452 results on '"P Michael, Ho"'
Search Results
2. Older Veterans’ perspectives on participation in a clinical exercise program: A qualitative study of the VA Gerofit exercise program
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Lauren M Abbate, Sarah R Jordan, P Michael Ho, Daniel D Matlock, Kelli D Allen, Sarah Wherry, Toby Wellington, Zach J Buxo, Vanessa Richardson, Courtney McGuire, Megan Pearson, Katherine S Hall, and Kathryn A Nearing
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Medicine (General) ,R5-920 - Abstract
Objectives: We explored the perspectives of older veterans in Gerofit, a Department of Veteran Affairs (VA) supervised clinical exercise program, to understand the factors associated with participation and how the program supported personal health goals. Methods: Twenty semistructured interviews were conducted with active and inactive Gerofit participants. We used a hybrid inductive and deductive approach to thematic analysis of transcripts, with the latter informed by the Health Action Process Approach model of behavior change. Results: Active and inactive participants differed in their perspectives about how Gerofit impacted their progress toward meeting personal health goals. Active participants noted program features (e.g., schedule, staffing) as facilitators and suggested greater self-efficacy about program participation compared to inactive participants. Both groups perceived the camaraderie with other veterans as a facilitator. Conclusions: Exercise program features, including camaraderie, are important factors that affect the ability of older veterans to participate in exercise and achieve personal health goals.
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- 2024
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3. Cluster-randomized implementation trial of two facilitation strategies to implement a novel information and communications technology at the Veterans Health Administration
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Chelsea Leonard, Evan Carey, Ariel Holstein, P. Michael Ho, and Jeffrey T. Heckman
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Information and communication technology ,Implementation ,Facilitation ,Medicine (General) ,R5-920 - Abstract
Abstract Background Information and communication technologies (ICTs) improve quality and efficiency of healthcare, but effective practices for implementing new ICTs are unknown. From 2019 to 2021, the Veterans Health Administration (VHA) implemented FLOW3, an ICT that facilitates prosthetic limb care. The goal of this study was to compare the impact of two facilitation strategies on FLOW3 adoption, implementation, and sustainment. Methods FLOW3 is a computerized workflow management system comprised of three applications that facilitate the three steps for prosthesis authorization. During VHA’s implementation of FLOW3, we randomized 60 VHA sites to basic or enhanced facilitation groups. Basic facilitation included a manualized training toolkit and office hours. Enhanced facilitation included basic facilitation plus monthly learning collaboratives and site-specific performance reports. Outcomes included time to adoption of FLOW3 and complete FLOW3 utilization rates during implementation and sustainment periods. We compared outcomes between sites assigned to basic versus enhanced facilitation groups. Results were calculated using both intent-to-treat (ITT) and dose–response analyses. The dose–response analysis used a per-protocol approach and required sites in the enhanced facilitation group to join two of six learning collaboratives; sites that attended fewer were reassigned to the basic group. Results Randomization assigned 30 sites to enhanced facilitation and 30 to basic. Eighteen of 30 randomized sites were included in the enhanced facilitation group for dose–response analysis. During the implementation period, enhanced facilitation sites were significantly more likely to completely utilize FLOW3 than basic facilitation sites (HR: 0.17; 95% CI: 1.18, 4.53, p = 0.02) based on ITT analysis. In the dose–response analysis, the enhanced group was 2.32 (95% CI: 1.18, 4.53) times more likely to adopt FLOW3 than basic group (p = 0.014). Conclusions Enhanced facilitation including a learning collaborative and customized feedback demonstrated greater likelihood for sites to complete a prosthetics consult using FLOW3 throughout our study. We identified statistically significant differences in likelihood of adoption using the dose–response analysis and complete utilization rate using ITT analysis during the implementation period. All sites that implemented FLOW3 demonstrated improvement in completion rate during the sustainment period, but the difference between facilitation groups was not statistically significant. Further study to understand sustainability is warranted.
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- 2024
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4. Engaging Operational Partners Is Critical for Successful Implementation of Research Products: a Coincidence Analysis of Access-Related Projects in the Veterans Affairs Healthcare System
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Dodge, Jessica R., Youles, Bradley, Caldararo, Jennifer, Sears, Erika D., Caverly, Tanner J., Michael Ho, P., Shimada, Stephanie L., Kaboli, Peter, Albright, Karen, Robinson, Stephanie A., McNeal, Demetria M., Damschroder, Laura, Saini, Sameer D., and Adams, Megan A.
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- 2023
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5. General improvements versus interruptive or non-interruptive alerts in the blood order set: study protocol for a randomized control trial to improve packed red blood cell utilization
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Neelam Mistry, Vanessa Richardson, Evan Carey, Samuel Porter, Sharon Pincus, Sylvie Novins-Montague, Megan Elmer, Chen-Tan Lin, P. Michael Ho, and Tyler Anstett
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Blood transfusions ,Clinical decision support ,Evidence-based transfusion ,Transfusion threshold ,Packed red blood cells ,Randomized control trial ,Medicine (General) ,R5-920 - Abstract
Abstract Background Blood transfusions can serve as a life-saving treatment, but inappropriate blood product transfusions can result in patient harm and excess costs for health systems. Despite published evidence supporting restricted packed red blood cell (pRBC) usage, many providers transfuse outside of guidelines. Here, we report a novel prospective, randomized control trial to increase guideline-concordant pRBC transfusions comparing three variations of clinical decision support (CDS) in the electronic health record (EHR). Methods All inpatient providers at University of Colorado Hospital (UCH) who order blood transfusions were randomized in a 1:1:1 fashion to the three arms of the study: (1) general order set improvements, (2) general order set improvements plus non-interruptive in-line help text alert, and (3) general order set improvements plus interruptive alert. Transfusing providers received the same randomized order set changes for 18 months. The primary outcome of this study is the guideline-concordant rate of pRBC transfusions. The primary objective of this study is to compare the group using the new interface (arm 1) versus the two groups using the new interface with interruptive or non-interruptive alerts (arms 2 and 3, combined). The secondary objectives compare guideline-concordant transfusion rates between arm 2 and arm 3 as well as comparing all of arms of the study in aggregate to historical controls. This trial concluded after 12 months on April 5, 2022. Discussion CDS tools can increase guideline-concordant behavior. This trial will examine three different CDS tools to determine which type is most effective at increasing guideline-concordant blood transfusions. Trial registration Registered on ClinicalTrials.gov 3/20/21, NCT04823273 . Approved by University of Colorado Institutional Review Board (19–0918), protocol version 1 4/19/2019, approved 4/30/2019.
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- 2023
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6. Potential bias and lack of generalizability in electronic health record data: reflections on health equity from the National Institutes of Health Pragmatic Trials Collaboratory.
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Andrew D. Boyd, Rosa Gonzalez-Guarda, Katharine Lawrence, Crystal L. Patil, Miriam O. Ezenwa, Emily C. O'Brien, Hyung Paek, Jordan M. Braciszewski, Oluwaseun Adeyemi, Allison M. Cuthel, Juanita E. Darby, Christina K. Zigler, P. Michael Ho, Keturah R. Faurot, Karen L. Staman, Jonathan W. Leigh, Dana L. Dailey, Andrea Cheville, Guilherme Del Fiol, Mitchell R. Knisely, Corita R. Grudzen, Keith Marsolo, Rachel L. Richesson, and Judith M. Schlaeger
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- 2023
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7. Using Iterative RE-AIM to enhance hospitalist adoption of lung ultrasound in the management of patients with COVID-19: an implementation pilot study
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Anna M. Maw, Megan A. Morris, Russell E. Glasgow, Juliana Barnard, P. Michael Ho, Carolina Ortiz-Lopez, Michelle Fleshner, Henry R. Kramer, Eric Grimm, Kate Ytell, Tiffany Gardner, and Amy G. Huebschmann
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Implementation science ,COVID-19 ,Lung ultrasound ,RE-AIM ,Medicine (General) ,R5-920 - Abstract
Abstract Background Lung ultrasound (LUS) is a clinician-performed evidence-based imaging modality that has multiple advantages in the evaluation of dyspnea caused by multiple disease processes, including COVID-19. Despite these advantages, few hospitalists have been trained to perform LUS. The aim of this study was to increase adoption and implementation of LUS during the 2020 COVID-19 pandemic by using recurrent assessments of RE-AIM outcomes to iteratively revise our implementation strategies. Methods In an academic hospital, we implemented guidelines for the use of LUS in patients with COVID-19 in July 2020. Using a novel “RE-AIM dashboard,” we used an iterative process of evaluating the high-priority outcomes of Reach, Adoption, and Implementation at twice monthly intervals to inform revisions of our implementation strategies for LUS delivery (i.e., Iterative RE-AIM process). Using a convergent mixed methods design, we integrated quantitative RE-AIM outcomes with qualitative hospitalist interview data to understand the dynamic determinants of LUS Reach, Adoption, and Implementation. Results Over the 1-year study period, 453 LUSs were performed in 298 of 12,567 eligible inpatients with COVID-19 (Reach = 2%). These 453 LUS were ordered by 43 out of 86 eligible hospitalists (LUS order adoption = 50%). However, the LUSs were performed/supervised by only 8 of these 86 hospitalists, 4 of whom were required to complete LUS credentialing as members of the hospitalist procedure service (proceduralist adoption 75% vs 1.2% non-procedural hospitalists adoption). Qualitative and quantitative data obtained to evaluate this Iterative RE-AIM process led to the deployment of six sequential implementation strategies and 3 key findings including (1) there were COVID-19-specific barriers to LUS adoption, (2) hospitalists were more willing to learn to make clinical decisions using LUS images than obtain the images themselves, and (3) mandating the credentialing of a strategically selected sub-group may be a successful strategy for improving Reach. Conclusions Mandating use of a strategically selected subset of clinicians may be an effective strategy for improving Reach of LUS. Additionally, use of Iterative RE-AIM allowed for timely adjustments to implementation strategies, facilitating higher levels of LUS Adoption and Reach. Future studies should explore the replicability of these preliminary findings.
