Quality Improvement Commons^™

Wearable Penile Devices: The Techring, Gal Saffati, Daniela Orozco Rendon, Riley Daily, Mohit Khera, John P Mulhall

Faculty, Staff and Students Publications

The integration of wearable technology into healthcare has transformed patient monitoring, particularly in urology. Wearable penile devices (WPDs), such as the FirmTech TechRing, offer real-time data on erectile function, providing critical insights into nocturnal penile tumescence (NPT) patterns that can indicate underlying health issues. This piece highlights the potential of the FirmTech TechRing, a WPD, to advance erectile function monitoring by providing real-time data on NPT and intra-coital activity. It explores its promise in detecting early dysfunction, assessing cardiovascular risk, and enhancing proactive health management. By measuring parameters like firmness, girth expansion, and the frequency of erections, the TechRing enables …

A Qualitative Exploration Of Barriers, Facilitators And Best Practices For Implementing Environmental Sustainability Standards And Reducing Food Waste In Veterans Affairs Hospitals, Bethany D Williams, Stephanie Jilcott Pitts, Stephen J Onufrak, Emma Sirois, Anne Utech, Michelle Wood, Jessi Silverman, Funke Ajenikoko, Meghan Murphy, Amy Lowry Warnock

Faculty, Staff and Students Publications

BACKGROUND: To improve the healthfulness of foods offered while accelerating the use of environmental sustainability practices, it is important to engage hospital food service operators in the adoption of such practices. The purpose of this study was to explore barriers, facilitators and best practices for implementing environmental sustainability standards in food service among veterans affairs (VA) hospitals in the United States.

METHODS: We conducted an online survey with 14 VA hospital food service directors and then 11 qualitative interviews. The survey assessed motivations for initiating sustainability standards and included a self-rating of implementation for each of five standards: increasing plant-forward …

Churning The Tides Of Care: When Nurse Turnover Makes Waves In Patient Access To Primary Care, Kelley Arredondo, Ashley M Hughes, Houston F Lester, Trang N D Pham, Laura A Petersen, Lechauncy Woodard, Richard Sorelle, Cheng Rebecca Jiang, Frederick L Oswald, Daniel R Murphy, Hilary N Touchett, Joshua Hamer, Sylvia J Hysong

Faculty, Staff and Students Publications

BACKGROUND: Team-based primary care (PC) enhances the quality of and access to health care. The Veterans Health Administration (VHA) implements team-based care through Patient Aligned Care Teams (PACTs), consisting of four core members: a primary care provider, registered nurse (RN) care manager, licensed vocational nurse, and scheduling clerk. RNs play a central role: they coordinate patient care, manage operational needs, and serve as a patient point of contact. Currently, it is not known how varying levels of RN staffing on primary care teams impact patient outcomes.

OBJECTIVE: This study aims to empirically assess how the stability of RN staffing within …

Development And Implementation Of A Digital Quality Measure Of Emergency Cancer Diagnosis, Paarth Kapadia, Andrew J Zimolzak, Divvy K Upadhyay, Saritha Korukonda, Riyaa Murugaesh Rekha, Umair Mushtaq, Usman Mir, Daniel R Murphy, Alexis Offner, Gary A Abel, Georgios Lyratzopoulos, Luke T A Mounce, Hardeep Singh

Faculty, Staff and Students Publications

PURPOSE: Missed and delayed cancer diagnoses are common, harmful, and often preventable. Automated measures of quality of cancer diagnosis are lacking but could identify gaps and guide interventions. We developed and implemented a digital quality measure (dQM) of cancer emergency presentation (EP) using electronic health record databases of two health systems and characterized the measure's association with missed opportunities for diagnosis (MODs) and mortality.

