Natural language processing of lifestyle modification documentation

K Shoenbill, Y Song, L Gress… - Health informatics …, 2020 - journals.sagepub.com
Lifestyle modification, including diet, exercise, and tobacco cessation, is the first-line
treatment of many disorders including hypertension, obesity, and diabetes. Lifestyle …

Promoting responsible electronic documentation: validity evidence for a checklist to assess progress notes in the electronic health record

JA Bierman, KK Hufmeyer, DT Liss… - … and learning in …, 2017 - Taylor & Francis
Construct: We aimed to develop an instrument to measure the quality of inpatient electronic
health record–(EHR–) generated progress notes without requiring raters to review the …

EXIST: EXamining rIsk of excesS adiposiTy—Machine learning to predict obesity‐related complications

A Turchin, FJ Morrison, M Shubina… - Obesity Science & …, 2024 - Wiley Online Library
Background Obesity is associated with an increased risk of multiple conditions, ranging from
heart disease to cancer. However, there are few predictive models for these outcomes that …

Lifestyle counseling and long-term clinical outcomes in patients with diabetes

H Zhang, SI Goldberg, N Hosomura, M Shubina… - Diabetes …, 2019 - Am Diabetes Assoc
OBJECTIVE To investigate the relationship between lifestyle counseling in primary care
settings and clinical outcomes in patients with diabetes. RESEARCH DESIGN AND …

Predictors of glycemic control after decline of insulin therapy by patients with type 2 diabetes

L Florez, M Shubina, A Turchin - Journal of Diabetes and its Complications, 2019 - Elsevier
Aim Decline of insulin therapy by patients is common but poorly investigated. We conducted
this study to determine patient and treatment characteristics predictive of glycemic control …

Associations between blood pressure control and clinical events suggestive of nutrition care documented in electronic health records of patients with hypertension

AR Williams, MD Thomson, EL Britton - BMC Medical Informatics and …, 2023 - Springer
Background Clinical events suggestive of nutrition care found in electronic health records
(EHRs) are rarely explored for their associations with hypertension outcomes. Methods …

Natural Language Processing for Diabetes Digital Health

A Turchin - Diabetes Digital Health, Telehealth, and Artificial …, 2024 - Elsevier
Natural language processing (NLP) is used increasingly widely in the field of diabetes,
ranging from the identification of hypoglycemic events to building predictive models for …

[HTML][HTML] Associations between Blood Pressure Control and Documented Nutrition Care Using Structured Data from Electronic Health Records of Patients with …

A Williams, EL Britton, MD Thomson - Research Square, 2023 - ncbi.nlm.nih.gov
Background Documentation in Electronic Health Records (EHRs) of nutrition care events
(overweight or obesity (BMI> 25 or 30, respectively) diagnoses, preventive care visits, or …

[HTML][HTML] A gap in the United States Healthcare System: physician nutrition education knowledge and application

K Hicks, M Howard, P Murano - MedEdPublish, 2017 - ncbi.nlm.nih.gov
Physicians demonstrate an insufficiency in medical nutrition training, yet are expected to
deliver nutrition counseling to patients with chronic disease. There is a clear understanding …

Electronic Health Record Template Improves Quality and Delivery of Healthcare for Patients with Type 2 Diabetes

C Burns - 2021 - lair.lr.edu
The goal of this project was to determine if a primary care-based quality improvement project
could enhance provider documentation reflecting national guidelines of care through the …