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- 2022
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8. High Prevalence of Transjugular Intrahepatic Portosystemic Shunt Creation Without Prior Endoscopy During Acute Variceal Bleeding Hospitalization in the United States
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Premal S. Trivedi, Alexandria M. Jensen, Matthew A. Brown, Rustain L. Morgan, Richard C. Lindrooth, Robert K. Ryu, P. Michael Ho, and Michael S. Kriss
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Diseases of the digestive system. Gastroenterology ,RC799-869 - Abstract
Current clinical guidelines by both American Association for the Study of Liver Disease and European Association for the Study of the Liver recommend endoscopy in all patients admitted with acute variceal bleeding within 12 hours of admission. Transjugular intrahepatic portosystemic shunt (TIPS) creation may be considered in patients at high risk if hemorrhage cannot be controlled endoscopically. We conducted a cross‐sectional observational study to assess how frequently TIPS is created for acute variceal bleeding in the United States without preceding endoscopy. Adult patients undergoing TIPS creation for acute variceal bleeding in the United States (n = 6,297) were identified in the last 10 available years (2007‐2016) of the National Inpatient Sample. Hierarchical logistic regression was used to examine the relationship between endoscopy nonutilization and hospital characteristics, controlling for patient demographics, income level, insurance type, and disease severity. Of 6,297 discharges following TIPS creation for acute variceal bleeding in the United States, 31% (n = 1,924) did not receive first‐line endoscopy during the same encounter. Rates of “no endoscopy” decreased with increasing population density of the hospital county (nonmicropolitan counties 43%, n = 114; mid‐size metropolitan county 35%, n = 513; and central county with >1 million population 23%, n = 527) but not by hospital teaching status (n = 1,465, 32% teaching vs. n = 430, 26% nonteaching; P = 0.10). Higher disease mortality risk (odds ratio, 0.42; 95% confidence interval, 0.22‐0.80; P = 0.02) was associated with lower odds of noncompliance. Conclusion: One third of all patients undergoing TIPS creation for acute variceal bleeding in the United States do not receive first‐line endoscopy during the same encounter. Patients admitted to urban hospitals are more likely to receive guideline‐concordant care.
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- 2021
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9. Gestational Age-specific Reference Intervals for Androgens in Pregnancy
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Lau, So Ling, Yuen, Lai Yuk, Ho, Chung Shun, Chan, Michael Ho Ming, Ma, Ronald Ching Wan, and Tam, Wing Hung
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- 2025
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10. Socioeconomic status and modification of atherosclerotic cardiovascular disease risk prediction: epidemiological analysis using data from the atherosclerosis risk in communities study
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P Michael Ho, Patricia P Chang, Kamal Henderson, Brystana Kaufman, Jason S Rotter, Sally Stearns, Carla A A Sueta, and Randi Foraker
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Medicine - Abstract
Objective Examine whether the relationship between the pooled cohort equations (PCE) predicted 10-year risk for atherosclerotic cardiovascular disease (ASCVD) and absolute risk for ASCVD is modified by socioeconomic status (SES).Design Population-based longitudinal cohort study—Atherosclerosis Risk in Communities (ARIC)—investigating the development of cardiovascular disease across demographic subgroups.Setting Four communities in the USA—Forsyth County, North Carolina, Jackson, Mississippi, suburbs of Minneapolis, Minnesota and Washington County, Maryland.Participants We identified 9782 ARIC men and women aged 54–73 without ASCVD at study visit 4 (1996–1998).Primary outcome measures Risk ratio (RR) differences in 10-year incident hospitalisations or death for ASCVD by SES and PCE predicted 10-year ASCVD risk categories to assess for risk modification. SES measures included educational attainment and census-tract neighbourhood deprivation using the Area Deprivation Index. PCE risk categories were 0%–5%, >5%–10%, >10%-15% and >15%. SES as a prognostic factor to estimate ASCVD absolute risk categories was further investigated as an interaction term with the PCE.Results ASCVD RRs for participants without a high school education (referent college educated) increased at higher PCE estimated risk categories and was consistently >1. Results indicate education is both a risk modifier and delineates populations at higher ASCVD risk independent of PCE. Neighbourhood deprivation did modify association but was less consistent in direction of effect. However, for participants residing in the most deprived neighbourhoods (referent least deprived neighbourhoods) with a PCE estimated risk >10%–15%, risk was significantly elevated (RR 1.65, 95% CI 1.05 to 2.59). Education and neighbourhood deprivation inclusion as an interaction term on the PCE risk score was statistically significant (likelihood ratio p≤0.0001).Conclusions SES modifies the association between PCE estimated risk and absolute risk of ASCVD. SES added into ASCVD risk prediction models as an interaction term may improve our ability to predict absolute ASCVD risk among socially disadvantaged populations.
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- 2022
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11. Workforce Development to Improve Access to Pain Care for Veterans: A Qualitative Analysis of VA-ECHO Participant Experiences
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Soumya Subramaniam, Krysttel C. Stryczek, Sherry Ball, Lauren Stevenson, P. Michael Ho, and David C. Aron
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Medicine (General) ,R5-920 ,Public aspects of medicine ,RA1-1270 - Abstract
Background/Objective The prevalence of chronic pain and its links to the opioid epidemic have given way to widespread aims to improve pain management care and reduce opioid use, especially in rural areas. Pain Management Specialty Care Access Network-Extension for Community Health Outcomes (VA-ECHO) promotes increased pain care access to rural Veterans through knowledge sharing from specialists to primary care providers (PCPs). We explored PCP participants’ experiences in VA-ECHO and pain management care. Methods This qualitative study is based on a descriptive secondary analysis of semi-structured interviews (n = 10) and 3 focus groups with PCPs participating in VA-ECHO from 2017–2019. A rapid matrix analysis approach was used to analyze participants’ responses. Results VA-ECHO was an effective workforce development strategy for meeting PCPs’ training needs by providing pain management knowledge and skills training (eg alternative care approaches and communicating treatment options). Having protected time to participate in VA-ECHO was a challenge for many PCPs, mitigated by leadership and administrative support. Participants who volunteer to participate had more positive experiences than those required to attend. Conclusions VA-ECHO could be used for meeting the workforce development needs of PCPs. Respondents were satisfied with the program citing improvement in their practice and increased confidence in providing pain management care to Veterans despite some challenges to participation. These findings offer insight into using VA-ECHO to meet the VHA’s workforce development to improve Veterans’ access to pain management care. The ECHO model presents opportunities for workforce development in large complex healthcare systems and garnering ongoing support for this training model is necessary for promoting workforce development for PCPs.
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- 2022
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12. The NUDGE trial pragmatic trial to enhance cardiovascular medication adherence: study protocol for a randomized controlled trial
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Russell E. Glasgow, Christopher E. Knoepke, David Magid, Gary K. Grunwald, Thomas J. Glorioso, Joy Waughtal, Joel C. Marrs, Sheana Bull, and P. Michael Ho
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Pragmatic trial ,Medication adherence ,Cardiovascular ,mHealth ,RE-AIM ,Implementation ,Medicine (General) ,R5-920 - Abstract
Abstract Background Nearly half of patients do not take their cardiovascular medications as prescribed, resulting in increased morbidity, mortality, and healthcare costs. Mobile and digital technologies for health promotion and disease self-management offer an opportunity to adapt behavioral “nudges” using ubiquitous mobile phone technology to facilitate medication adherence. The Nudge pragmatic clinical trial uses population-level pharmacy data to deliver nudges via mobile phone text messaging and an artificial intelligent interactive chat bot with the goal of improving medication adherence and patient outcomes in three integrated healthcare delivery systems. Methods The Theory of mHealth, the Expanded RE-AIM/PRISM, and the PRECIS-2 frameworks were used for program planning, implementation, and evaluation, along with a focus on dissemination and cost considerations. During the planning phase, the Nudge study team developed and piloted a technology-based nudge message and chat bot of optimized interactive content libraries for a range of diverse patients. Inclusion criteria are very broad and include patients in one of three diverse health systems who take medications to treat hypertension, atrial fibrillation, coronary artery disease, diabetes, or hyperlipidemia. A target of approximately 10,000 participants will be randomized to one of 4 study arms: usual care (no intervention), generic nudge (text reminder), optimized nudge, and optimized nudge plus interactive AI chat bot. The PRECIS-2 tool indicated that the study protocol is very pragmatic, although there is variability across PRECIS-2 dimensions. Discussion The primary effectiveness outcome is medication adherence defined by the proportion of days covered (PDC) using pharmacy refill data. Implementation outcomes are assessed using the RE-AIM framework, with a particular focus on reach, consistency of implementation, adaptations, cost, and maintenance/sustainability. The project has limitations including limited power to detect some subgroup effects, medication complications (bleeding), and longer-term outcomes (myocardial infarction). Strengths of the study include the diverse healthcare systems, a feasible and generalizable intervention, transparent reporting using established pragmatic research and implementation science frameworks, strong stakeholder engagement, and planning for dissemination and sustainment. Trial registration ClinicalTrials.gov NCT03973931 . Registered on 4 June 2019. The study was funded by the NIH; grant number is 4UH3HL144163-02 issued 4/5/19.
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- 2021
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13. Enhancing the use of EHR systems for pragmatic embedded research: lessons from the NIH Health Care Systems Research Collaboratory.