METHODS: On the basis of literature and expert input, we defined EP as a new cancer diagnosis within 30 days after emergency department or inpatient visit. We identified EPs for lung cancer and colorectal cancer (CRC) …

Longitudinal Program Evaluation Of An Inter-Institutional Mentorship Network For Pediatric Rheumatology Using A Quality Improvement Framework, Kristen Hayward, Alexi Grom, Eyal Muscal, Peter A Nigrovic, Kelly A Rouster-Stevens, Kaveh Ardalan, Linda Hiraki, L Nandini Moorthy

Faculty, Staff and Students Publications

BACKGROUND: The American College of Rheumatology (ACR)/Childhood Arthritis and Rheumatology Research Alliance (CARRA) Mentoring Interest Group (AMIGO) is an inter-institutional mentorship program launched to target mentorship gaps within pediatric rheumatology. Initial program evaluation indicated increased mentorship access. Given the small size of the pediatric rheumatology workforce, maintaining a consistent supply of mentors was a potential threat to the longevity of the network. Our aims were to: (i) describe the sustainability of AMIGO over the period 2011-2018, (ii) highlight ongoing benefits to participants, and (iii) describe challenges in the maintenance of a mentorship network.

METHODS: A mixed-methods approach centered on a …

An Electronic Health Record Model For Predicting Risk Of Hepatic Fibrosis In Primary Care Patients, Aaron P Thrift, Theresa H Nguyen Wenker, Kyler Godwin, Maya Balakrishnan, Hao T Duong, Rohit Loomba, Fasiha Kanwal, Hashem B El-Serag

Faculty, Staff and Students Publications

BACKGROUND: One challenge for primary care providers caring for patients with nonalcoholic fatty liver disease is to identify those at the highest risk for clinically significant liver disease.

AIM: To derive a risk stratification tool using variables from structured electronic health record (EHR) data for use in populations which are disproportionately affected with obesity and diabetes.

METHODS: We used data from 344 participants who underwent Fibroscan examination to measure liver fat and liver stiffness measurement [LSM]. Using two approaches, multivariable logistic regression and random forest classification, we assessed risk factors for any hepatic fibrosis (LSM > 7 kPa) and significant hepatic …

Revascularization Strategies For Acute And Chronic Mesenteric Ischemia: A Narrative Review, Jacob J Gries, Takashi Sakamoto, Bing Chen, Hafeez Ul Hassan Virk, Mahboob Alam, Chayakrit Krittanawong

Faculty, Staff and Students Publications

Mesenteric ischemia is a challenging condition characterized by insufficient blood perfusion to the mesentery and, consequently, intestinal tissues that continues to perplex clinicians. Despite its low prevalence, the condition’s variable clinical presentation and elusive radiographic diagnosis can delay life-saving interventions in the acute setting and deteriorate the quality of life of patients when left undiagnosed or misdiagnosed. Purpose: Review and summarize recent diagnostic updates and emergent intervention strategies for acute and chronic mesenteric ischemia. Methods: A narrative review of all relevant studies from January 2022 through September 2023. Results: A total of 11 studies from MEDLINE, supplemented with 44 studies …

Timely Delivery Of Port For Head And Neck Squamous Cell Carcinoma In A County Hospital, Ana Maria Rosas Herrera, Angela D Haskins, Alexander N Hanania, Pavan M Jhaveri, Christina H Chapman, Quillan Huang, David J Hernandez

Faculty, Staff and Students Publications

OBJECTIVES: The objective of this study was to compare the rate of post-operative radiation therapy (PORT) initiation within 6 weeks for head and neck squamous cell carcinoma patients treated at a safety net, academic institutio between 2019 and 2021 versus those treated in 2022 after implementation of a new clinical pathway.

METHODS: A retrospective case-control study was performed at a single tertiary care, safety-net, academic institution. Patient demographics, tumor characteristics, dates of surgery, and other treatment dates were collected from the electronic medical record. The time from surgery to PORT was calculated. Patients who started radiation treatment within 42 days …

Best Practices For Point Of Care Ultrasound: An Interdisciplinary Expert Consensus, Brandon Oto, Robert Baeten, Leon Chen, Puja Dalal, Ria Dancel, Steven Fox, Carl William Lange Iv, Cameron Baston, Paul Bornemann, Siddharth Dugar, Andrew Goldsmith, Meghan Kelly Herbst, James N Kirkpatrick, Abhilash Koratala, Michael J Lanspa, Viveta Lobo, Jason T Nomura, Aliaksei Pustavoitau, Mourad H Senussi, Vincent L Sorrell, Frances Mae West, Aarti Sarwal

