Publications by authors named "Stacy A Johnson"

Background: Comanagement of orthopedic surgery patients by internal medicine hospitalists is associated with improvements in clinical outcomes including complications, length of stay, and cost. Clinical outcomes of orthopedic comanagement performed solely by internal medicine advanced practice clinicians have not been reported. Our objecyive was to compare clinical outcomes between advanced practice clinician-based comanagement and usual orthopedic care.

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Opioid withdrawal is common among hospitalized patients. Those with substance use disorders exhibit higher rates of patient-directed discharge. The literature lacks information regarding the patient perspective on opioid withdrawal in the hospital setting.

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Internal medicine (IM) residency programs select applicants based on several metrics. Factors predicting success during residency are unclear across studies. To identify whether specific applicant or resident factors are associated with IM resident performance using ACGME milestones.

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Inpatient management of diabetes mellitus (DM) often involves substituting oral medications with insulin which can result in unnecessary insulin use. Attempting to address unnecessary insulin use, a quality improvement initiative implemented a newly developed evidence-based care pathway for inpatient diabetes management focused on patients with recent hemoglobin A1c values < 8% and no prescription of outpatient insulin. This retrospective observational preintervention and postintervention and interrupted time series analysis evaluates this intervention.

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Introduction: The needs and expectations of health professional educators and learners are evolving. Therefore, physical and virtual learning environments will look and function differently in the future. Understanding desirable, feasible options for educators and learners, including online, in-person, hybrid, and extended realities, is critical.

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Background: Isolated distal deep vein thrombosis (IDDVT) is a common subtype of deep vein thrombosis (DVT). Consensus guidelines provide conflicting recommendations for IDDVT management; some recommend anticoagulant treatment, while others suggest serial compression ultrasonography (CUS) monitoring for patients not at "high risk" of proximal extension. The purpose of this study was to describe outcomes of serial CUS-monitored IDDVT and identify risk factors for proximal thrombus extension or anticoagulant treatment initiation.

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Introduction: Venous thromboembolism (VTE) and bleeding events following total knee and hip arthroplasty (TKA/THA) are associated with significant morbidity. Clinical guidelines recommend administration of pharmacologic VTE prophylaxis post-operatively, although controversy exists regarding optimal prophylactic strategies.

Methods: We performed a retrospective cohort study in patients who underwent elective TKA/TKA in an academic medical center.

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Objective: To measure the effects of a quality improvement intervention on length of stay and benzodiazepine use among patients admitted for alcohol use disorder.

Methods: This retrospective cohort study was performed at the Salt Lake City Veterans Affairs Medical Center. Patients 18 years and older admitted to a general medical ward with a diagnosis of alcohol related disorders who were treated for alcohol withdrawal were included.

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Background: The objective of this study was to develop a portal natural language processing approach to aid in the identification of postoperative venous thromboembolism events from free-text clinical notes.

Methods: We abstracted clinical notes from 25,494 operative events from 2 independent health care systems. A venous thromboembolism detected as part of the American College of Surgeons National Surgical Quality Improvement Program (ACS NSQIP) was used as the reference standard.

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Introduction: The 10th revision of the International Classification of Diseases (ICD-10) codes is frequently used to identify pulmonary embolism (PE) events, although the validity of ICD-10 has been questioned. Natural language processing (NLP) is a novel tool that may be useful for pulmonary embolism identification.

Methods: We performed a retrospective comparative accuracy study of 1000 randomly selected healthcare encounters with a CT pulmonary angiogram ordered between January 1, 2019 and January 1, 2020 at a single academic medical center.

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Exposure to outdoor air pollution is associated with increased cardiovascular disease, respiratory illness, and mortality. The effect of air pollution on venous thromboembolism (VTE) is less certain. To test for associations between short-term exposure to air pollution and VTE.

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Background: Numerous studies have documented reduced access to patient care due to the COVID-19 pandemic, including access to diagnostic or screening tests, prescription medications, and treatment for an ongoing condition. In the context of clinical management for venous thromboembolism, this could result in suboptimal therapy with warfarin. We aimed to determine the impact of the pandemic on utilization of International Normalized Ratio (INR) testing and the percentage of high and low results.

