Ursula Rogers
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View article: A data pipeline for secure extraction and sharing of social determinants of health
A data pipeline for secure extraction and sharing of social determinants of health Open
Objectives Linking neighborhood- and patient-level data provides valuable information about the influence of upstream social determinants of health (SDOH). However, sharing of these data across health systems presents challenges. We set ou…
View article: Practical Design and Benchmarking of Generative AI Applications for Surgical Billing and Coding
Practical Design and Benchmarking of Generative AI Applications for Surgical Billing and Coding Open
Background: Healthcare has many manual processes that can benefit from automation and augmentation with Generative Artificial Intelligence (AI), the medical billing and coding process. However, current foundational Large Language Models (L…
View article: Ambulatory Surgery Ensemble: Predicting Adult and Pediatric Same-Day Surgery Cases Across Specialties
Ambulatory Surgery Ensemble: Predicting Adult and Pediatric Same-Day Surgery Cases Across Specialties Open
Objective: To develop an ensemble model using case-posting data to predict which patients could be discharged on the day of surgery. Background: Few models have predicted which surgeries are appropriate for day cases. Increasing the ratio …
View article: Machine learning functional impairment classification with electronic health record data
Machine learning functional impairment classification with electronic health record data Open
Background Poor functional status is a key marker of morbidity, yet is not routinely captured in clinical encounters. We developed and evaluated the accuracy of a machine learning algorithm that leveraged electronic health record (EHR) dat…
View article: Predictive Modeling to Identify Children With Complex Health Needs At Risk for Hospitalization
Predictive Modeling to Identify Children With Complex Health Needs At Risk for Hospitalization Open
BACKGROUND Identifying children at high risk with complex health needs (CCHN) who have intersecting medical and social needs is challenging. This study’s objectives were to (1) develop and evaluate an electronic health record (EHR)-based c…
View article: Predictive Value of Early Autism Detection Models Based on Electronic Health Record Data Collected Before Age 1 Year
Predictive Value of Early Autism Detection Models Based on Electronic Health Record Data Collected Before Age 1 Year Open
Importance Autism detection early in childhood is critical to ensure that autistic children and their families have access to early behavioral support. Early correlates of autism documented in electronic health records (EHRs) during routin…
View article: Association of Primary Care Providers’ Beliefs of Statins for Primary Prevention and Statin Prescription
Association of Primary Care Providers’ Beliefs of Statins for Primary Prevention and Statin Prescription Open
Background The 2013 American College of Cardiology/American Heart Association Cholesterol Treatment Guideline increased the number of primary prevention patients eligible for statin therapy, yet uptake of these guidelines has been modest. …