Faculty, Staff and Students Publications

Despite the growing use of point of care ultrasound (POCUS) in contemporary medical practice and the existence of clinical guidelines addressing its specific applications, there remains a lack of standardization and agreement on optimal practices for several areas of POCUS use. The Society of Point of Care Ultrasound (SPOCUS) formed a working group in 2022 to establish a set of recommended best practices for POCUS, applicable to clinicians regardless of their training, specialty, resource setting, or scope of practice. Using a three-round modified Delphi process, a multi-disciplinary panel of 22 POCUS experts based in the United States reached consensus on …

Analyzing The Relationship Between Socioeconomic Deprivation And Outpatient Medicare Part D Fluoroquinolone Claim Rates In Texas, Mayar Al Mohajer, Edgar Samarasundera, Judite Gonçalves, Alicia Heath

Faculty, Staff and Students Publications

INTRODUCTION: Only a few studies have assessed the relationship between deprivation and excessive antibiotic use. In Texas, antimicrobial prescription rates are particularly high compared with the rest of the US. This study analyzed the association between local area socioeconomic deprivation and providers' fluoroquinolone claim rates among beneficiaries 65 years and older in Texas.

METHODS: This ecological study utilized provider- and area-level data from Medicare Part D Prescribers and the Social Deprivation Index (SDI) repositories. Negative binomial regression models were employed to evaluate the relationship between provider- and area-level characteristics (prescriber's gender, specialty, rural-urban community area, beneficiaries' demographics, area-level population, and …

Case Sampling Vs Universal Review For Evaluating Hospital Postoperative Mortality In Us Surgical Quality Improvement Programs, Vivi W Chen, Alexis P Chidi, Tracey Rosen, Yongquan Dong, Peter A Richardson, Jennifer Kramer, David A Axelrod, Laura A Petersen, Nader N Massarweh

Faculty, Staff and Students Publications

IMPORTANCE: Representative surgical case sampling, rather than universal review, is used by US Department of Veterans Affairs (VA) and private-sector national surgical quality improvement (QI) programs to assess program performance and to inform local QI and performance improvement efforts. However, it is unclear whether case sampling is robust for identifying hospitals with safety or quality concerns.

OBJECTIVE: To evaluate whether the sampling strategy used by several national surgical QI programs provides hospitals with data that are representative of their overall quality and safety, as measured by 30-day mortality.

DESIGN, SETTING, AND PARTICIPANTS: This comparative effectiveness study was a national, hospital-level …

Risk-Adjusted Cumulative Sum For Early Detection Of Hospitals With Excess Perioperative Mortality, Vivi W Chen, Alexis P Chidi, Yongquan Dong, Peter A Richardson, David A Axelrod, Laura A Petersen, Nader N Massarweh

Faculty, Staff and Students Publications

IMPORTANCE: National surgical quality improvement programs lack tools for early detection of quality or safety concerns, which risks patient safety because of delayed recognition of poor performance.

OBJECTIVE: To compare the risk-adjusted cumulative sum (CUSUM) with episodic evaluation for early detection of hospitals with excess perioperative mortality.

DESIGN, SETTING, AND PARTICIPANTS: National, observational, hospital-level, comparative effectiveness study of 697 566 patients. Identification of hospitals with excess, risk-adjusted, quarterly 30-day mortality using observed to expected ratios (ie, current criterion standard in the Veterans Affairs Surgical Quality Improvement Program) was compared with the risk-adjusted CUSUM. Patients included in the study underwent a …

Quality Improvement Initiative To Improve Time And Adherence To Revaccination After Hematopoietic Cell Transplantation: Implementation Of A Revaccination Clinic Within The Transplantation Program, Caitlin Elgarten, Anne Wohlschlaeger, Ellen Levy, Katharine Tadley, Lei Wang, Megan Atkinson, Houston Roberson, Timothy Olson, Nancy Bunin, Jennifer Heimall, Brian Fisher, Stephan Grupp, Jason Freedman

Faculty, Staff and Students Publications

Background:

Revaccination after hematopoietic cell transplantation (HCT) is critical to prevent morbidity and mortality from vaccine preventable illnesses. While earlier re-vaccination after HCT is desirable, they may be ineffective if deployed before partial reconstitution of adaptive immunity. Increasingly, personalized approaches to re-vaccination after HCT have replaced time-based protocols in order to minimize unvaccinated time and enhance vaccine effectiveness. Furthermore, for revaccination to be maximally beneficial, compliance with, and timely delivery of the complete revaccination schedule is imperative, but rare, and there is little data on strategies to optimize vaccine delivery.