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Rachel L. Richesson, Keith A. Marsolo, Brian J. Douthit, Karen L. Staman, P. Michael Ho, Dana L. Dailey, Andrew D. Boyd, Kathleen McTigue, Miriam O. Ezenwa, Judith M. Schlaeger, Crystal L. Patil, Keturah R. Faurot, Leah Tuzzio, Eric B. Larson, Emily C. O'Brien, Christina K. Zigler, Joshua R. Lakin, Alice R. Pressman, Jordan M. Braciszewski, Corita R. Grudzen, and Guilherme Del Fiol
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- 2021
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14. 'I was Unsure at First': A Qualitative Evaluation of Patient Perceptions of VA Clinical Video Telehealth Visits in the V-IMPACT Program
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Ashley C Mog PhD, Megan Moldestad MS, CCC-SLP, Rachael Kenney MA, PMP, Lauren Stevenson PhD, Marcie Lee MPH, MA, P Michael Ho MD, PhD, and George G Sayre PsyD
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Medicine (General) ,R5-920 - Abstract
Virtual Integrated Multi-Site Patient Aligned Care Team (V-IMPACT) was a Veterans Health Administration (VHA) initiative created to increase access to primary care for Veterans through Clinical Video Telehealth (CVT) appointments. Between January and August 2019, we conducted 48 semi-structured qualitative interviews with Veterans who had a V-IMPACT appointment. Many participants shared feelings of skepticism before their first appointments but for some, their opinions changed. Veterans talked about how their opinion of video care changed for the better when it made care more convenient or timelier or met their health care needs. For some Veterans, their opinion about video care stayed the same or worsened because they had a poor relationship or rapport with their provider, did not feel like they received needed care, or did not feel like video care was useful. These findings offer an opportunity for telecare providers to better understand and support patients and to deliver effective care in the context of rapidly growing telehealth modalities.
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- 2022
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15. Multifaceted Intervention to Improve P2Y12 Inhibitor Adherence After Percutaneous Coronary Intervention: A Stepped Wedge Trial
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P. Michael Ho, Colin I. O’Donnell, Marina McCreight, Anthony A. Bavry, Hayden B. Bosworth, Saket Girotra, P. Michael Grossman, Christian Helfrich, Faisal Latif, David Lu, Michael Matheny, Kreton Mavromatis, Jose Ortiz, Amitabh Parashar, Devona M. Ratliff, Gary K. Grunwald, Michael Gillette, and Hani Jneid
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clinical trial ,medication adherence ,P2Y12 inhibitor ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background P2Y12 inhibitor medications are critical following percutaneous coronary intervention (PCI); however, adherence remains suboptimal. Our objective was to assess the effectiveness of a multifaceted intervention to improve P2Y12 inhibitor adherence following PCI. Methods and Results This was a modified stepped wedge trial of 52 eligible hospitals, of which 15 were randomly selected and agreed to participate (29 hospitals declined, and 8 eligible hospitals were not contacted). At each intervention hospital, patient recruitment occurred for 6 months and enrolled patients were followed up for 1 year after PCI. Three control groups were used: patients at intervention hospitals undergoing PCI (1) before the intervention period (preintervention); (2) after the intervention period (postintervention); or (3) at the 8 hospitals not contacted (concurrent controls). The intervention consisted of 4 components: (1) P2Y12 inhibitor delivered to patients’ bedside after PCI; (2) education on importance of P2Y12 inhibitors; (3) automated reminder telephone calls to refill medication; and (4) outreach to patients if they delayed refilling P2Y12 inhibitor. The primary outcomes were as follows: (1) proportion of patients with delays filling P2Y12 inhibitor at hospital discharge and (2) proportion of patients who were adherent in the year after PCI using pharmacy refill data. Primary analysis compared intervention with preintervention control patients. There were 1377 (intent‐to‐treat) potentially eligible patients, of whom 803 (per protocol) were approached at intervention sites versus 5910 preintervention, 2807 postintervention, and 4736 concurrent control patients. In the intent‐to‐treat analysis, intervention patients were less likely to delay filling P2Y12 at hospital discharge (−3.4%; 98.3% CI, −1.2% to −5.6%) and more likely to be adherent to P2Y12 (4.1%; 98.3% CI, 1.0%–7.1%) at 1 year, but had more clinical events (3.2%; 98.3% CI, 2.3%–4.1%) driven by repeated PCI compared with preintervention patients. In post hoc analysis looking at myocardial infarction, stroke, and death, intervention patients had lower event rates compared with preintervention patients (−1.7%; 98.3% CI, −2.3% to –1.1%). Conclusions A 4‐component intervention targeting P2Y12 inhibitor adherence was difficult to implement. The intervention produced mixed results. It improved P2Y12 adherence, but there was also an increase in repeat PCI. Registration URL: https://www.clinicaltrials.gov; Unique identifier: NCT01609842.
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- 2022
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16. Transitions of Care Among Patients Undergoing Percutaneous Coronary Intervention for Stable Angina: Insights From the Veterans Affairs Clinical Assessment Reporting and Tracking Program
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Stephen W. Waldo, Thomas J. Glorioso, Anna E. Barón, Jacob A. Doll, Mary E. Plomondon, and P. Michael Ho
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clinical outcomes ,coronary artery disease ,percutaneous coronary intervention ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Effective transitions from the procedural to outpatient setting are essential to ensure high‐quality cardiovascular care across health care systems, particularly among patients undergoing invasive cardiac procedures. We evaluated the association of postprocedural follow‐up visits and antiplatelet prescriptions with clinical outcomes among patients undergoing percutaneous coronary intervention for stable angina at community or Veterans Affairs (VA) hospitals. Methods and Results Patients who actively received care within the VA Healthcare System and underwent percutaneous coronary intervention for stable angina at a community or VA hospital between October 1, 2015, and September 30, 2019, were identified. We compared mortality for patients receiving community or VA care, and among subgroups of community‐treated patients by the presence of a postprocedural follow‐up visit within 30 days or prescription for antiplatelet (P2Y12) medication within 120 days of the procedure. Among 12 837 patients who survived the first 30 days, 5133 were treated at community hospitals, and 7704 were treated in the VA. Prescriptions for antiplatelet therapy were less common for those treated in the community (85%) compared with the VA at 1 year (95%; hazard ratio [HR], 0.46; 95% CI, 0.44–47). Compared with VA‐treated patients, the hazards for death were similar for patients treated in the community with a follow‐up visit (HR, 1.17; 95% CI, 0.97–1.40) or with a fill for an antiplatelet therapy (HR, 1.08; 95% CI, 0.90–1.30). However, patients treated in the community without a follow‐up visit had an 86% (HR, 1.86; 95% CI, 1.40–2.48) increased hazard of death, and those without antiplatelet prescription fill had a 144% increased hazard of death (HR, 2.44; 95% CI, 1.85–3.21) compared with all VA‐treated patients. Conclusions Patients treated at community facilities have a decreased chance of receiving antiplatelet prescriptions after percutaneous coronary intervention with a concordant increased hazard of mortality, emphasizing the importance of transitions of care across health care systems when assessing cardiovascular quality.
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- 2022
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17. Association of Ischemic Evaluation and Clinical Outcomes Among Patients Admitted With New‐Onset Heart Failure
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Erin McGuinn, Theodore Warsavage, Mary E. Plomondon, Javier A. Valle, P. Michael Ho, and Stephen W. Waldo
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coronary artery disease ,ischemic evaluation ,revascularization ,systolic heart failure ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background The significant morbidity associated with systolic heart failure makes it imperative to identify patients with a reversible cause. We thus sought to evaluate the proportion of patients who received an ischemic evaluation after a hospitalization for new‐onset systolic heart failure. Methods and Results Patients admitted with a new diagnosis of heart failure and a reduction in left ventricular ejection fraction (≤40%) were identified in the VA Healthcare System from January 2006 to August 2017. Among those who survived 90 days without a readmission, we evaluated the proportion of patients who underwent an ischemic evaluation. We identified 9625 patients who were admitted with a new diagnosis of systolic heart failure with a concomitant reduction in ejection fraction. A minority of patients (3859, 40%) underwent an ischemic evaluation, with significant variation across high‐performing (90th percentile) and low‐performing (10th percentile) sites (odds ratio, 3.79; 95% CI, 2.90–4.31). Patients who underwent an evaluation were more likely to be treated with angiotensin‐converting enzyme inhibitors (75% versus 64%, P
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- 2021
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18. Integrating physical therapy into an emergency department: A clinical pilot program
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Lauren M. Abbate, Lindsay V. Ollerenshaw, Benjamin M. Kottmeyer, Colleen M. McQuown, Luna C. Ragsdale, Vanessa L. Richardson, P. Michael Ho, Adit A. Ginde, and Shane M. O'Malley
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Emergency Medicine ,General Medicine - Published
- 2023
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19. Association between Substance Misuse and Outcomes in Critically III Patients with Pneumonia
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Paul M. Reynolds, Majid Afshar, Garth C. Wright, P. Michael Ho, Tyree H. Kiser, Peter D. Sottile, Meghan D. Althoff, Marc Moss, Sarah E. Jolley, R. William Vandivier, and Ellen L. Burnham
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Pulmonary and Respiratory Medicine - Published
- 2023
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20. Differences in High‐ and Low‐Value Cardiovascular Testing by Health Insurance Provider
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Vinay Kini, Bridget Mosley, Sridharan Raghavan, Prateeti Khazanie, Steven M. Bradley, David J. Magid, P. Michael Ho, and Frederick A. Masoudi
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health policy ,imaging ,quality of care ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Quality of care incentives and reimbursements for cardiovascular testing differ between insurance providers. We hypothesized that there are differences in the use of guideline‐concordant testing between Medicaid versus commercial insurance patients
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- 2021
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21. A Qualitative Evaluation of the Pain Management VA-ECHO Program Using the RE-AIM Framework: The Participant's Perspective
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Sherry Ball, Krysttel Stryczek, Lauren Stevenson, Rene Hearns, David H. Au, P. Michael Ho, and David C. Aron
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pain management ,continuing education ,tele-mentoring ,primary care ,specialty care ,Public aspects of medicine ,RA1-1270 - Abstract
Introduction: Veterans frequently seek chronic pain care from their primary care providers (PCPs) who may not be adequately trained to provide pain management. To address this issue the Veterans Health Administration (VHA) Office of Specialty Care adopted the Specialty Care Access Network Extension for Community Healthcare Outcomes (VA-ECHO née SCAN-ECHO). The VA-ECHO program offered training and mentoring by specialists to PCPs and their staff. VA-ECHO included virtual sessions where expertise was shared in two formats: (1) didactics on common pain conditions, relevant psychological disorders, and treatment options and (2) real-time consultation on patient cases.Materials and methods: VA-ECHO participants' perspectives were obtained using a semi-structured interview guide designed to elicit responses based on the RE-AIM (reach, effectiveness, adoption, implementation, and maintenance) framework. A convenience sampling was used to recruit PCPs and non-physician support staff participants. Non-physicians from rural VHA sites were purposively sampled to gain diverse perspectives.Findings: This qualitative study yielded data on each RE-AIM domain except reach. Program reach was not measured as it is outside the scope of this study. Respondents reported program effectiveness as gains in knowledge and skills to improve pain care delivery. Effective incorporation of learning into practice was reflected in respondents' perceptions of improvements in: patient engagement, evidenced-based approaches, appropriate referrals, and opioid use. Program adoption included how participating health care systems selected trainees from a range of sites and roles to achieve a wide reach of pain expertise. Participation was limited by time to attend and facilitated by institutional support. Differences and similarities were noted in implementation between hub sites. Maintenance was revealed when respondents noted the importance of the lasting relationships formed between fellow participants.Discussion: This study highlights VA-ECHO program attributes and unintended consequences. These findings are expected to inform future use of VA-ECHO as a means to establish a supportive consultation network between primary and specialty care providers to promote the delivery evidence-based pain management practices.
