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Browsing by Author "Mazurenko, Olena"
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Item Acceptance of Automated Social Risk Scoring in the Emergency Department: Clinician, Staff, and Patient Perspectives(University of California, 2024) Mazurenko, Olena; Hirsh, Adam T.; Harle, Christopher A.; McNamee, Cassidy; Vest, Joshua R.; Health Policy and Management, Richard M. Fairbanks School of Public HealthIntroduction: Healthcare organizations are under increasing pressure from policymakers, payers, and advocates to screen for and address patients' health-related social needs (HRSN). The emergency department (ED) presents several challenges to HRSN screening, and patients are frequently not screened for HRSNs. Predictive modeling using machine learning and artificial intelligence, approaches may address some pragmatic HRSN screening challenges in the ED. Because predictive modeling represents a substantial change from current approaches, in this study we explored the acceptability of HRSN predictive modeling in the ED. Methods: Emergency clinicians, ED staff, and patient perspectives on the acceptability and usage of predictive modeling for HRSNs in the ED were obtained through in-depth semi-structured interviews (eight per group, total 24). All participants practiced at or had received care from an urban, Midwest, safety-net hospital system. We analyzed interview transcripts using a modified thematic analysis approach with consensus coding. Results: Emergency clinicians, ED staff, and patients agreed that HRSN predictive modeling must lead to actionable responses and positive patient outcomes. Opinions about using predictive modeling results to initiate automatic referrals to HRSN services were mixed. Emergency clinicians and staff wanted transparency on data inputs and usage, demanded high performance, and expressed concern for unforeseen consequences. While accepting, patients were concerned that prediction models can miss individuals who required services and might perpetuate biases. Conclusion: Emergency clinicians, ED staff, and patients expressed mostly positive views about using predictive modeling for HRSNs. Yet, clinicians, staff, and patients listed several contingent factors impacting the acceptance and implementation of HRSN prediction models in the ED.Item Activation in persons with mental health disorders: An integrative review(Wiley, 2021-07-26) Keen, Alyson; Lu, Yvonne; Oruche, Ukamaka M.; Mazurenko, Olena; Burke Draucker, Claire; School of NursingWHAT IS KNOWN ON THE SUBJECT?: Evidence indicates a strong relationship between patient activation (i.e. confidence, knowledge and skills to self-manage health) and positive health behaviours and outcomes in a variety of clinical populations. Because persons with mental health disorders experience significant disease burden but often underutilize mental health treatment or experience poor treatment outcomes, they would likely benefit from increases in activation. No systematic reviews have been conducted to summarize and synthesize research on patient activation in persons with mental health disorders. WHAT THIS PAPER ADDS TO EXISTING KNOWLEDGE?: To our knowledge, this is the first comprehensive review to identify factors associated with activation and interventions that have shown to be effective in persons with mental health disorders. This integrative review indicates that better health status, less depression, positive health attitudes and behaviours, and higher quality therapeutic relationships may be associated with higher levels of activation in persons with mental health disorders. This review also indicates that a variety of interventions, most notably educational programs, are effective in increasing levels of patient activation in persons with mental health disorders. WHAT ARE THE IMPLICATIONS FOR PRACTICE?: Psychiatric mental health nurses and other clinicians should consider routine assessment of patient activation to inform individualized treatment plans for their clients. Clinicians should aim to form high-quality therapeutic relationships with clients as a way to promote higher levels of activation. Interventions that have been found to be effective in improving activation could be offered in a variety of mental health settings. ABSTRACT: Introduction Patient activation is understanding one's role in the healthcare process and having confidence, knowledge, and skills to self-manage one's health and health care. Researchers have begun to investigate patient activation in persons with mental health disorders, but no systematic reviews have been conducted to summarize and synthesize this research. For psychiatric mental health nurses and other clinicians to develop strategies to increase patient activation in this population, more information is needed about factors associated with activation and interventions that increase activation. Review Questions (1) What factors are associated with levels of activation in persons diagnosed with mental health disorders? (2) What