Objectives:

The global aim of our quality improvement initiative was …

Nurse Leader Perceptions Of Data In The Veterans Health Administration: A Qualitative Evaluation, Janine J Wong, Richard P Sorelle, Christine Yang, Melissa K Knox, Sylvia J Hysong, Lynette E Dorsey, Patrick N O'Mahen, Laura A Petersen

Faculty, Staff and Students Publications

Healthcare systems and nursing leaders aim to make evidence-based nurse staffing decisions. Understanding how nurses use and perceive available data to support safe staffing can strengthen learning healthcare systems and support evidence-based practice, particularly given emerging data availability and specific nursing challenges in data usability. However, current literature offers sparse insight into the nature of data use and challenges in the inpatient nurse staffing management context. We aimed to investigate how nurse leaders experience using data to guide their inpatient staffing management decisions in the Veterans Health Administration, the largest integrated healthcare system in the United States. We conducted semistructured …

Actionable Solutions To Achieve Health Equity In Chronic Liver Disease, Patricia D Jones, Jennifer C Lai, Jasmohan S Bajaj, Fasiha Kanwal

Faculty, Staff and Students Publications

There are well-described racial and ethnic disparities in the burden of chronic liver diseases. Hispanic persons are at highest risk for developing nonalcoholic fatty liver disease, the fastest growing cause of liver disease. Hepatitis B disproportionately affects persons of Asian or African descent. The highest rates of hepatitis C occur in American Indian and Alaskan Native populations. In addition to disparities in disease burden, there are also marked racial and ethnic disparities in access to treatments, including liver transplantation. Disparities also exist by gender and geography, especially in alcohol-related liver disease. To achieve health equity, we must address the root …

The Quality And Management Of Penicillin Allergy Labels In Pediatric Primary Care, Margaret G Taylor, Torsten Joerger, Sara Anvari, Yun Li, Jeffrey S Gerber, Debra L Palazzi

Faculty, Staff and Students Publications

BACKGROUND AND OBJECTIVES: Penicillin allergy labels are the most common drug allergy label. The objective of this study was to describe the quality and management of penicillin allergy labels in the pediatric primary care setting.

METHODS: Retrospective chart review of 500 of 18 015 children with penicillin allergy labels born from January 1, 2010 to June 30, 2020 randomly selected from an outpatient birth cohort from Texas Children's Pediatrics and Children's Hospital of Philadelphia networks. Penicillin allergy risk classification ("not allergy," "low risk," "moderate or high risk," "severe risk," "unable to classify") was determined based on documentation within (1) the …

Preschool-Aged Household Contacts As A Risk Factor For Viral Respiratory Infections In Healthcare Personnel, Zachary M Most, Ann-Christine Nyquist, Lewis J Radonovich, Maria C Rodriguez-Barradas, Connie Savor Price, Michael S Simberkoff, Mary T Bessesen, Derek A T Cummings, Susan M Rattigan, Charlotte Warren-Gash, Charlotte A Gaydos, Cynthia L Gibert, Geoffrey J Gorse, Trish M Perl

Faculty, Staff and Students Publications

BACKGROUND: Viral respiratory infections (VRIs) are common and are occupational risks for healthcare personnel (HCP). VRIs can also be acquired at home and other settings among HCPs. We sought to determine if preschool-aged household contacts are a risk factor for VRIs among HCPs working in outpatient settings.