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- 2020
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22. Reference effect measures for quantifying, comparing and visualizing variation from random and fixed effects in non-normal multilevel models, with applications to site variation in medical procedure use and outcomes
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Thomas J. Glorioso, Gary K. Grunwald, P. Michael Ho, and Thomas M. Maddox
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Facility variation ,Generalized linear mixed model ,Hierarchical model ,Hospital variation ,Interval odds ratio ,Median odds ratio ,Medicine (General) ,R5-920 - Abstract
Abstract Background Multilevel models for non-normal outcomes are widely used in medical and health sciences research. While methods for interpreting fixed effects are well-developed, methods to quantify and interpret random cluster variation and compare it with other sources of variation are less established. Random cluster variation, sometimes referred to as general contextual effects (GCE), may be the main focus of a study; therefore, easily interpretable methods are needed to quantify GCE. We propose a Reference Effect Measure (REM) approach to 1) quantify GCE and compare it to individual subject and cluster covariate effects, and 2) quantify relative magnitudes of GCE and variation from sets of measured factors. Methods To illustrate REM, we consider a two-level mixed logistic model with patients clustered within hospitals and a random intercept for hospitals. We compare patients at hospitals at given percentiles of the estimated random effect distribution to patients at a median or ‘reference’ hospital. These estimates are then compared numerically and graphically to individual fixed effects to quantify GCE in the context of effects of other measured variables (aim 1). We then extend this approach by comparing variation from the random effect distribution to variation from sets of fixed effects to understand their magnitudes relative to overall outcome variation (aim 2). Results Using an example of initiation of rhythm control treatment in atrial fibrillation (AF) patients within the Veterans Affairs (VA), we use REM to demonstrate that random variation across hospitals (GCE) in initiation of treatment is substantially greater than that due to most individual patient factors, and explains at least as much variation in treatment initiation as do all patient factors combined. These results are contrasted with a relatively small GCE compared with patient factors in 1 year mortality following hospitalization for AF patients. Conclusions REM provides a means of quantifying random effect variation (GCE) with multilevel data and can be used to explore drivers of outcome variation. This method is easily interpretable and can be presented visually. REM offers a simple, interpretable approach for evaluating questions of growing importance in the study of health care systems.
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- 2018
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23. Utilization and Outcomes of Clinically Indicated Invasive Cardiac Care in Veterans with Acute Coronary Syndrome and Chronic Kidney Disease
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Steven D. Weisbord, Maria K. Mor, Harry Hochheiser, Nadejda Kim, P. Michael Ho, Deepak L. Bhatt, Michael J. Fine, and Paul M. Palevsky
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Nephrology ,General Medicine - Published
- 2023
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24. User-Centered Design to Reduce Inappropriate Blood Transfusion Orders
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Brad Morse, Tyler Anstett, Neelam Mistry, Samuel Porter, Sharon Pincus, Chen-Tan Lin, Sylvie Novins-Montague, and P. Michael Ho
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Health Information Management ,Health Informatics ,Computer Science Applications - Abstract
Background To improve blood transfusion practices, we applied user-centered design (UCD) to evaluate potential changes to blood transfusion orders. Objectives The aim of the study is to build effective transfusion orders with different designs to improve guideline adherence. Methods We developed three different versions of transfusion orders that varied how information was presented to clinicians ordering blood transfusions. We engaged 14 clinicians (residents, advanced practice providers [APPs], and attending physicians) from different specialties. We used the think aloud technique and rapid qualitative analysis to generate themes to incorporate into our modified orders. Results Most end-users who participated in the semi-structured interviews preferred the interruptive alert design plus behavioral nudges (n = 8/14, 57%). The predominant rationale was that the in-line alert was not visually effective in capturing the end-user's attention, while the interruptive alert forced a brief stop in the workflow to consider the guidelines. All users supported the general improvements, though for different reasons, and as a result, the general improvements remained in the designs for the forthcoming trial. Conclusion The user experience uncovered through the think aloud approach produced a clear and rich understanding of potentially confounding factors in the initial design of different intervention versions. Input from end-users guided the creation of all three designs so each was addressing human factors with parity, which ensured that the results of our study reflected differences in interruptive properties of the alerts and not differences in design.
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- 2023
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25. Extracorporeal Membrane Oxygenation for Refractory Asthma Exacerbations With Respiratory Failure
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Jonathan K, Zakrajsek, Sung-Joon, Min, P Michael, Ho, Tyree H, Kiser, Arun, Kannappan, Peter D, Sottile, Richard R, Allen, Meghan D, Althoff, Paul M, Reynolds, Marc, Moss, Ellen L, Burnham, Mark E, Mikkelsen, and R William, Vandivier
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Pulmonary and Respiratory Medicine ,Cardiology and Cardiovascular Medicine ,Critical Care and Intensive Care Medicine - Abstract
Asthma exacerbations with respiratory failure (AERF) are associated with hospital mortality of 7% to 15%. Extracorporeal membrane oxygenation (ECMO) has been used as salvage therapy for refractory AERF, but controlled studies showing its association with mortality have not been performed.Is treatment with ECMO associated with lower mortality in refractory AERF compared with standard care?This is a retrospective, epidemiologic, observational cohort study using a national, administrative data set from 2010 to 2020 that includes 25% of US hospitalizations. People were included if they were admitted to an ECMO-capable hospital with an asthma exacerbation, and were treated with short-acting bronchodilators, systemic corticosteroids, and invasive ventilation. People were excluded for age 18 years, no ICU stay, nonasthma chronic lung disease, COVID-19, or multiple admissions. The main exposure was ECMO vs No ECMO. The primary outcome was hospital mortality. Key secondary outcomes were ICU length of stay (LOS), hospital LOS, time receiving invasive ventilation, and total hospital costs.The study analyzed 13,714 patients with AERF, including 127 with ECMO and 13,587 with No ECMO. ECMO was associated with reduced mortality in the covariate-adjusted (OR, 0.33; 95% CI, 0.17-0.64; P = .001), propensity score-adjusted (OR, 0.36; 95% CI, 0.16-0.81; P = .01), and propensity score-matched models (OR, 0.48; 95% CI, 0.24-0.98; P = .04) vs No ECMO. Sensitivity analyses showed that mortality reduction related to ECMO ranged from OR 0.34 to 0.61. ECMO was also associated with increased hospital costs in all three models (P .0001 for all) vs No ECMO, but not with decreased ICU LOS, hospital LOS, or time receiving invasive ventilation.ECMO was associated with lower mortality and higher hospital costs, suggesting that it may be an important salvage therapy for refractory AERF following confirmatory clinical trials.
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- 2023
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26. A fast, simple, and cost-effective method of expanding patient-derived xenograft mouse models of pancreatic ductal adenocarcinoma
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Liu, Zhenyang, Ahn, Michael Ho-Young, Kurokawa, Tomohiro, Ly, Amy, Zhang, Gong, Wang, Fuyou, Yamada, Teppei, Sadagopan, Ananthan, Cheng, Jane, Ferrone, Cristina R., Liss, Andrew S., Honselmann, Kim C., Wojtkiewicz, Gregory R., Ferrone, Soldano, and Wang, Xinhui
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- 2020
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27. Synthesis, Characterization, and Resistive Memory Behaviors of Highly Strained Cyclometalated Platinum(II) Nanohoops.
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Xu, Youzhi, Leung, Ming-Yi, Yan, Liangliang, Chen, Ziyong, Li, Panpan, Cheng, Yat-Hin, Chan, Michael Ho-Yeung, and Yam, Vivian Wing-Wah
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- 2024
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28. Accessing Care Through the Veterans Choice Program: The Veteran Experience
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Sayre, George G., Neely, Emily L., Simons, Carol E., Sulc, Christine A., Au, David H., and Michael Ho, P.
