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Jessica L. Gronsbell
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2020 – today
- 2024
- [j5]Jianhui Gao, Clara-Lea Bonzel, Chuan Hong, Paul Varghese, Karim Zakir, Jessica L. Gronsbell:
Semi-supervised ROC analysis for reliable and streamlined evaluation of phenotyping algorithms. J. Am. Medical Informatics Assoc. 31(3): 640-650 (2024) - [i2]Jianhui Gao, Benson Chou, Zachary R. McCaw, Hilary Thurston, Paul Varghese, Chuan Hong, Jessica L. Gronsbell:
A tutorial on fairness in machine learning in healthcare. CoRR abs/2406.09307 (2024) - 2023
- [j4]Siyue Yang, Paul Varghese, Ellen Stephenson, Karen Tu, Jessica L. Gronsbell:
Machine learning approaches for electronic health records phenotyping: a methodical review. J. Am. Medical Informatics Assoc. 30(2): 367-381 (2023) - 2022
- [j3]Sumeet Kalia, Olli Saarela, Tao Chen, Braden O'Neill, Christopher Meaney, Jessica L. Gronsbell, Ervin Sejdic, Michael D. Escobar, Babak Aliarzadeh, Rahim Moineddin, Conrad Pow, Frank M. Sullivan, Michelle Greiver:
Marginal Structural Models Using Calibrated Weights With SuperLearner: Application to Type II Diabetes Cohort. IEEE J. Biomed. Health Informatics 26(8): 4197-4206 (2022) - 2020
- [i1]Jessica L. Gronsbell, Molei Liu, Lu Tian, Tianxi Cai:
Efficient Estimation and Evaluation of Prediction Rules in Semi-Supervised Settings under Stratified Sampling. CoRR abs/2010.09443 (2020)
2010 – 2019
- 2019
- [j2]Katherine P. Liao, Jiehuan Sun, Tianrun A. Cai, Nicholas B. Link, Chuan Hong, Jie Huang, Jennifer E. Huffman, Jessica L. Gronsbell, Yichi Zhang, Yuk-Lam Ho, Victor M. Castro, Vivian S. Gainer, Shawn N. Murphy, Christopher J. O'Donnell, J. Michael Gaziano, Kelly Cho, Peter Szolovits, Isaac S. Kohane, Sheng Yu:
High-throughput multimodal automated phenotyping (MAP) with application to PheWAS. J. Am. Medical Informatics Assoc. 26(11): 1255-1262 (2019) - 2018
- [j1]Sheng Yu, Yumeng Ma, Jessica L. Gronsbell, Tianrun A. Cai, Ashwin N. Ananthakrishnan, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Katherine P. Liao, Tianxi Cai:
Enabling phenotypic big data with PheNorm. J. Am. Medical Informatics Assoc. 25(1): 54-60 (2018) - [c2]Katherine P. Liao, Jiehuan Sun, Tianrun A. Cai, Nicholas B. Link, Chuan Hong, Jie Huang, Jennifer E. Huffman, Jessica L. Gronsbell, Lauren Costa, Victor M. Castro, Vivian S. Gainer, Shawn N. Murphy, J. Michael Gaziano, Kelly Cho, Peter Szolovits, Isaac S. Kohane, Sheng Yu, Tianxi Cai:
High-Throughput Multimodal Automated Phenotyping (MAP) Incorporating Natural Language Processing with Application to PheWAS. AMIA 2018 - 2017
- [c1]Sheng Yu, Yumeng Ma, Jessica L. Gronsbell, Katherine P. Liao, Tianrun A. Cai, Ashwin N. Ananthakrishnan, Vivian S. Gainer, Susanne E. Churchill, Peter Szolovits, Shawn N. Murphy, Isaac S. Kohane, Tianxi Cai:
High-throughput Phenotyping via Denoised Normal Mixture Transformation. AMIA 2017
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