Sharon E. Davis

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 21

Top Topics

Learning Models

Prediction Model

Top Venues

J. Am. Medical Informatics Assoc.

J. Biomed. Informatics

Publications

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) (2024)
Sharon E. Davis, Michael E. Matheny, Suresh Balu, Mark P. Sendak
A framework for understanding label leakage in machine learning for health care. J. Am. Medical Informatics Assoc. 31 (1) (2023)
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)
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)
Sharon E. Davis, Colin G. Walsh, Michael E. Matheny
Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings. Frontiers Digit. Health 4 (2022)
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)
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)
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)
Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
Detection of calibration drift in clinical prediction models to inform model updating. J. Biomed. Informatics 112 (2020)
Sharon E. Davis, Robert A. Greevy Jr., Christopher Fonnesbeck, Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
A nonparametric updating method to correct clinical prediction model drift. J. Am. Medical Informatics Assoc. 26 (12) (2019)
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)
Sharon E. Davis, Robert A. Greevy Jr., Michael E. Matheny
Developing a Testing Procedure to Select Model Updating Methods. AMIA (2018)
Jejo D. Koola, Sharon E. Davis, Omar Al-Nimri, Sharidan K. Parr, Daniel Fabbri, Bradley A. Malin, Samuel B. Ho, Michael E. Matheny
Development of an automated phenotyping algorithm for hepatorenal syndrome. J. Biomed. Informatics 80 (2018)
Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Edward D. Siew, Michael E. Matheny
Calibration drift in regression and machine learning models for acute kidney injury. J. Am. Medical Informatics Assoc. 24 (6) (2017)
Robert M. Cronin, Sharon E. Davis, Ellen Yan, Gretchen P. Jackson, Bryan D. Steitz
Long-term Patterns of Patient Portal Use for Pediatric Patients at an Academic Medical Center. Appl. Clin. Inform. 8 (03) (2017)
Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Michael E. Matheny
Calibration Drift Among Regression and Machine Learning Models for Hospital Mortality. AMIA (2017)
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)
Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Michael E. Matheny
Calibration Drift of Clinical Prediction Models Across Modeling Methods. CRI (2016)
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)
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)
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)
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)