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- 2018
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29. Implementation and dissemination of a transition of care program for rural veterans: a controlled before and after study
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Chelsea Leonard, Emily Lawrence, Marina McCreight, Brandi Lippmann, Lynette Kelley, Ashlea Mayberry, Amy Ladebue, Heather Gilmartin, Murray J. Côté, Jacqueline Jones, Borsika A. Rabin, P. Michael Ho, and Robert Burke
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Transitions of care ,Veterans ,Rural health ,Implementation ,Adaptation ,Dissemination ,Medicine (General) ,R5-920 - Abstract
Abstract Background Adapting promising health care interventions to local settings is a critical component in the dissemination and implementation process. The Veterans Health Administration (VHA) rural transitions nurse program (TNP) is a nurse-led, Veteran-centered intervention designed to improve transitional care for rural Veterans funded by VA national offices for dissemination to other VA sites serving a predominantly rural Veteran population. Here, we describe our novel approach to the implementation and evaluation = the TNP. Methods This is a controlled before and after study that assesses both implementation and intervention outcomes. During pre-implementation, we assessed site context using a mixed method approach with data from diverse sources including facility-level quantitative data, key informant and Veteran interviews, observations of the discharge process, and a group brainstorming activity. We used the Practical Robust Implementation and Sustainability Model (PRISM) to inform our inquiries, to integrate data from all sources, and to identify factors that may affect implementation. In the implementation phase, we will use internal and external facilitation, paired with audit and feedback, to encourage appropriate contextual adaptations. We will use a modified Stirman framework to document adaptations. During the evaluation phase, we will measure intervention and implementation outcomes at each site using the RE-AIM framework (Reach, Effectiveness, Adoption, Implementation, and Maintenance). We will conduct a difference-in-differences analysis with propensity-matched Veterans and VA facilities as a control. Our primary intervention outcome is 30-day readmission and Emergency Department visit rates. We will use our findings to develop an implementation toolkit that will inform the larger scale-up of the TNP across the VA. Discussion The use of PRISM to inform pre-implementation evaluation and synthesize data from multiple sources, coupled with internal and external facilitation, is a novel approach to engaging sites in adapting interventions while promoting fidelity to the intervention. Our application of PRISM to pre-implementation and midline evaluation, as well as documentation of adaptations, provides an opportunity to identify and address contextual factors that may impede or enhance implementation and sustainability of health interventions and inform dissemination.
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- 2017
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30. Adherence and outcomes to direct oral anticoagulants among patients with atrial fibrillation: findings from the veterans health administration
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Ryan T. Borne, Colin O’Donnell, Mintu P. Turakhia, Paul D. Varosy, Cynthia A. Jackevicius, Lucas N. Marzec, Frederick A. Masoudi, Paul L. Hess, Thomas M. Maddox, and P. Michael Ho
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Medication adherence ,Atrial fibrillation ,Direct oral anticoagulants ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Abstract Background The direct oral anticoagulants (DOACs) reduce the risk of stroke in moderate to high-risk patients with non-valvular atrial fibrillation (AF). Yet, concerns remain regarding its routine use in real world practice. We sought to describe adherence patterns and the association between adherence and outcomes to the DOACs among outpatients with AF. Methods We performed a retrospective cohort study of patients in the VA Healthcare System who initiated pharmacotherapy with dabigatran, rivaroxaban, or apixaban between November 2010 and January 2015 for non-valvular AF with CHA2DS2-VASc score ≥ 2. Adherence was determined using pharmacy refill data and estimated by the proportion of days covered (PDC) over the first year of therapy. Clinical outcomes, including all-cause mortality and stroke, were measured at 6 months and used to assess measures of adherence for each DOAC. Results A total of 2882 patients were included. Most were prescribed dabigatran (72.7%), compared with rivaroxaban (19.8%) or apixaban (7.5%). The mean PDC was 0.84 ± 0.20 for dabigatran, 0.86 ± 0.18 for rivaroxaban, and 0.89 ± 0.14 for apixaban (p
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- 2017
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31. How Dissemination and Implementation Science Can Contribute to the Advancement of Learning Health Systems
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Katy E, Trinkley, P Michael, Ho, Russell E, Glasgow, and Amy G, Huebschmann
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Humans ,Reproducibility of Results ,General Medicine ,Learning Health System ,Delivery of Health Care ,Implementation Science ,Education - Abstract
Many health systems are working to become learning health systems (LHSs), which aim to improve the value of health care by rapidly, continuously generating evidence to apply to practice. However, challenges remain to advance toward the aspirational goal of becoming a fully mature LHS. While some important challenges have been well described (i.e., building system-level supporting infrastructure and the accessibility of inclusive, integrated, and actionable data), other key challenges are underrecognized, including balancing evaluation rapidity with rigor, applying principles of health equity and classic ethics, focusing on external validity and reproducibility (generalizability), and designing for sustainability. Many LHSs focus on continuous learning cycles, but with limited consideration of issues related to the rapidity of these learning cycles, as well as the sustainability or generalizability of solutions. Some types of data have been consistently underrepresented, including patient-reported outcomes and preferences, social determinants, and behavioral and environmental data, the absence of which can exacerbate health disparities. A promising approach to addressing many challenges that LHSs face may be found in dissemination and implementation (Damp;I) science. With an emphasis on multilevel dynamic contextual factors, representation of implementation partner engagement, pragmatic research, sustainability, and generalizability, Damp;I science methods can assist in overcoming many of the challenges facing LHSs. In this article, the authors describe the current state of LHSs and challenges to becoming a mature LHS, propose solutions to current challenges, focusing on the contributions of Damp;I science with other methods, and propose key components and characteristics of a mature LHS model that others can use to plan and develop their LHSs.
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- 2022
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32. Supporting Decisions or Decision Support? Challenges of Achieving Meaningful Clinical Decision Support in the Modern Era of the Electronic Health Record
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Javier A. Valle and P. Michael Ho
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Editorials ,bleeding ,decision support ,PCI ,quality ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Published
- 2019
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33. Association Between Medication Adherence and 1‐Year Major Cardiovascular Adverse Events After Acute Myocardial Infarction in China
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Pu Shang, Gordon G. Liu, Xin Zheng, P. Michael Ho, Shuang Hu, Jing Li, Zihan Jiang, Xi Li, Xueke Bai, Yan Gao, Chao Xing, Yun Wang, Sharon‐Lise Normand, and Harlan M. Krumholz
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acute myocardial infarction ,cardiovascular adverse events ,medication adherence ,patient‐reported outcomes ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Secondary prevention after acute myocardial infarction (AMI) requires long‐term guideline‐directed medical therapy. However, the level of medication adherence, factors associated with poor adherence, and extent to which good adherence can reduce adverse events after AMI in China remain uncertain. Methods and Results In 2013 to 2014, 4001 AMI patients aged ≥18 years were discharged alive from 53 hospitals across China (mean age 60.5±11.7 years; 22.7% female). Good adherence was defined as taking medications (aspirin, β‐blockers, statins, clopidogrel, or angiotensin‐converting enzyme inhibitors/angiotensin‐receptor blockers) ≥90% of the time as prescribed. Cox models assessed the association between good adherence (a time‐varying covariate) and 1‐year cardiovascular events after AMI. The most common medications were aspirin (82.2%) and statins (80.5%). There were 243 patients who were not prescribed any medications during follow‐up; 1‐year event rates were higher for these patients (25.1%, 95% CI 19.7–30.6%) versus those taking ≥1 medications (6.6%, 95% CI 5.76–7.34%). The overall rate of good adherence was 52.9%. Good adherence was associated with lower risk of 1‐year events (adjusted hazard ratio 0.61, 95% CI 0.49–0.77). The most common reason for poor adherence was belief that one's condition had improved/no longer required medication. More comorbidities and lower education level were associated with poor adherence. Conclusions Good adherence reduced 1‐year cardiovascular event risk after AMI. About half of our cohort did not have good adherence. National efforts to improve AMI outcomes in China should focus on medication adherence and educating patients on the importance of cardiovascular medications for reducing risk of recurrent events. Clinical Trial Registration URL: http://www.clinicaltrials.gov. Unique identifier: NCT01624909.
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- 2019
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34. Is Prevalence of Atherosclerotic Risk Factors Increasing Among Young Adults? It Depends on How You Ask
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Michelle H. Leppert, Sharon N. Poisson, Stefan H. Sillau, Jonathan D. Campbell, P. Michael Ho, and James F. Burke
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atherosclerosis ,diabetes mellitus ,hypercholesterolemia ,hypertension ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Incidence of cardiovascular disease in young adults is unabated. Increased prevalence of self‐reported atherosclerotic risk factors may be driving this trend. The goal of this study was to examine whether the prevalence of atherosclerotic risk factors in young adults is increasing over time using both self‐report and standard clinical criteria. Methods and Results Data from young adults, aged 20 to 45 years, in the National Health and Nutrition Examination Survey from 1999/2000 to 2013/2014 were analyzed. Risk factor prevalence of hypertension, diabetes mellitus, and hyperlipidemia was measured using clinical criteria and self‐report. Smoking was based on self‐report only, and obesity was based clinically on body mass index and waist to height ratio. Prevalence by survey was adjusted for age, sex, and race/ethnicity. By clinical criteria, adjusted prevalence of any 3 risk factors (hypertension, diabetes mellitus, and hyperlipidemia) declined slightly from 21.8% to 18.9% (P for trend=0.05). However, by self‐report, the adjusted prevalence of any 3 risk factors increased from 17.8% to 26.5% (P
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- 2019
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35. Hospitalist Perceptions of Barriers to Lung Ultrasound Adoption in Diverse Hospital Environments
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Anna M. Maw, P. Michael Ho, Megan A. Morris, Russell E. Glasgow, Amy G. Huebschmann, Juliana G. Barnard, Robert Metter, David M. Tierney, Benji K. Mathews, Edward P. Havranek, Mark Kissler, Michelle Fleshner, Barbara K. Burian, Elke Platz, and Nilam J. Soni
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lung ultrasound ,implementation science ,point-of-care ultrasound ,Medicine (General) ,R5-920 - Abstract
Despite the many advantages of lung ultrasound (LUS) in the diagnosis and management of patients with dyspnea, its adoption among hospitalists has been slow. We performed semi-structured interviews of hospitals from four diverse health systems in the United States to understand determinants of adoption within a range of clinical settings. We used the diffusion of innovation theory to guide a framework analysis of the data. Of the 27 hospitalists invited, we performed 22 interviews from four hospitals of diverse types. Median years post-residency of interviewees was 10.5 [IQR:5-15]. Four main themes emerged: (1) There are important clinical advantages to LUS despite operator dependence, (2) LUS enhances patient and clinician experience, (3) Investment of clinician time to learn and perform LUS is a barrier to adoption but yields improved efficiency for the health system and (4) Mandated training and use may be necessary to achieve broad adoption as monetary incentives are less effective. Despite the perceived benefits of LUS for patients, clinicians and health systems, a significant barrier to broad LUS adoption is the experience of time scarcity by hospitalists. Future implementation strategies should focus on changes to the clinical environment that address clinician barriers to learning and adoption of new skills.
