniel L.
Published in Journal of biomedical informatics (01.01.2021)
Published in Journal of biomedical informatics (01.01.2021)
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Journal Article
Impact of Upstream Medical Image Processing on Downstream Performance of a Head CT Triage Neural Network
Hooper, Sarah M, Dunnmon, Jared A, Lungren, Matthew P, Mastrodicasa, Domenico, Rubin, Daniel L, Ré, Christopher, Wang, Adam, Patel, Bhavik N
Published in Radiology. Artificial intelligence (01.07.2021)
Published in Radiology. Artificial intelligence (01.07.2021)
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Journal Article
Observational Supervision for Medical Image Classification Using Gaze Data
Saab, Khaled, Hooper, Sarah M., Sohoni, Nimit S., Parmar, Jupinder, Pogatchnik, Brian, Wu, Sen, Dunnmon, Jared A., Zhang, Hongyang R., Rubin, Daniel, Ré, Christopher
Published in Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
Published in Medical Image Computing and Computer Assisted Intervention – MICCAI 2021
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Book Chapter
Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models
Tang, Siyi, Dunnmon, Jared A, Qu, Liangqiong, Saab, Khaled K, Baykaner, Tina, Lee-Messer, Christopher, Rubin, Daniel L
Year of Publication 20.11.2022
Year of Publication 20.11.2022
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Journal Article
No Subclass Left Behind: Fine-Grained Robustness in Coarse-Grained Classification Problems
Sohoni, Nimit S, Dunnmon, Jared A, Angus, Geoffrey, Gu, Albert, Ré, Christopher
Year of Publication 25.11.2020
Year of Publication 25.11.2020
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Journal Article
Data Valuation for Medical Imaging Using Shapley Value: Application on A Large-scale Chest X-ray Dataset
Tang, Siyi, Ghorbani, Amirata, Yamashita, Rikiya, Rehman, Sameer, Dunnmon, Jared A, Zou, James, Rubin, Daniel L
Published in arXiv.org (15.10.2020)
Published in arXiv.org (15.10.2020)
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Paper
Journal Article
Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis
Tang, Siyi, Dunnmon, Jared A, Saab, Khaled, Zhang, Xuan, Huang, Qianying, Dubost, Florian, Rubin, Daniel L, Lee-Messer, Christopher
Year of Publication 16.04.2021
Year of Publication 16.04.2021
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Journal Article
Assessing Robustness to Noise: Low-Cost Head CT Triage
Hooper, Sarah M, Dunnmon, Jared A, Lungren, Matthew P, Gambhir, Sanjiv Sam, Ré, Christopher, Wang, Adam S, Patel, Bhavik N
Year of Publication 17.03.2020
Year of Publication 17.03.2020
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Journal Article