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2019 3
2020 6
2021 3
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Training Complex Models with Multi-Task Weak Supervision.
Ratner A, Hancock B, Dunnmon J, Sala F, Pandey S, Ré C. Ratner A, et al. Among authors: dunnmon j. Proc Conf AAAI Artif Intell. 2019 Jan-Feb;33:4763-4771. doi: 10.1609/aaai.v33i01.33014763. Proc Conf AAAI Artif Intell. 2019. PMID: 31565535 Free PMC article.
Cross-Modal Data Programming Enables Rapid Medical Machine Learning.
Dunnmon JA, Ratner AJ, Saab K, Khandwala N, Markert M, Sagreiya H, Goldman R, Lee-Messer C, Lungren MP, Rubin DL, Ré C. Dunnmon JA, et al. Patterns (N Y). 2020 May 8;1(2):100019. doi: 10.1016/j.patter.2020.100019. Epub 2020 Apr 28. Patterns (N Y). 2020. PMID: 32776018 Free PMC article.
Snorkel MeTaL: Weak Supervision for Multi-Task Learning.
Ratner A, Hancock B, Dunnmon J, Goldman R, Ré C. Ratner A, et al. Among authors: dunnmon j. Proc Second Workshop Data Manag End End Mach Learn (2018). 2018 Jun;2018:3. doi: 10.1145/3209889.3209898. Proc Second Workshop Data Manag End End Mach Learn (2018). 2018. PMID: 30931438 Free PMC article.
PENet-a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging.
Huang SC, Kothari T, Banerjee I, Chute C, Ball RL, Borus N, Huang A, Patel BN, Rajpurkar P, Irvin J, Dunnmon J, Bledsoe J, Shpanskaya K, Dhaliwal A, Zamanian R, Ng AY, Lungren MP. Huang SC, et al. Among authors: dunnmon j. NPJ Digit Med. 2020 Apr 24;3:61. doi: 10.1038/s41746-020-0266-y. eCollection 2020. NPJ Digit Med. 2020. PMID: 32352039 Free PMC article.
Erratum: Author Correction: PENet-a scalable deep-learning model for automated diagnosis of pulmonary embolism using volumetric CT imaging.
Huang SC, Kothari T, Banerjee I, Chute C, Ball RL, Borus N, Huang A, Patel BN, Rajpurkar P, Irvin J, Dunnmon J, Bledsoe J, Shpanskaya K, Dhaliwal A, Zamanian R, Ng AY, Lungren MP. Huang SC, et al. Among authors: dunnmon j. NPJ Digit Med. 2020 Jul 28;3:102. doi: 10.1038/s41746-020-00310-6. eCollection 2020. NPJ Digit Med. 2020. PMID: 32793812 Free PMC article.
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