User profiles for "author:Sharon E Davis"

Sharon E Davis (Edwards)

Research Assistant Professor, Vanderbilt University Medical Center
Verified email at vumc.org
Cited by 2569

Calibration drift in regression and machine learning models for acute kidney injury

SE Davis, TA Lasko, G Chen, ED Siew… - Journal of the …, 2017 - academic.oup.com
Objective Predictive analytics create opportunities to incorporate personalized risk estimates
into clinical decision support. Models must be well calibrated to support decision-making, yet …

Use of electronic health record data for drug safety signal identification: a scoping review

SE Davis, L Zabotka, RJ Desai, SV Wang, JC Maro… - Drug Safety, 2023 - Springer
Introduction Pharmacovigilance programs protect patient health and safety by identifying
adverse event signals through postmarketing surveillance of claims data and spontaneous …

A nonparametric updating method to correct clinical prediction model drift

SE Davis, RA Greevy Jr, C Fonnesbeck… - Journal of the …, 2019 - academic.oup.com
Objective Clinical prediction models require updating as performance deteriorates over time.
We developed a testing procedure to select updating methods that minimizes overfitting …

[HTML][HTML] Detection of calibration drift in clinical prediction models to inform model updating

SE Davis, RA Greevy Jr, TA Lasko, CG Walsh… - Journal of biomedical …, 2020 - Elsevier
Abstract Model calibration, critical to the success and safety of clinical prediction models,
deteriorates over time in response to the dynamic nature of clinical environments. To support …

[HTML][HTML] Calibration drift among regression and machine learning models for hospital mortality

SE Davis, TA Lasko, G Chen… - AMIA Annual Symposium …, 2017 - ncbi.nlm.nih.gov
Advanced regression and machine learning models can provide personalized risk
predictions to support clinical decision-making. We aimed to understand whether modeling …

[HTML][HTML] Health literacy, education levels, and patient portal usage during hospitalizations

SE Davis, CY Osborn, S Kripalani… - AMIA Annual …, 2015 - ncbi.nlm.nih.gov
Patient portal adoption has rapidly increased, and portal usage has been associated with
patients' sociodemographics, health literacy, and education. Research on patient portals has …

[HTML][HTML] Long-term patterns of patient portal use for pediatric patients at an academic medical center

BD Steitz, RM Cronin, SE Davis, E Yan… - Applied Clinical …, 2017 - thieme-connect.com
Background: Patient portal adoption has increased over the last two decades. Most research
about patient portals has focused on adult populations in the primary care and medical …

Rapid growth in surgeons' use of secure messaging in a patient portal

JA Shenson, RM Cronin, SE Davis, Q Chen… - Surgical …, 2016 - Springer
Background Use of secure messaging through patient portals has risen substantially in
recent years due to provider incentives and consumer demand. Secure messaging may …

[HTML][HTML] Development of an automated phenotyping algorithm for hepatorenal syndrome

JD Koola, SE Davis, O Al-Nimri, SK Parr… - Journal of biomedical …, 2018 - Elsevier
Abstract Objective Hepatorenal Syndrome (HRS) is a devastating form of acute kidney injury
(AKI) in advanced liver disease patients with high morbidity and mortality, but phenotyping …

[HTML][HTML] Use of a patient portal during hospital admissions to surgical services

JR Robinson, SE Davis, RM Cronin… - AMIA Annual …, 2016 - ncbi.nlm.nih.gov
Patient portal research has focused on medical outpatient settings, with little known about
portal use during hospitalizations or by surgical patients. We measured portal adoption …