Medicine and Health Sciences Commons^™

Extracting Patterns In Medical Claims Data For Predicting Opioid Overdose, Ryan Sanders

Graduate Theses and Dissertations

The goal of this project is to develop an efficient methodology for extracting features from time-dependent variables in transaction data. Transaction data is collected at varying time intervals making feature extraction more difficult. Unsupervised representational learning techniques are investigated, and the results compared with those from other feature engineering techniques. A successful methodology provides features that improve the accuracy of any machine learning technique. This methodology is then applied to insurance claims data in order to find features to predict whether a patient is at risk of overdosing on opioids. This data covers prescription, inpatient, and outpatient transactions. Features created …

Increasing Low-Income Residents’ Access To Fresh Produce Through A Local Mobile Pantry, Laura Wasson

Human Nutrition and Hospitality Management Undergraduate Honors Theses

Seeds that Feed (STF) is a mobile food pantry located in Fayetteville, Arkansas. STF receives produce from local farmers to distribute to residents in low-income housing sites throughout Northwest Arkansas. According to Feeding America, food insecurity affected 14.3% Washington County, Arkansas’ population in 2016. The purpose of this study was to determine if STF’s model is an effective way to increase individuals’ access to fresh fruits and vegetables and increase their potential to meet the United States Department of Agriculture’s Food Patterns (USDA-FP) for to fruit and vegetable consumption. Twenty-three participants from three sites completed the study. A survey was …

A Framework For Learning During An Honors Internship: Embold Health Inc., Haley Haldeman

The Eleanor Mann School of Nursing Undergraduate Honors Theses

Embold Health Inc. is a health care analytics start-up company that identifies top performing providers using large data sets and clinically nuanced measurement. A comprehensive assessment of quality, appropriateness, and cost is what Embold Health delivers. Embold allows payers more control in choosing providers within their region. Being able to identify top provider behaviors through rigorous data driven measurement is significant both clinically and commercially; it provides the opportunity to increase value of care, decrease waste, and drive down cost.

Over the past year as an intern, I’ve had a first-hand look into the complexity that surrounds data driven health …

Increasing Low-Income Residents’ Access To Fresh Produce Through A Local Mobile Pantry, Laura E. Wasson, L. Lanier Nalley, Mechelle Bailey, Laura Hill

Discovery, The Student Journal of Dale Bumpers College of Agricultural, Food and Life Sciences

Seeds that Feed (STF) is a mobile food pantry located in Fayetteville, Arkansas. STF receives produce from local farmers to distribute to residents in low-income housing sites throughout Northwest Arkansas. According to Feeding America, food insecurity affected 14.3% Washington County, Arkansas’ population in 2016. The purpose of this study was to determine if STF’s model is an effective way to increase individuals’ access to fresh fruits and vegetables and increase their potential to meet the United States Department of Agriculture’s Food Patterns (USDA-FP) for to fruit and vegetable consumption. Twenty-three participants from three sites completed the study. A survey was …