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- 2021
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36. Multi-Level Stakeholder Perspectives on Determinants of Point of Care Ultrasound Implementation in a US Academic Medical Center
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Anna M. Maw, Megan A. Morris, Juliana G. Barnard, Juliana Wilson, Russell E. Glasgow, Amy G. Huebschmann, Nilam J. Soni, Michelle Fleshner, John Kaufman, and P. Michael Ho
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point of care ultrasound ,implementation science ,adoption ,Medicine (General) ,R5-920 - Abstract
There is growing interest from multiple specialties, including internal medicine, to incorporate diagnostic point of care ultrasound (POCUS) into standard clinical care. However, few internists currently use POCUS. The objective of this study was to understand the current determinants of POCUS adoption at both the health system and clinician level at a U.S. academic medical center from the perspective of multi-level stakeholders. We performed semi-structured interviews of multi-level stakeholders including hospitalists, subspecialists, and hospital leaders at an academic medical center in the U.S. Questions regarding the determinants of POCUS adoption were asked of study participants. Using the framework method, team-based analysis of interview transcripts were guided by the contextual domains of the Practical Robust Implementation and Sustainability Model (PRISM). Thirty-one stakeholders with diverse roles in POCUS adoption were interviewed. Analysis of interviews revealed three overarching themes that stakeholders considered important to adoption by clinicians and health systems: clinical impact, efficiency and cost. Subthemes included two that were deemed essential to high-fidelity implementation: the development of credentialing policies and robust quality assurance processes. These findings identify potential determinants of system and clinician level adoption that may be leveraged to achieve high-fidelity implementation of POCUS applications that result in improved patient outcomes.
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- 2021
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37. Dig Deeper: A Case Report of Finding (and Fixing) the Root Cause of Add-On Laboratory Failures
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Tyler, Anstett, Chris, Smith, Kaitlyn, Hess, Luke, Patten, Sharon, Pincus, Chen-Tan, Lin, and P Michael, Ho
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Health Information Management ,Patient Satisfaction ,Electronic Health Records ,Humans ,Health Informatics ,Laboratories ,Quality Improvement ,Retrospective Studies ,Computer Science Applications - Abstract
Background Venipunctures and the testing they facilitate are clinically necessary, particularly for hospitalized patients. However, excess venipunctures lead to patient harm, decreased patient satisfaction, and waste. Objectives We sought to identify contributors to excess venipunctures at our institution, focusing on electronic health record (EHR)-related factors. We then implemented and evaluated the impact of an intervention targeting one of the contributing factors. Methods We employed the quality improvement (QI) methodology to find sources of excess venipunctures, specifically targeting add-on failures. Once an error was identified, we deployed an EHR-based intervention which was evaluated with retrospective pre- and postintervention analysis. Results We identified an error in how the EHR evaluated the ability of laboratories across a health system to perform add-on tests to existing blood specimens. A review of 195,263 add-on orders placed prior to the intervention showed that 165,118 were successful and 30,145 failed, a failure rate of 15.4% (95% confidence interval [CI]: 15.1–15.6). We implemented an EHR-based modification that changed the criteria for add-on testing from a health-system-wide query of laboratory capabilities to one that incorporated only the capabilities of laboratories with feasible access to existing patient samples. In the 6 months following the intervention, a review of 87,333 add-on orders showed that 77,310 were successful, and 10,023 add-on orders failed resulting in a postintervention failure rate of 11.4% (95% CI: 11.1, 11.8) (p Conclusion EHR features such as the ability to identify possible add-on tests are designed to reduce venipunctures but may produce unforeseen negative effects on downstream processes, particularly as hospitals merge into health systems using a single EHR. This case report describes the successful identification and correction of one cause of add-on laboratory failures. QI methodology can yield important insights that reveal simple interventions for improvement.
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- 2022
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38. Best <u>Pr</u>actice Alerts <u>I</u>nformed by Inpatient <u>O</u>pioid Intake to <u>R</u>educe Opioid Prescribing After Surgery (PRIOR) – A Cluster Randomized Multiple Crossover Trial
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Megan L. Rolfzen, Abraham Wick, Edward J. Mascha, Karan Shah, Martin Krause, Ana Fernandez-Bustamante, Jean S. Kutner, P. Michael Ho, Daniel I. Sessler, and Karsten Bartels
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Anesthesiology and Pain Medicine - Abstract
Background Over-prescription of opioids after surgery remains common. Residual and unnecessarily prescribed opioids can provide a reservoir for nonmedical use. We therefore tested the hypothesis that a decision-support tool embedded in electronic health records guides clinicians to prescribe fewer opioids at discharge after inpatient surgery. Methods We studied 21,689 surgical inpatient discharges in a cluster randomized multiple crossover trial from July 2020 to June 2021 in four Colorado hospitals. Hospital-level clusters were randomized to alternating eight-week periods during which an electronic decision-support tool recommended tailored discharge opioid prescriptions based on prior inpatient opioid intake. During active alert periods, the alert was displayed to clinicians when the proposed opioid prescription exceeded recommended amounts. No alerts were displayed during inactive periods. Carryover effects were mitigated by including 4-week washout periods. The primary outcome was oral morphine milligram equivalents prescribed at discharge. Secondary outcomes included combination opioid/non-opioid prescriptions and additional opioid prescriptions until day 28 after discharge. A vigorous state-wide opioid education and awareness campaign was in place during the trial. Results The total postdischarge opioid prescription was a median [quartiles] of 75 [0, 225] oral morphine milligram equivalents among 11,003 patients discharged when the alerts were active and 100 [0, 225] morphine milligram equivalents in 10,686 patients when the alerts were inactive, with an estimated ratio of geometric means of 0.95 (95% CI: 0.80, 1.13; P = 0.586). The alert was displayed in 28% (3,074/11,003) of the discharges during the active alert period. There was no relationship between the alert and prescribed opioid/non-opioid combination medications or additional opioid prescriptions written after discharge. Conclusions A decision-support tool incorporated into electronic medical records did not reduce discharge opioid prescribing for postoperative patients in the context of vigorous opioid education and awareness efforts. Opioid prescribing alerts might yet be valuable in other contexts. Registered at ClinicalTrials.gov (NCT04446975)
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- 2023
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39. Off-Label Dosing of Direct Oral Anticoagulants Among Inpatients with Atrial Fibrillation
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Amneet Sandhu, Lisa A. Kaltenbach, Karen Chiswell, Vijay Shimoga, Carmel Ashur, Abby Pribish, Gregg C. Fonarow, Jonathan P. Piccini, P. Michael Ho, Paul D. Varosy, and Paul L. Hess
- Abstract
IntroductionAmong patients hospitalized for atrial fibrillation (AF), the frequency of off-label direct oral anticoagulant (DOAC) dosing, associated factors, hospital-level variation, and temporal trends in contemporary clinical practice are unknown.MethodsUsing the Get With The Guidelines®Atrial Fibrillation (GWTG-AF) registry, patients admitted from January 1st, 2014 to March 31st, 2020, and discharged on DOAC therapy were stratified according to receipt of underdosing, overdosing, or recommended dosing. Factors associated with off-label dosing were identified using logistic regression. Hospital-level variation and temporal trends were assessed.ResultsOf 22,470 patients prescribed a DOAC at discharge from hospitalization for AF (66% apixaban, 29% rivaroxaban, 5% dabigatran), underdosing occurred among 2006 (8.9%), overdosing among 511 (2.3%), and recommended dosing among 19953 (88.8%). Patient-related factors associated with off-label DOAC use included age (underdosing: OR 1.06 per 1-year increase [95% CI 1.06-1.07] and overdosing: OR 1.07 per 1-year increase [1.06-1.09]), dialysis dependence (underdosing: OR 5.50 [3.76-8.05] and overdosing: OR 5.47 [2.74-10.88]), female sex (overdosing: OR 0.79 [0.63-0.99]) and weight (overdosing: OR 0.96 per 1-Kg increase [0.95-1.00]). Across hospitals, the adjusted median odds ratio for off-label DOAC use was 1.45 [95% CI 1.34-1.65] (underdosing: 1.52 [1.39-1.76] and overdosing: 1.32 [1.20-1.84]), indicating significant hospital-level variation. Hospital characteristics associated with underdosing included West vs. Northeast location (OR: 1.55 [1.04-2.31]), rural vs. urban setting (OR: 0.48 [0.28-0.83]), and number of beds (ConclusionOne of 10 patients hospitalized for atrial fibrillation is discharged on off-label dosing of DOAC with significant variation across hospitals. While the proportion of patients receiving recommended dosing has significantly improved over time, opportunities to improve DOAC dosing persist.
