Medicine and Health Sciences Commons^™

Predicting Unplanned Transfers To The Intensive Care Unit: A Machine Learning Approach Leveraging Diverse Clinical Elements, Ben Wellner, Joan Grand, Elizabeth Canzone, Matt Coarr, Patrick Brady, Nathan Dean, +Additional Authors

Pediatrics Faculty Publications

Background: Early warning scores aid in the detection of pediatric clinical deteriorations but include limited data inputs, rarely include data trends over time, and have limited validation.

Objective: Machine learning methods that make use of large numbers of predictor variables are now commonplace. This work examines how different types of predictor variables derived from the electronic health record affect the performance of predicting unplanned transfers to the intensive care unit (ICU) at three large children’s hospitals.

Methods: We trained separate models with data from three different institutions from 2011 through 2013 and evaluated models with 2014 data. Cases consisted of …

Mhealth Intervention Is Effective In Creating Smoke-Free Homes For Newborns: A Randomized Controlled Trial Study In China., Shaohua Yu, Zongshuan Duan, Pamela B Redmon, Michael P Eriksen, Jeffrey P Koplan, Cheng Huang

Global Health Faculty Publications

Mobile-phone-based smoking cessation intervention has been shown to increase quitting among smokers. However, such intervention has not yet been applied to secondhand smoke (SHS) reduction programs that target smoking parents of newborns. This randomized controlled trial, undertaken in Changchun, China, assessed whether interventions that incorporate traditional and mobile-phone-based education will help create smoke-free homes for infants and increase quitting among fathers. The results showed that the abstinence rates of the fathers at 6 months (adjusted OR: 3.60, 95% CI: 1.41-9.25; p = 0.008) and 12 months (adjusted OR: 2.93, 95% CI: 1.24-6.94; p = 0.014) were both significantly increased in …

The Living The Example Social Media Substance Use Prevention Program: A Pilot Evaluation., William Evans, Elizabeth Andrade, Sandra Goldmeer, Michelle Smith, Jeremy Snider, Gunilla Girardo

Prevention and Community Health Faculty Publications

Reproduced with permission of JMIR Publications. JMIR Mental Health

Prenatal Care Enhanced With Digital Health Tools Can Reduce Visit Frequency While Improving Patient Satisfaction, Kathryn I. Marko, Nihar Ganju, Anish Sebastian, Joshua Benham

Medicine Faculty Posters and Presentations

100 low-risk obstetric patients were enrolled to evaluate the use of digital health technology in prenatal care. 50 patients were placed on an alternate prenatal care schedule (8 visits), supplemented with an integrated technology platform of a mobile application and connected devices including a wireless weight scale and blood pressure cuff. The remaining 50 control patients received routine care, without the technology platform. Patients were evaluated for satisfaction and engagement throughout pregnancy.

Removing Barriers To Care For The Underserved: Provider And Patient Perception Of Direct To Consumer Telemedicine, Robert M. Grell, Rachel Hatcliffe, Sean M. Gillen, Craig Sable, Vanessa Grant, Matthew Ledda, Mary Fuska, Shireen Atabaki

GW Research Days 2016 - 2020

Purpose of Study: Lack of access to pediatric subspecialty care is a major barrier to pediatric health for underserved populations in the Washington DC, Virginia and Maryland area. Lack of access to transportation, long office wait times, and missed school and work are barriers that prevent access to subspecialty care. Direct to consumer (DTC) telemedicine provides this service to our underserved population by bringing care into their own home through use of computers, tablets, and smart phones.

Methods Used: Structured interviews of parents and providers were performed prior to implementation of a subspecialty DTC telemedicine program for underserved children in …

Feasibility And Usability Of Tele-Interview For Medical Residency Interview, Ali Pourmand, Hayoung Lee, Malika Fair, Kaylah Maloney, Amy Caggiula

Emergency Medicine Faculty Publications

Every year in the United States, medical students and residency programs dedicate millions of dollars to the residency matching process. On-site interviews for training positions involve tremendous financial investment, and time spent detracts from educational pursuits and clinical responsibilities. Students are usually required to fund their own travel and accommodations, adding additional financial burdens to an already costly medical education. Similarly, residency programs allocate considerable funds to interview-day meals, tours, staffing, and social events. With the rapid onslaught of innovations and advancements in the field of telecommunication, technology has become ubiquitous in the practice of medicine. Internet applications have aided …

Doodle Health: A Crowdsourcing Game For The Co-Design And Testing Of Pictographs To Reduce Disparities In Healthcare Communication, Carrie Christensen, Doug Redd, Erica Lake, Jean P. Shipman, Heather Aiono, Roger Altizer Jr., Bruce Bray, Qing Zeng

Clinical Research and Leadership Faculty Publications

Supplementing patient education content with pictographs can improve the comprehension and recall of information, especially patients with low health literacy. Pictograph design and testing, however, are costly and time consuming.

We created a Web-based game, Doodle Health, for crowdsourcing the drawing and validation of pictographs. The objective of this pilot study was to test the usability of the game and its appeal to healthcare consumers. The chief purpose of the game is to involve a diverse population in the co-design and evaluation of pictographs.

We conducted a community-based focus group to inform the game design. Game designers, health sciences librarians, …