METHODS: We conducted a secondary analysis of data from a cluster randomized trial at 7 medical centers in the United States over 4 influenza seasons from 2011-2012 to 2014-2015. Adult HCPs who routinely came within 6 feet of patients with respiratory infections were included. Participants were tested for respiratory viruses whenever symptomatic and …

Nudging Health Care Providers' Adoption Of Clinical Decision Support: Protocol For The User-Centered Development Of A Behavioral Economics-Inspired Electronic Health Record Tool, Safiya Richardson, Katherine Dauber-Decker, Jeffrey Solomon, Sundas Khan, Douglas Barnaby, John Chelico, Michael Qiu, Yan Liu, Devin Mann, Renee Pekmezaris, Thomas Mcginn, Michael Diefenbach

Faculty, Staff and Students Publications

BACKGROUND: The improvements in care resulting from clinical decision support (CDS) have been significantly limited by consistently low health care provider adoption. Health care provider attitudes toward CDS, specifically psychological and behavioral barriers, are not typically addressed during any stage of CDS development, although they represent an important barrier to adoption. Emerging evidence has shown the surprising power of using insights from the field of behavioral economics to address psychological and behavioral barriers. Nudges are formal applications of behavioral economics, defined as positive reinforcement and indirect suggestions that have a nonforced effect on decision-making.

OBJECTIVE: Our goal is to employ …

A Novel Use Of Bar Code Medication Administration Data To Assess Nurse Staffing And Workload, Melissa K Knox, Paras D Mehta, Lynette E Dorsey, Christine Yang, Laura A Petersen

Faculty, Staff and Students Publications

OBJECTIVE: The aim of the study is to introduce an innovative use of bar code medication administration (BCMA) data, medication pass analysis, that allows for the examination of nurse staffing and workload using data generated during regular nursing workflow.

METHODS: Using 1 year (October 1, 2014-September 30, 2015) of BCMA data for 11 acute care units in one Veterans Affairs Medical Center, we determined the peak time for scheduled medications and included medications scheduled for and administered within 2 hours of that time in analyses. We established for each staff member their daily peak-time medication pass characteristics (number of patients, …

Policy Considerations That Support Equitable Access To Responsible, Accountable, Safe, And Ethical Uses Of Psychedelic Medicines, Sean J Belouin, Lynnette A Averill, Jack E Henningfield, Stephen N Xenakis, Ingrid Donato, Charles S Grob, Ann Berger, Veronica Magar, Alicia L Danforth, Brian T Anderson

Faculty, Staff and Students Publications

There is mounting evidence suggesting psychedelic and entactogen medicines (namely psilocybin and 3,4-methylenedioxymethamphetamine [MDMA]), in conjunction with proper psychosocial support, hold the potential to provide safe, rapid acting, and robust clinical improvements with durable effects. In the US, both psilocybin and MDMA have been granted Breakthrough Therapy designations by the US Food and Drug Administration and may potentially receive full FDA approval with similar regulatory considerations occurring in multiple countries. At the same time, regulatory changes are poised to increase access to legal or decriminalized psychedelic use in various non-medical settings. This review provides a brief discussion on the historical …

Risk And Incidence Of Head And Neck Cancers In Veterans Living With Hiv And Matched Hiv-Negative Veterans, Angela L Mazul, Christine M Hartman, Yvonne M Mowery, Jennifer R Kramer, Donna L White, Kathryn E Royse, Suchismita Raychaudhury, Vlad C Sandulache, Sarah T Ahmed, Jose P Zevallos, Peter A Richardson, Andrew G Sikora, Elizabeth Y Chiao

Faculty, Staff and Students Publications

BACKGROUND: Persons living with HIV/AIDS have a higher incidence of virus-related and tobacco/alcohol-related cancers. This study is the first to estimate the effect of HIV versus HIV-negative veterans on the risk of head and neck squamous cell carcinoma incidence in a large retrospective cohort study.

METHODS: The authors constructed a retrospective cohort study using patient data from 1999 to 2016 from the National Veterans Administration Corporate Data Warehouse and the VA Central Cancer Registry. This cohort study included 45,052 veterans living with HIV/AIDS and 162,486 HIV-negative patients matched by age, sex, and index visit (i.e., HIV diagnosis date or clinic …

Analysis Of An Antibiotic Stewardship Program For Asymptomatic Bacteriuria In The Veterans Affairs Health Care System, Larissa Grigoryan, Aanand D Naik, Paola Lichtenberger, Christopher J Graber, Payal K Patel, Dimitri M Drekonja, Timothy P Gauthier, Bhavarth Shukla, Anne E Sales, Sarah L Krein, John N Van, Laura M Dillon, Sylvia J Hysong, Jennifer R Kramer, Annette Walder, David Ramsey, Barbara W Trautner

Faculty, Staff and Students Publications

IMPORTANCE: Antibiotic stewardship for asymptomatic bacteriuria (ASB) is an important quality improvement target. Understanding how to implement successful antibiotic stewardship interventions is limited.