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- 2023
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40. Association of Diabetes Mellitus Status and Glycemic Control With Secondary Prevention Medication Adherence After Acute Myocardial Infarction
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Kylie E. Adamek, Deepa Ramadurai, Elise Gunzburger, Mary E. Plomondon, P. Michael Ho, and Sridharan Raghavan
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diabetes mellitus ,medication adherence ,myocardial infarction ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
Background Cardioprotective medication adherence can mitigate the risk of recurrent cardiovascular events and mortality after acute myocardial infarction (AMI). We examined the associations of diabetes mellitus status and glycemic control with cardioprotective medication adherence after AMI. Methods and Results We performed a retrospective observational cohort study of 14 517 US veterans who were hospitalized for their first AMI between 2011 and 2014 and prescribed a beta‐blocker, 3‐hydroxy‐3‐methyl‐glutaryl‐CoA‐reductase inhibitor, and angiotensin‐converting enzyme inhibitor or angiotensin receptor blocker. The primary exposure was a diagnosis of type 2 diabetes mellitus; in diabetes mellitus patients, hemoglobin A1c (HbA1c) was a secondary exposure. The primary outcome was 1‐year adherence to all 3 medication classes, defined as proportion of days covered ≥0.8, assessed using adjusted risk differences and multivariable Poisson regression. Of 14 517 patients (mean age, 66.3 years; 98% male), 52% had diabetes mellitus; 9%, 31%, 24%, 15%, and 21% had HbA1c
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- 2019
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41. Excluding the Elephant in the Room: Cardiac Arrest
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Javier A. Valle and P. Michael Ho
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Editorials ,cardiac arrest ,systems of care ,ST‐segment‐elevation myocardial infarction (STEMI) ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Published
- 2019
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42. Clinical Outcomes After Cardiac Stress Testing Among US Patients Younger Than 65 Years
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Vinay Kini, Elias J. Dayoub, Paul L. Hess, Lucas N. Marzec, Frederick A. Masoudi, P. Michael Ho, and Peter W. Groeneveld
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outcomes research ,quality of care ,stress testing ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
BackgroundScientific statements have championed the measurement of clinical outcomes after cardiac stress testing to better define their value. Using contemporary national data, we sought to describe the characteristics of patients who experience outcomes after stress testing. Methods and ResultsUsing administrative claims from a large national private insurer, we conducted an observational cohort study of patients without cardiovascular disease aged 25 to 64 years who underwent stress testing from 2006 to 2011 and had at least 1 year of membership in the insurance company before and after testing. We used Kaplan–Meier time‐to‐event analyses to determine rates of acute myocardial infarction (AMI), elective coronary revascularization, and coronary angiography without revascularization in the year following testing. We used logistic regression to determine factors associated with outcomes, and stratified the cohort into quintiles based on likelihood of experiencing AMI and/or revascularization to describe the characteristics of patients at highest and lowest risk. Among 553 027 patients who underwent stress testing (mean age 50 years, 49% women, 73% white), 0.8% were hospitalized for AMI, 1.8% underwent elective coronary revascularization, and 2.5% underwent coronary angiography without revascularization within 1 year. Patients who were older, male, and white were more likely to undergo subsequent revascularization. Patients in the lowest likelihood quintile were young (mean age 40 years), frequently women (84.7%), had a low incidence of coexisting conditions (5.2% with diabetes mellitus), and had a 0.5% rate of AMI and/or revascularization. ConclusionsThe proportion of US patients younger than 65 who had AMI and/or coronary revascularization after stress testing was low. Assessing risk of subsequent outcomes may be useful in improving patient referrals for stress testing.
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- 2018
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43. VA Outreach Is an Essential Area for Improving Veterans’ Health Care Accessibility
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Krysttel C Stryczek, Mark Honsberger, Sherry L Ball, Juliana G Barnard, Jessica P Young, Bradford Felker, David H Au, P Michael Ho, Susan R Kirsh, and George G Sayre
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Public Health, Environmental and Occupational Health ,General Medicine - Abstract
Introduction The Veterans Health Administration (VHA) is tasked with providing access to health care to veterans of military service. However, many eligible veterans have either not yet enrolled or underutilized VHA services. Further study of barriers to access before veterans enroll in VHA care is necessary to understand how to address this issue. The ChooseVA (née MyVA Access) initiative aims to achieve this mission to improve veterans’ health care access. Although veteran outreach was not specifically addressed by the initiative, it is a critical component of improving veterans’ access to health care. Findings from this multisite evaluation of ChooseVA implementation describe sites’ efforts to improve VHA outreach and veterans’ experiences with access. Materials and Methods This quality improvement evaluation employed a multi-method qualitative methodology, including 127 semi-structured interviews and 81 focus groups with VHA providers and staff (“VHA staff”) completed during 21 VHA medical center facility site visits between July and November 2017 and 48 telephone interviews with veterans completed between May and October 2018. Interviews and focus groups were transcribed and analyzed using deductive and inductive analysis to capture challenges and strategies to improve VHA health care access (VHA staff data), experiences with access to care (veteran data), barriers and facilitators to care (staff and veteran data), contextual factors, and emerging categories and themes. We developed focused themes describing perceived challenges, descriptions of VHA staff efforts to improve veteran outreach, and veterans’ experiences with accessing VHA health care. Results VHA staff and veteran respondents reported a lack of veteran awareness of eligibility for VHA services. Veterans reported limited understanding of the range of services offered. This awareness gap served as a barrier to veterans’ ability to successfully access VHA health care services. Veterans described this awareness gap as contributing to delayed VHA enrollment and delayed or underutilized health care benefits and services. Staff focused on community outreach and engaging veterans for VHA enrollment as part of their efforts to implement the ChooseVA access initiative. Staff and veteran respondents agreed that outreach efforts were helpful for engaging veterans and facilitating access. Conclusions Although efforts across VHA programs informed veterans about VHA services, our results suggest that both VHA staff and veterans agreed that missed opportunities exist. Gaps include veterans’ lack of awareness or understanding of VHA benefits for which they qualify for. This can result in delayed access to care which may negatively impact veterans, including those separating from the military and vulnerable populations such as veterans who experience pregnancy or homelessness.
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- 2023
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44. A Systems-Based Morbidity and Mortality Conference Was Associated With a Transient Reduction in ECG Completion Times
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Tyler Anstett, P. Michael Ho, Andrew E. Levy, Steven Simon, Melanie D Whittington, James E. Carter, and Allen Wentworth
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medicine.medical_specialty ,Health (social science) ,Secondary outcome ,Leadership and Management ,business.industry ,Health Policy ,Emergency medicine ,Medicine ,cardiovascular diseases ,business ,Care Planning ,Article ,Interrupted Time Series Analysis - Abstract
BACKGROUND AND OBJECTIVES During its monthly morbidity and mortality conference (MMC), the University of Colorado Division of Cardiology reviewed a "near-miss" patient safety event involving the delayed completion of a Stat-priority (ie, statim, meaning high priority) electrocardiogram (ECG). Because critical and interprofessional stakeholders participated in the conference, we hypothesized that the MMC would be associated with reduced ECG completion times. METHODS Data were collected for in-hospital ECGs performed at the University of Colorado Hospital between January 1, 2017, and June 30, 2018. An interrupted time series analysis was used to estimate the immediate and ongoing impact of the MMC (held on February 28, 2018) on ECG completion times, stratified by order priority (Stat, Now, or Routine). The percentage of delayed Stat-priority ECGs was analyzed as a secondary outcome. RESULTS Before the MMC, ECG completion times were stable for all order priorities (P > .2), but the proportion of delayed Stat-priority ECGs increased from 5% in January 2017 to 20% in February 2018 (P < .01). The MMC was associated with an immediate reduction in average daily ECG completion times for Routine (-18.4 minutes, P = .03) and Now (-8 minutes, P = .024) priority ECGs. No reduction was seen for Stat ECGs (P = .97), though the percentage of delayed Stat ECGs stopped increasing (P = .63). In the post-MMC period, completion times for Routine-priority ECGs increased and approached pre-MMC levels. CONCLUSIONS The MMC was associated with an immediate, but temporary, improvement in ECG completion times. Although the observed clinical benefit of the MMC is novel, these data support the need for more durable reforms to sustain initial improvements.
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- 2021
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45. Use of oral anticoagulants in patients with valvular atrial fibrillation: findings from the NCDR PINNACLE Registry
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Kensey Gosch, P. Michael Ho, Salim S. Virani, Sandeep M. Jani, Steven M. Bradley, Thomas M. Maddox, Paul L. Hess, and Paul D. Varosy
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Male ,Pinnacle ,medicine.medical_specialty ,Pyridines ,Pyridones ,Administration, Oral ,030204 cardiovascular system & hematology ,03 medical and health sciences ,0302 clinical medicine ,Rivaroxaban ,Risk Factors ,Internal medicine ,Atrial Fibrillation ,medicine ,Humans ,In patient ,Registries ,cardiovascular diseases ,030212 general & internal medicine ,Practice Patterns, Physicians' ,Stroke ,Aged ,business.industry ,valvular heart disease ,Warfarin ,Anticoagulants ,Atrial fibrillation ,medicine.disease ,Dabigatran ,Thiazoles ,Ambulatory ,Oral anticoagulant ,Cardiology ,Pyrazoles ,Female ,Cardiology and Cardiovascular Medicine ,business ,medicine.drug - Abstract
Recent data suggest direct oral anticoagulants are as safe and efficacious as warfarin among select patients with valvular heart disease and atrial fibrillation (AF). However, real-world treatment patterns of AF stroke prophylaxis in the setting of valvular AF are currently unknown. Accordingly, using the prospective, ambulatory National Cardiovascular Data Registry Practice Innovation and Clinical Excellence (PINNACLE) Registry, we sought to characterize overall use, temporal trends in use, and the extent of practice-level variation in the use of any direct oral anticoagulant and warfarin among patients with valvular AF from January 1, 2013, to March 31, 2019.
