Barriers to Guideline-Based Use of Proton Pump Inhibitors to Prevent Upper Gastrointestinal Bleeding.

PURPOSE: Gastrointestinal (GI) bleeding is one of the most common serious adverse drug events. Guidelines recommend proton pump inhibitor (PPI) gastroprotection to prevent upper GI bleeding in high-risk patients, but this practice is underused. METHODS: To explore prescribing practices and barriers to the use of PPI gastroprotection, including dynamics within and across specialties, we conducted semistructured interviews with physicians in 4 specialties at a single institution. We performed thematic analysis of barriers, organized around the theoretical domains framework. RESULTS: The sample included 5 primary care physicians (PCPs), 4 cardiologists, 3 gastroenterologists, and 3 vascular surgeons. Most PCPs, gastroenterologists, and vascular surgeons seldom prescribed PPI gastroprotection. Cardiologists varied most in their use of PPI gastroprotection, with some prescribing it consistently and others never. Major barriers related to the following 3 themes: (1) knowledge, (2) decision processes, and (3) professional role. Knowledge of guidelines was greatest among cardiologists and gastroenterologists and low among PCPs and vascular surgeons, and PCPs tended to focus on adverse effects associated with PPIs, which made them reluctant to prescribe them. For cardiologists, prevention of bleeding was usually a priority, but they sometimes deferred prescribing to others. For the other 3 specialties, PPI gastroprotection was a low priority. There was unclear delineation of responsibility for prescribing gastroprotection between specialties. CONCLUSIONS: Major barriers to PPI gastroprotection relate to knowledge, decision processes, and professional role, which operate differentially across specialties. Multicomponent interventions will likely be necessary to improve guideline-based use of PPIs to prevent upper GI bleeding.VISUAL ABSTRACT.

Regression and Random Forest Machine Learning Have Limited Performance in Predicting Bowel Preparation in Veteran Population.

BACKGROUND: Inadequate bowel preparation undermines the quality of colonoscopy, but patients likely to be affected are difficult to identify beforehand. AIMS: This study aimed to develop, validate, and compare prediction models for bowel preparation inadequacy using conventional logistic regression (LR) and random forest machine learning (RFML). METHODS: We created a retrospective cohort of patients who underwent outpatient colonoscopy at a single VA medical center between January 2012 and October 2015. Candidate predictor variables were chosen after a literature review. We extracted all available predictor variables from the electronic medical record, and bowel preparation from the endoscopy database. The data were split into 70% training and 30% validation sets. Multivariable LR and RFML were used to predict preparation inadequacy as a dichotomous outcome. RESULTS: The cohort included 6,885 Veterans, of whom 964 (14%) had inadequate preparation. Using LR, the area under the receiver operating characteristic curve (AUC) for the validation cohort was 0.66 (95% CI 0.62, 0.69) and the Brier score, in which a lower score indicates better performance, was 0.11. Using RFML, the AUC for the validation cohort was 0.61 (95% CI 0.58, 0.65) and the Brier score was 0.12. CONCLUSIONS: LR and RFML had similar performance in predicting bowel preparation, which was modest and likely insufficient for use in practice. Future research is needed to identify additional predictor variables and to test other machine learning algorithms. At present, endoscopy units should focus on universal strategies to enhance preparation adequacy.

Trials of Dual Antiplatelet Therapy After Percutaneous Coronary Intervention Lack Strategies to Ensure Appropriate Gastroprotection.

INTRODUCTION: Gastrointestinal bleeding is a morbid complication of dual antiplatelet therapy (DAPT). We evaluated the extent to which contemporary trials of DAPT included steps to ensure appropriate use of proton pump inhibitor (PPI) gastroprotection and reported rates of PPI use. METHODS: A methodological review of randomized trials comparing varying durations of DAPT after percutaneous coronary intervention. RESULTS: Among 21 trials, none incorporated protocol procedures or guidance for prescribing PPIs. Five reported rates of PPI use (range 25.6-69.1%). DISCUSSION: PPI gastroprotection is overlooked in major trials of DAPT. Appropriate use of PPI gastroprotection represents an important opportunity to improve patient safety.

Identification of undocumented over-the-counter medications in an academic nephrology clinic.