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Limited evidence exists regarding management of recurrent venous thromboembolism (VTE) that occurs during anticoagulant therapy. We aimed to describe patient characteristics, drug therapy management, and outcomes of patients with VTE recurrence during anticoagulant therapy. We identified 30 relevant episodes of VTE recurrence.

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Lower respiratory tract infections (LRTIs) due to bacterial pneumonia are common among hospitalized patients and are frequently treated with antibiotics. Viral illnesses and exacerbations of heart failure or COPD may present with symptoms mimicking a LRTI, resulting in unnecessary antibiotic utilization. Procalcitonin testing may be useful in these clinical scenarios.

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Background: Academic medical centers have expanded their inpatient medicine services with advanced practice clinicians (APCs) or nonteaching hospitalists in response to patient volumes, residency work hour restrictions, and recently, COVID-19. Reports of clinical outcomes, cost, and resource utilization differ among inpatient team structures.

Objective: Directly compare outcomes among resident, APC, and solo hospitalist inpatient general medicine teams.

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Objective: The objective of this study was to assess the clinical and financial impact of a quality improvement project that utilized a modified Early Warning Score (mEWS)-based clinical decision support intervention targeting early recognition of sepsis decompensation.

Materials And Methods: We conducted a retrospective, interrupted time series study on all adult patients who received a diagnosis of sepsis and were exposed to an acute care floor with the intervention. Primary outcomes (total direct cost, length of stay [LOS], and mortality) were aggregated for each study month for the post-intervention period (March 1, 2016-February 28, 2017,  = 2118 visits) and compared to the pre-intervention period (November 1, 2014-October 31, 2015,  = 1546 visits).

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Coronavirus disease (COVID-19) is a potentially fatal illness with no proven therapy beyond excellent supportive care. Treatments are urgently sought. Adaptations to traditional trial logistics and design to allow rapid implementation, evaluation of trials within a global trials context, flexible interim monitoring, and access outside traditional research hospitals (even in settings where formal placebos are unavailable) may be helpful.

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Background: Patient experience is valuable because it reflects how patients perceive the care they receive within the healthcare system and is associated with clinical outcomes. Also, as part of the Hospital Value-Based Purchasing (HVBP) program, the Center for Medicare and Medicaid Services (CMS) rewards hospitals with financial incentives for patient experience as measured by the Hospital Consumer Assessment of Healthcare Providers and Systems (HCAHPS) survey. It is unclear how the addition of residents and advanced practice clinicians (APCs) to hospitalist-led inpatient teams affects patient satisfaction as measured by the HCAHPS and Press Ganey survey.

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Diabetic ketoacidosis (DKA) is a common condition, with wide variation in admission location and clinical practice. We aimed to decrease intensive care unit (ICU) admission for DKA by implementing a standardized, electronic health record-driven clinical care pathway that used subcutaneous insulin, rather than a continuous insulin infusion, for patients with nonsevere DKA. This is a retrospective, observational preintervention to postintervention study of 214 hospital admissions for DKA that evaluated the effect of our intervention on clinical, safety, and cost outcomes.

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Introduction: Administratively coded data are frequently used in observational research to identify outcome events. With the transition to the new International Classification of Diseases coding system's 10th version (ICD-10), information is needed about the coding accuracy for bleeding events in anticoagulated patients. We aimed to determine ICD-10 code accuracy for bleeding events in anticoagulated patients admitted to the hospital.

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Background: Upper extremity deep vein thrombosis (UEDVT) constitutes approximately 10% of all deep vein thromboses (DVTs). The incidence of UEDVT is increasing in association with use of peripherally inserted central venous catheters. Treatment for UEDVT is derived largely from evidence for treatment of lower extremity DVT.

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International classification of disease (ICD) codes can improve the efficiency of epidemiological research provided the codes accurately identify outcomes of interest. The purpose of this retrospective cross-sectional study is to evaluate the accuracy of ICD-10 codes for identifying thromboembolic events occurring during anticoagulation therapy. Medical charts of patients hospitalized for any reason while receiving anticoagulant therapy between September 1, 2017 and December 31, 2017 were reviewed by two reviewers blinded to ICD-10 code status.

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