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- 2021
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46. High Prevalence of Transjugular Intrahepatic Portosystemic Shunt Creation Without Prior Endoscopy During Acute Variceal Bleeding Hospitalization in the United States
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Richard C. Lindrooth, P. Michael Ho, Matthew A. Brown, Premal S. Trivedi, Alexandria Jensen, Michael Kriss, Robert K. Ryu, and Rustain Morgan
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Adult ,Male ,medicine.medical_specialty ,Adolescent ,medicine.medical_treatment ,Population ,RC799-869 ,Logistic regression ,Esophageal and Gastric Varices ,Severity of Illness Index ,Endoscopy, Gastrointestinal ,Liver disease ,Young Adult ,medicine ,Prevalence ,Humans ,Practice Patterns, Physicians' ,education ,Aged ,Aged, 80 and over ,education.field_of_study ,Hepatology ,medicine.diagnostic_test ,business.industry ,General surgery ,Odds ratio ,Original Articles ,Middle Aged ,Diseases of the digestive system. Gastroenterology ,medicine.disease ,Confidence interval ,United States ,Endoscopy ,Hospitalization ,Cross-Sectional Studies ,Logistic Models ,Treatment Outcome ,Acute Disease ,Observational study ,Female ,Original Article ,Portasystemic Shunt, Transjugular Intrahepatic ,business ,Gastrointestinal Hemorrhage ,Transjugular intrahepatic portosystemic shunt - Abstract
Current clinical guidelines by both American Association for the Study of Liver Disease and European Association for the Study of the Liver recommend endoscopy in all patients admitted with acute variceal bleeding within 12 hours of admission. Transjugular intrahepatic portosystemic shunt (TIPS) creation may be considered in patients at high risk if hemorrhage cannot be controlled endoscopically. We conducted a cross‐sectional observational study to assess how frequently TIPS is created for acute variceal bleeding in the United States without preceding endoscopy. Adult patients undergoing TIPS creation for acute variceal bleeding in the United States (n = 6,297) were identified in the last 10 available years (2007‐2016) of the National Inpatient Sample. Hierarchical logistic regression was used to examine the relationship between endoscopy nonutilization and hospital characteristics, controlling for patient demographics, income level, insurance type, and disease severity. Of 6,297 discharges following TIPS creation for acute variceal bleeding in the United States, 31% (n = 1,924) did not receive first‐line endoscopy during the same encounter. Rates of “no endoscopy” decreased with increasing population density of the hospital county (nonmicropolitan counties 43%, n = 114; mid‐size metropolitan county 35%, n = 513; and central county with >1 million population 23%, n = 527) but not by hospital teaching status (n = 1,465, 32% teaching vs. n = 430, 26% nonteaching; P = 0.10). Higher disease mortality risk (odds ratio, 0.42; 95% confidence interval, 0.22‐0.80; P = 0.02) was associated with lower odds of noncompliance. Conclusion: One third of all patients undergoing TIPS creation for acute variceal bleeding in the United States do not receive first‐line endoscopy during the same encounter. Patients admitted to urban hospitals are more likely to receive guideline‐concordant care., In this cross‐sectional, population‐based study we examined how often TIPS was created among patients for acute variceal bleeding without use of first‐line endoscopy as recommended by both American Association for the Study of Liver Disease (AASLD) and The European Association for the Study of the Liver (EASL) guidelines. We report endoscopy non‐utilization in nearly a third (n = 1924/6297, 31%) of such encounters nationally. We also found that endoscopy non‐utilization was more prevalent among hospitals in less densely populated counties.
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- 2021
47. The Impact of De‐escalation of Antianginal Medications on Health Status After Percutaneous Coronary Intervention
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Mohammed Qintar, Arooge Towheed, Fengming Tang, Adam C. Salisbury, P. Michael Ho, J. Aaron Grantham, John A. Spertus, and Suzanne V. Arnold
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angina ,anti‐anginal medications ,de‐escalation ,health status ,health‐related quality of life ,medical therapy ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
BackgroundAntianginal medications (AAMs) can be perceived to be less important after percutaneous coronary intervention (PCI) and may be de‐escalated after revascularization. We examined the frequency of AAM de‐escalation at discharge post‐PCI and its association with follow‐up health status. Methods and ResultsIn a 10‐center PCI registry, the Seattle Angina Questionnaire was assessed before and 6 months post‐PCI. AAM de‐escalation was defined as fewer AAMs at discharge versus admission or >25% absolute dose decrease. Of 2743 PCI patients (70% male), AAM were de‐escalated, escalated, and unchanged in 299 (11%), 714 (26%), and 1730 (63%) patients, respectively. Patients whose AAM were de‐escalated were more likely to report angina at 6 months, compared with unchanged or escalated AAM (34% versus 24% versus 21%; P
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- 2017
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48. Variation in Management of Patients With Obstructive Coronary Artery Disease: Insights From the Veterans Affairs Clinical Assessment and Reporting Tool (VA CART) Program
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Amneet Sandhu, Maggie A. Stanislawski, Gary K. Grunwald, Kathryn Guinn, Javier Valle, Daniel Matlock, P. Michael Ho, Thomas M. Maddox, and Steven M. Bradley
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coronary artery bypass graft surgery ,coronary artery disease ,percutaneous coronary intervention ,rate ,variation ,Diseases of the circulatory (Cardiovascular) system ,RC666-701 - Abstract
BackgroundLittle is known about facility‐level variation in the use of revascularization procedures for the management of stable obstructive coronary artery disease. Furthermore, it is unknown if variation in the use of coronary revascularization is associated with use of other cardiovascular procedures. Methods and ResultsWe evaluated all elective coronary angiograms performed in the Veterans Affairs system between September 1, 2007, and December 31, 2011, using the Clinical Assessment and Reporting Tool and identified patients with obstructive coronary artery disease. Patients were considered managed with revascularization if they received percutaneous coronary intervention (PCI) or coronary artery bypass grafting within 30 days of diagnosis. We calculated risk‐adjusted facility‐level rates of overall revascularization, PCI, and coronary artery bypass grafting. In addition, we determined the association between facility‐level rates of revascularization and post‐PCI stress testing. Among 15 650 patients at 51 Veterans Affairs sites who met inclusion criteria, the median rate of revascularization was 59.6% (interquartile range, 55.7%–66.7%). Across all facilities, risk‐adjusted rates of overall revascularization varied from 41.5% to 88.1%, rate of PCI varied from 23.2% to 80.6%, and rate of coronary artery bypass graftingvariedfrom 7.5% to 36.5%. Of 6179 patients who underwent elective PCI, the median rate of stress testing in the 2 years after PCI was 33.7% (interquartile range, 30.7%–47.1%). There was no evidence of correlation between facility‐level rate of revascularization and follow‐up stress testing. ConclusionsWithin the Veterans Affairs system, we observed large facility‐level variation in rates of revascularization for obstructive coronary artery disease, with variation driven primarily by PCI. There was no association between facility‐level use of revascularization and follow‐up stress testing, suggesting use rates are specific to a particular procedure and not a marker of overall facility‐level use.
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- 2017
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49. Socioeconomic status and modification of atherosclerotic cardiovascular disease risk prediction: epidemiological analysis using data from the atherosclerosis risk in communities study
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Kamal Henderson, Brystana Kaufman, Jason S Rotter, Sally Stearns, Carla A A Sueta, Randi Foraker, P Michael Ho, and Patricia P Chang
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Male ,Social Class ,Cardiovascular Diseases ,Risk Factors ,Humans ,Female ,General Medicine ,Longitudinal Studies ,Atherosclerosis ,Risk Assessment - Abstract
ObjectiveExamine whether the relationship between the pooled cohort equations (PCE) predicted 10-year risk for atherosclerotic cardiovascular disease (ASCVD) and absolute risk for ASCVD is modified by socioeconomic status (SES).DesignPopulation-based longitudinal cohort study—Atherosclerosis Risk in Communities (ARIC)—investigating the development of cardiovascular disease across demographic subgroups.SettingFour communities in the USA—Forsyth County, North Carolina, Jackson, Mississippi, suburbs of Minneapolis, Minnesota and Washington County, Maryland.ParticipantsWe identified 9782 ARIC men and women aged 54–73 without ASCVD at study visit 4 (1996–1998).Primary outcome measuresRisk ratio (RR) differences in 10-year incident hospitalisations or death for ASCVD by SES and PCE predicted 10-year ASCVD risk categories to assess for risk modification. SES measures included educational attainment and census-tract neighbourhood deprivation using the Area Deprivation Index. PCE risk categories were 0%–5%, >5%–10%, >10%-15% and >15%. SES as a prognostic factor to estimate ASCVD absolute risk categories was further investigated as an interaction term with the PCE.ResultsASCVD RRs for participants without a high school education (referent college educated) increased at higher PCE estimated risk categories and was consistently >1. Results indicate education is both a risk modifier and delineates populations at higher ASCVD risk independent of PCE. Neighbourhood deprivation did modify association but was less consistent in direction of effect. However, for participants residing in the most deprived neighbourhoods (referent least deprived neighbourhoods) with a PCE estimated risk >10%–15%, risk was significantly elevated (RR 1.65, 95% CI 1.05 to 2.59). Education and neighbourhood deprivation inclusion as an interaction term on the PCE risk score was statistically significant (likelihood ratio p≤0.0001).ConclusionsSES modifies the association between PCE estimated risk and absolute risk of ASCVD. SES added into ASCVD risk prediction models as an interaction term may improve our ability to predict absolute ASCVD risk among socially disadvantaged populations.
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- 2022
50. 2135 Impact of primary care physician gatekeeping on medication prescriptions for atrial fibrillation
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Andrew Y. Chang, Mariam Askari, Jun Fan, Paul A. Heidenreich, P. Michael Ho, Kenneth W. Mahaffey, Alexander C. Perino, and Mintu P. Turakhia
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Medicine - Abstract
OBJECTIVES/SPECIFIC AIMS: Atrial fibrillation (AF) is the most commonly encountered arrhythmia in clinical practice, and has widely varying treatments for stroke prevention and rhythm management. Some of these therapies are increasingly being prescribed by primary care physicians (PCPs). We therefore sought to investigate if healthcare plans with PCP gatekeeping for access to specialists are associated with different pharmacologic treatment strategies for the disease. In particular, we focused on oral anticoagulants (OACs), non-vitamin K-dependent oral anticoagulants (NOACs), rate control, and rhythm control medications. METHODS/STUDY POPULATION: We examined a commercial pharmaceutical claims database (Truven Marketscan™) to compare the prescription frequency of OAC, rate control, and rhythm control medications used to treat AF between patients with PCP-gated health plans (where the PCP is the gatekeeper to specialist referral—i.e., HMO, EPO, POS) and patients with non-PCP-gatekeeper health plans (i.e., comprehensive, PPO, CHDP, HDHP). To control for potential confounders, we also used multivariable logistic regression models to calculate adjusted odds ratios which accounted for age, sex, region, Charlson comorbidity index, CHADS2Vasc score, hypertension, diabetes, stroke/transient ischemic attack, prior myocardial infarction, peripheral artery disease, and antiplatelet medication use. We also calculated median time to therapy to determine if there was a difference in time to new prescription of these medications. RESULTS/ANTICIPATED RESULTS: We found only small differences between patients in PCP-gated and non-PCP-gated plans regarding prescription proportion of anticoagulants at 90 days following new AF diagnosis (OAC 44.2% vs. 42%, p
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- 2018
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