OBJECTIVES: To explore how accurately over-the-counter (OTC) medications were documented in an academic nephrology clinic and the benefits of using a novel short questionnaire as part of medication reconciliation (MR). METHODS: We developed a 3-item tailored questionnaire with questions about use of aspirin, nonsteroidal anti-inflammatory drugs (NSAIDs), and proton pump inhibitors (PPIs), which clinical leadership identified as medications of interest. Over the course of 20 days, medical assistants administered the questionnaire to clinic patients immediately after the standard MR. We summarized the rate of inaccurate medication documentation by individual drug and drug class, comparing the standard MR process with the questionnaire. We also calculated diagnostic performance characteristics of the questionnaire. We evaluated the severity of drug-drug interactions between OTC medications discovered using the OTC medication questionnaire and patients' other prescription medications. RESULTS: Nearly 30% (n = 133 of 450) of the participants had at least 1 inaccurately documented OTC medication after the standard MR. The sensitivity and specificity of the standard MR were 79.2% and 93.5%, respectively, for aspirin; 14.5% and 99.5% for NSAIDs; and 80.4% and 97.3% for PPIs. Medication omissions were resolved in the electronic health record approximately two-thirds of the time using the questionnaire. At least 1 drug-drug interaction (DDI) involving active use of an OTC medication was identified in 9.6% of the patients. Of the DDIs, the most common portended effects were increased nephrotoxicity (52.9%), increased bleeding risk (22.9%), and enhanced antiplatelet activity (7.1%). CONCLUSION: Despite the standard MR process, inaccurate documentation of commonly used OTC medications occurred in nearly one-third of outpatients in a nephrology clinic. A brief OTC medication questionnaire may be a scalable and effective strategy to address this problem.

Dashboards in Health Care Settings: Protocol for a Scoping Review.

BACKGROUND: Health care organizations increasingly depend on business intelligence tools, including "dashboards," to capture, analyze, and present data on performance metrics. Ideally, dashboards allow users to quickly visualize actionable data to inform and optimize clinical and organizational performance. In reality, dashboards are typically embedded in complex health care organizations with massive data streams and end users with distinct needs. Thus, designing effective dashboards is a challenging task and theoretical underpinnings of health care dashboards are poorly characterized; even the concept of the dashboard remains ill-defined. Researchers, informaticists, clinical managers, and health care administrators will benefit from a clearer understanding of how dashboards have been developed, implemented, and evaluated, and how the design, end user, and context influence their uptake and effectiveness. OBJECTIVE: This scoping review first aims to survey the vast published literature of "dashboards" to describe where, why, and for whom they are used in health care settings, as well as how they are developed, implemented, and evaluated. Further, we will examine how dashboard design and content is informed by intended purpose and end users. METHODS: In July 2020, we searched MEDLINE, Embase, Web of Science, and the Cochrane Library for peer-reviewed literature using a targeted strategy developed with a research librarian and retrieved 5188 results. Following deduplication, 3306 studies were screened in duplicate for title and abstract. Any abstracts mentioning a health care dashboard were retrieved in full text and are undergoing duplicate review for eligibility. Articles will be included for data extraction and analysis if they describe the development, implementation, or evaluation of a dashboard that was successfully used in routine workflow. Articles will be excluded if they were published before 2015, the full text is unavailable, they are in a non-English language, or they describe dashboards used for public health tracking, in settings where direct patient care is not provided, or in undergraduate medical education. Any discrepancies in eligibility determination will be adjudicated by a third reviewer. We chose to focus on articles published after 2015 and those that describe dashboards that were successfully used in routine practice to identify the most recent and relevant literature to support future dashboard development in the rapidly evolving field of health care informatics. RESULTS: All articles have undergone dual review for title and abstract, with a total of 2019 articles mentioning use of a health care dashboard retrieved in full text for further review. We are currently reviewing all full-text articles in duplicate. We aim to publish findings by mid-2022. Findings will be reported following guidance from the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) checklist. CONCLUSIONS: This scoping review will provide stakeholders with an overview of existing dashboard tools, highlighting the ways in which dashboards have been developed, implemented, and evaluated in different settings and for different end user groups, and identify potential research gaps. Findings will guide efforts to design and use dashboards in the health care sector more effectively. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/34894.