OBJECTIVE: To evaluate the effectiveness of a quality improvement stewardship intervention on reducing unnecessary urine cultures and antibiotic use in patients with ASB.

DESIGN, SETTING, AND PARTICIPANTS: This interrupted time series quality improvement study was performed at the acute inpatient medical and long-term care units of 4 intervention sites and 4 comparison sites in the Veterans Affairs (VA) health care system from October 1, 2017, through April 30, 2020. Participants included the clinicians who order or collect …

Purpose, Subject, And Consumer Comment On "Perceived Burden Due To Registrations For Quality Monitoring And Improvement In Hospitals: A Mixed Methods Study", Sylvia J Hysong, Patrick O'Mahen, Jochen Profit, Laura A Petersen

Faculty, Staff and Students Publications

Zegers and colleagues’ study codifies the perceived burden of quality monitoring and improvement stemming from the work by clinicians of registering (documenting) quality information in the medical record. We agree with Zegers and colleagues’ recommendation that a smaller, more effective and curated set of measures is needed to reduce burden, confusion, and expense. We further note that focusing on validity of clinical evidence behind individual measures is critical, but insufficient. We therefore extend Zegers and colleagues’ work through a pragmatic, tripartite heuristic. To assess the value of and curate a targeted set of performance measures, we propose concentrating on the …

A Call For An Integrated Approach To Improve Efficiency, Equity And Sustainability In Rare Disease Research In The United States, Meghan C Halley, Hadley Stevens Smith, Euan A Ashley, Aaron J Goldenberg, Holly K Tabor

Faculty, Staff and Students Publications

To build a more efficient, equitable, and sustainable approach to rare disease research in the United States, we must prioritize integrated research infrastructure and approaches that focus on understanding connections across rare diseases.

An Evidence-Based, Structured, Expert Approach To Selecting Essential Indicators Of Primary Care Quality, Sylvia J Hysong, Kelley Arredondo, Ashley M Hughes, Houston F Lester, Frederick L Oswald, Laura A Petersen, Lechauncy Woodard, Edward Post, Shelly Deperalta, Daniel R Murphy, Jason Mcknight, Karin Nelson, Paul Haidet

Faculty, Staff and Students Publications

BACKGROUND: The purpose of this article is to illustrate the application of an evidence-based, structured performance measurement methodology to identify, prioritize, and (when appropriate) generate new measures of health care quality, using primary care as a case example. Primary health care is central to the health care system and health of the American public; thus, ensuring high quality is essential. Due to its complexity, ensuring high-quality primary care requires measurement frameworks that can assess the quality of the infrastructure, workforce configurations, and processes available. This paper describes the use of the Productivity Measurement and Enhancement System (ProMES) to compile a …

Validation Of An Electronic Trigger To Measure Missed Diagnosis Of Stroke In Emergency Departments, Viralkumar Vaghani, Li Wei, Umair Mushtaq, Dean F Sittig, Andrea Bradford, Hardeep Singh

Faculty, Staff and Students Publications

OBJECTIVE: Diagnostic errors are major contributors to preventable patient harm. We validated the use of an electronic health record (EHR)-based trigger (e-trigger) to measure missed opportunities in stroke diagnosis in emergency departments (EDs).

