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Sharon E. Davis
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2020 – today
- 2024
- [j8]Sharon E. Davis
, Peter J. Embí, Michael E. Matheny:
Sustainable deployment of clinical prediction tools - a 360° approach to model maintenance. J. Am. Medical Informatics Assoc. 31(5): 1195-1198 (2024) - 2023
- [j7]Sharon E. Davis
A framework for understanding label leakage in machine learning for health care. J. Am. Medical Informatics Assoc. 31(1): 274-280 (2023) - 2022
- [j6]Sharon E. Davis
Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings. Frontiers Digit. Health 4 (2022) - [c14]Sharon E. Davis, Henry Ssemaganda, Jejo Koola, Jialin Mao, Dax M. Westerman, Theodore Speroff, Usha Govindarajulu, Craig Ramsay, Lucila Ohno-Machado, Frederic S. Resnic, Michael E. Matheny:
A Framework for Generating Synthetic Clinical Datasets with Learning Effects to Support Methods Development and Validation. AMIA 2022 - [c13]Jejo D. Koola, Jialin Mao, Sharon E. Davis, Henry Ssemaganda, Dax M. Westerman, Lucila Ohno-Machado, Frederic S. Resnic, Michael E. Matheny:
A Framework for Detecting Medical Device Safety Signals Confounded by Learning Effects Using Machine Learning. AMIA 2022 - [c12]Henry Ssemaganda, Frederic S. Resnic, Sharon E. Davis, Usha Govindarajulu, Jejo Koola, Jialin Mao, Dax M. Westerman, Theodore Speroff, Craig Ramsay, Art Sedrakyan, Lucila Ohno-Machado, Michael E. Matheny:
Disentangling and Characterizing Device Safety Signals and Learning Effects. AMIA 2022 - 2021
- [c11]Sharon E. Davis, Praveen Kumar, Nicolas R. Lauve, Sharidan K. Parr, Daniel Park, Michael E. Matheny, Gerardo Villarreal, George Uhl, Yiliang Zhu, Mauricio Tohen, Douglas J. Perkins, Christophe G. Lambert:
Disparities in Coded and Imputed Post-Traumatic Stress Disorder and Self-Harm Among US Veterans. AMIA 2021 - 2020
- [j5]Sharon E. Davis
Detection of calibration drift in clinical prediction models to inform model updating. J. Biomed. Informatics 112: 103611 (2020) - [c10]Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny:
A Surveillance Framework for Monitoring and Updating Clinical Prediction Models. AMIA 2020
2010 – 2019
- 2019
- [j4]Sharon E. Davis
A nonparametric updating method to correct clinical prediction model drift. J. Am. Medical Informatics Assoc. 26(12): 1448-1457 (2019) - [c9]Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny:
Comparison of Prediction Model Performance Updating Protocols: Using a Data-Driven Testing Procedure to Guide Updating. AMIA 2019 - 2018
- [j3]Jejo D. Koola
Development of an automated phenotyping algorithm for hepatorenal syndrome. J. Biomed. Informatics 80: 87-95 (2018) - [c8]Sharon E. Davis, Robert A. Greevy Jr., Michael E. Matheny:
Developing a Testing Procedure to Select Model Updating Methods. AMIA 2018 - 2017
- [j2]Robert M. Cronin, Sharon E. Davis
Long-term Patterns of Patient Portal Use for Pediatric Patients at an Academic Medical Center. Appl. Clin. Inform. 08(03): 779-793 (2017) - [j1]Sharon E. Davis
Calibration drift in regression and machine learning models for acute kidney injury. J. Am. Medical Informatics Assoc. 24(6): 1052-1061 (2017) - [c7]Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Michael E. Matheny:
Calibration Drift Among Regression and Machine Learning Models for Hospital Mortality. AMIA 2017 - [c6]Jejo D. Koola, Aize Cao, Guanhua Chen, Amy Perkins, Samuel B. Ho, Sharon E. Davis, Michael E. Matheny:
Machine Learning Models to Predict Readmission for Patients with Cirrhosis. AMIA 2017 - 2016
- [c5]Mary Masterman, Robert M. Cronin, Sharon E. Davis, Jared A. Shenson, Gretchen Purcell Jackson:
Adoption of Secure Messaging in a Patient Portal across Pediatric Specialties. AMIA 2016 - [c4]Jamie R. Robinson, Sharon E. Davis, Robert M. Cronin, Gretchen Purcell Jackson:
Use of a Patient Portal During Hospital Admissions to Surgical Services. AMIA 2016 - [c3]Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Michael E. Matheny:
Calibration Drift of Clinical Prediction Models Across Modeling Methods. CRI 2016 - [c2]Jejo D. Koola, Sharon E. Davis, Samuel B. Ho, Michael E. Matheny:
Using a Multilayer Self-Organizing Map for Risk Prediction in Hepatorenal Syndrome. CRI 2016 - 2015
- [c1]Sharon E. Davis, Chandra Y. Osborn, Sunil Kripalani, Kathryn Goggins, Gretchen Purcell Jackson:
Health Literacy, Education Levels, and Patient Portal Usage During Hospitalizations. AMIA 2015
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