Sharon E. Davis

28 papers Misc 12Journal 14Unranked 2

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Community medical centers struggle to produce well-calibrated clinical prediction models: Data augmentation can help. J. Biomed. Informatics Katherine E. Brown, Bradley A. Malin, Sharon E. Davis
2026	J	`jnl`	Gaps in artificial intelligence research for rural health in the United States: a scoping review. J. Am. Medical Informatics Assoc. Katherine E. Brown, Sharon E. Davis
2026	J	`jnl`	Statistical methods to harmonize electronic health record data across healthcare systems: case study and lessons learned. Bioinform. Xu Shi, Yuqi Zhai, Xianshi Yu, Xiaoou Li, Brian L. Hazlehurst, Denis B. Nyongesa, Daniel S. Sapp, Brian D. Williamson, David S. Carrell, Luesa Healy, Kara L. Cushing-Haugen, Jenna Wong, Shirley V. Wang, James S. Floyd, Kathleen Shattuck, Samuel McGown, Sarah Alam, José J. Hernández-Muñoz, Jie Li, Yong Ma, Danijela Stojanovic, Sudha R. Raman, Sharon E. Davis, Tianxi Cai, Jennifer C. Nelson, Patrick J. Heagerty
2025	J	`jnl`	A machine learning framework to adjust for learning effects in medical device safety evaluation. J. Am. Medical Informatics Assoc. Jejo D. Koola, Karthik Ramesh, Jialin Mao, Minyoung Ahn, Sharon E. Davis, Usha Govindarajulu, Amy Perkins, Dax M. Westerman, Henry Ssemaganda, Theodore Speroff, Lucila Ohno-Machado, Craig Ramsay, Art Sedrakyan, Frederic S. Resnic, Michael E. Matheny
2025	J	`jnl`	Detecting Opioid Use Disorder in Health Claims Data With Positive Unlabeled Learning. IEEE J. Biomed. Health Informatics Praveen Kumar, Fariha Moomtaheen, Scott A. Malec, Jeremy J. Yang, Cristian Bologa, Kristan Alexander Schneider, Yiliang Zhu, Mauricio Tohen, Gerardo Villarreal, Douglas J. Perkins, Elliot M. Fielstein, Sharon E. Davis, Michael E. Matheny, Christophe G. Lambert
2025	J	`jnl`	Emerging algorithmic bias: fairness drift as the next dimension of model maintenance and sustainability. J. Am. Medical Informatics Assoc. Sharon E. Davis, Chad Dorn, Daniel J. Park, Michael E. Matheny
2024	J	`jnl`	Sustainable deployment of clinical prediction tools - a 360° approach to model maintenance. J. Am. Medical Informatics Assoc. Sharon E. Davis, Peter J. Embí, Michael E. Matheny
2023	J	`jnl`	A framework for understanding label leakage in machine learning for health care. J. Am. Medical Informatics Assoc. Sharon E. Davis, Michael E. Matheny, Suresh Balu, Mark P. Sendak
2022	Misc	`conf`	A Framework for Detecting Medical Device Safety Signals Confounded by Learning Effects Using Machine Learning. AMIA Jejo D. Koola, Jialin Mao, Sharon E. Davis, Henry Ssemaganda, Dax M. Westerman, Lucila Ohno-Machado, Frederic S. Resnic, Michael E. Matheny
2022	Misc	`conf`	A Framework for Generating Synthetic Clinical Datasets with Learning Effects to Support Methods Development and Validation. AMIA 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
2022	Misc	`conf`	Disentangling and Characterizing Device Safety Signals and Learning Effects. AMIA 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
2022	J	`jnl`	Open questions and research gaps for monitoring and updating AI-enabled tools in clinical settings. Frontiers Digit. Health Sharon E. Davis, Colin G. Walsh, Michael E. Matheny
2021	Misc	`conf`	Disparities in Coded and Imputed Post-Traumatic Stress Disorder and Self-Harm Among US Veterans. AMIA 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
2020	Misc	`conf`	A Surveillance Framework for Monitoring and Updating Clinical Prediction Models. AMIA Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
2020	J	`jnl`	Detection of calibration drift in clinical prediction models to inform model updating. J. Biomed. Informatics Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
2019	J	`jnl`	A nonparametric updating method to correct clinical prediction model drift. J. Am. Medical Informatics Assoc. Sharon E. Davis, Robert A. Greevy Jr., Christopher Fonnesbeck, Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
2019	Misc	`conf`	Comparison of Prediction Model Performance Updating Protocols: Using a Data-Driven Testing Procedure to Guide Updating. AMIA Sharon E. Davis, Robert A. Greevy Jr., Thomas A. Lasko, Colin G. Walsh, Michael E. Matheny
2018	Misc	`conf`	Developing a Testing Procedure to Select Model Updating Methods. AMIA Sharon E. Davis, Robert A. Greevy Jr., Michael E. Matheny
2018	J	`jnl`	Development of an automated phenotyping algorithm for hepatorenal syndrome. J. Biomed. Informatics Jejo D. Koola, Sharon E. Davis, Omar Al-Nimri, Sharidan K. Parr, Daniel Fabbri, Bradley A. Malin, Samuel B. Ho, Michael E. Matheny
2017	Misc	`conf`	Calibration Drift Among Regression and Machine Learning Models for Hospital Mortality. AMIA Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Michael E. Matheny
2017	J	`jnl`	Calibration drift in regression and machine learning models for acute kidney injury. J. Am. Medical Informatics Assoc. Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Edward D. Siew, Michael E. Matheny
2017	J	`jnl`	Long-term Patterns of Patient Portal Use for Pediatric Patients at an Academic Medical Center. Appl. Clin. Inform. Robert M. Cronin, Sharon E. Davis, Ellen Yan, Gretchen P. Jackson, Bryan D. Steitz
2017	Misc	`conf`	Machine Learning Models to Predict Readmission for Patients with Cirrhosis. AMIA Jejo D. Koola, Aize Cao, Guanhua Chen, Amy Perkins, Samuel B. Ho, Sharon E. Davis, Michael E. Matheny
2016	Misc	`conf`	Adoption of Secure Messaging in a Patient Portal across Pediatric Specialties. AMIA Mary Masterman, Robert M. Cronin, Sharon E. Davis, Jared A. Shenson, Gretchen Purcell Jackson
2016	—	`conf`	Calibration Drift of Clinical Prediction Models Across Modeling Methods. CRI Sharon E. Davis, Thomas A. Lasko, Guanhua Chen, Michael E. Matheny
2016	Misc	`conf`	Use of a Patient Portal During Hospital Admissions to Surgical Services. AMIA Jamie R. Robinson, Sharon E. Davis, Robert M. Cronin, Gretchen Purcell Jackson
2016	—	`conf`	Using a Multilayer Self-Organizing Map for Risk Prediction in Hepatorenal Syndrome. CRI Jejo D. Koola, Sharon E. Davis, Samuel B. Ho, Michael E. Matheny
2015	Misc	`conf`	Health Literacy, Education Levels, and Patient Portal Usage During Hospitalizations. AMIA Sharon E. Davis, Chandra Y. Osborn, Sunil Kripalani, Kathryn Goggins, Gretchen Purcell Jackson