METHODS: Using two frameworks, the Safer Dx Trigger Tools Framework and the Symptom-disease Pair Analysis of Diagnostic Error Framework, we applied a symptom-disease pair-based e-trigger to identify patients hospitalized for stroke who, in the preceding 30 days, were discharged from the ED with benign headache or dizziness diagnoses. The algorithm was applied to Veteran Affairs National Corporate Data Warehouse on patients seen between 1/1/2016 and 12/31/2017. Trained …

Applying The Plan-Do-Study-Act Cycle In Medical Education To Refine An Antibiotics Therapy Active Learning Session, Stacey Rose, Richard Hamill, Andrew Caruso, Nital P Appelbaum

Faculty, Staff and Students Publications

BACKGROUND: Active learning improves learner engagement and knowledge retention. The application of continuous quality improvement methodologies, such as the Plan-Do-Study-Act (PDSA) framework, may be useful for optimizing medical education, including active learning sessions. We aimed to enhance student satisfaction and achievement of learning outcomes by applying the PDSA framework to an antibiotic utilization curriculum for medical students.

METHODS: Guided by the Plan-Do-Study-Act framework, between February 2017 and July 2019, we developed, implemented, and revised an active learning session for medical students, focused on appropriate utilization of antibiotics during their Internal Medicine clerkship.

RESULTS: Across twelve sessions, 367 students (83.4%) completed …

Development And Validation Of Machine Learning-Based Race-Specific Models To Predict 10-Year Risk Of Heart Failure: A Multicohort Analysis, Matthew W Segar, Byron C Jaeger, Kershaw V Patel, Vijay Nambi, Chiadi E Ndumele, Adolfo Correa, Javed Butler, Alvin Chandra, Colby Ayers, Shreya Rao, Alana A Lewis, Laura M Raffield, Carlos J Rodriguez, Erin D Michos, Christie M Ballantyne, Michael E Hall, Robert J Mentz, James A De Lemos, Ambarish Pandey

Faculty, Staff and Students Publications

BACKGROUND: Heart failure (HF) risk and the underlying risk factors vary by race. Traditional models for HF risk prediction treat race as a covariate in risk prediction and do not account for significant parameters such as cardiac biomarkers. Machine learning (ML) may offer advantages over traditional modeling techniques to develop race-specific HF risk prediction models and to elucidate important contributors of HF development across races.

METHODS: We performed a retrospective analysis of 4 large, community cohort studies (ARIC [Atherosclerosis Risk in Communities], DHS [Dallas Heart Study], JHS [Jackson Heart Study], and MESA [Multi-Ethnic Study of Atherosclerosis]) with adjudicated HF events. …

Regional Variations In Heart Failure Quality And Outcomes: Get With The Guidelines-Heart Failure Registry, Luke C Cunningham, Gregg C Fonarow, Clyde W Yancy, Shubin Sheng, Roland A Matsouaka, Adam D Devore, Hani Jneid, Anita Deswal

Faculty, Staff and Students Publications

Background

Regional patient characteristics, care quality, and outcomes may differ based on a variety of factors among patients hospitalized for heart failure (HF). Regional disparities in outcomes of cardiovascular disease have been suggested across various regions in the United States. This study examined whether there are significant differences by region in quality of care and short‐term outcomes of hospitalized patients with HF across the United States.

Methods and Results

We examined regional demographics, quality measures, and short‐term outcomes across 4 US Census Bureau regions in patients hospitalized with HF and enrolled in the GWTG‐HF (Get With The Guidelines–Heart Failure) registry …

A Principal Components Analysis Of Factors Associated With Successful Implementation Of An Lvad Decision Support Tool, Kristin M Kostick, Meredith Trejo, Arvind Bhimaraj, Andrew Civitello, Jonathan Grinstein, Douglas Horstmanshof, Ulrich P Jorde, Matthias Loebe, Mandeep R Mehra, Nasir Z Sulemanjee, Vinay Thohan, Barry H Trachtenberg, Nir Uriel, Robert J Volk, Jerry D Estep, J S Blumenthal-Barby

Faculty, Staff and Students Publications

BACKGROUND: A central goal among researchers and policy makers seeking to implement clinical interventions is to identify key facilitators and barriers that contribute to implementation success. Despite calls from a number of scholars, empirical insights into the complex structural and cultural predictors of why decision aids (DAs) become routinely embedded in health care settings remains limited and highly variable across implementation contexts.

METHODS: We examined associations between "reach", a widely used indicator (from the RE-AIM model) of implementation success, and multi-level site characteristics of nine LVAD clinics engaged over 18 months in implementation and dissemination of a decision aid for …