interventions have shown to be effective at increasing levels of activation in persons diagnosed with mental health disorders? Method A 5-stage integrative review as described by Whittemore & Knafl. Results Twenty-nine articles were included in the review. Ten provided correlations between activation and other factors, and 20 examined the effects of interventions on activation. Some studies revealed significant correlations between a variety of health and treatment-related factors, and others revealed that some interventions, most notably educational programs, were shown to increase activation. Discussion The findings of this comprehensive review can inform psychiatric mental health nurses and other clinicians in developing strategies to increase activation in the patients with whom they work. More research is needed to provide a deeper understanding of the role of activation in the recovery and treatment of persons with mental health disorders. Implications for Practice Psychiatric nurses and other clinicians should assess for patient activation and incorporate strategies to increase levels of activation in patients in their practice. Positive therapeutic relationships likely enhance activation in persons with mental health disorders.Item Activation in Persons with Opioid Use Disorders in Intenstive Outpatient Treatment(2021-12) Keen, Alyson Yvonne; Lu, Yvonne; Draucker, Claire Burke; Oruche, Ukamaka; Mazurenko, OlenaPersons with opioid use disorder (OUD) often receive intensive outpatient treatment (IOT) but these programs are associated with low rates of completion and high rates of relapse. Enhancing patient activation - taking an active role in one’s healthcare - would likely improve outcomes for persons with OUD in IOT. The overarching purpose of this dissertation is to describe how persons with OUD experience IOT, especially regarding activation. The dissertation includes three components. The first is an integrative review of 29 studies of activation in persons with mental health disorders generally. Results revealed that activation was related to several heath and treatment-related factors and some interventions, most notably educational programs, increased activation. The second and third components were based on interviews with 14 persons who had been enrolled in an IOT program in academic health centers. The second component was a constructivist grounded theory study conducted to describe the process people undergo as they participate in an IOT program. Participants described a process of connecting and disconnecting that included eight stages: (1) connecting with drugs, (2) disconnecting from everyday life, (3) connecting with the IOT program, (4) connecting with others in the IOT program, (5) disconnecting from drugs, (6) reconnecting with others, (7) reconnecting with self, and (8) disconnecting from the IOT program. The third component was a qualitative descriptive study conducted to describe types of instances in which persons play an active role in their IOT (activation). Participants described six types of instances: (1) making and enacting one’s own treatment decisions, (2) actively engaging in treatment planning with staff, (3) choosing to actively engage in groups, (4) making a commitment to treatment, (5) taking responsibility for one’s own recovery, and (6) taking actions to avoid relapse. The results of this dissertation will inform the development of strategies to enhance activation among persons with OUD in IOT with the goal of improving engagement and program outcomes.Item Adoption of Best Practices in Behavioral Health Crisis Care by Mental Health Treatment Facilities(APA, 2023-09-01) Burns, Ashlyn; Menachemi, Nir; Yeager, Valerie A.; Vest, Joshua R.; Mazurenko, Olena; Health Policy and Management, School of Public HealthObjective: The authors aimed to examine adoption of behavioral health crisis care (BHCC) services included in the Substance Abuse and Mental Health Services Administration’s (SAMHSA’s) best practices guidelines. Methods: Secondary data from SAMHSA’s Behavioral Health Treatment Services Locator in 2022 were used. BHCC best practices were measured on a summated scale capturing whether a mental health treatment facility (N=9,385) adopted BHCC best practices, including provision of these services to all age groups: emergency psychiatric walk-in services, crisis intervention teams, onsite stabilization, mobile or offsite crisis responses, suicide prevention, and peer support. Descriptive statistics were used to examine organizational characteristics (such as facility operation, type, geographic area, license, and payment methods) of mental health treatment facilities nationwide, and a map was created to show locations of best practices BHCC facilities. Logistic regressions were performed to identify facilities’ organizational characteristics associated with adopting BHCC best practices. Results: Only 6.0% (N=564) of mental health treatment facilities fully adopted BHCC best practices. Suicide prevention was the most common BHCC service, offered by 69.8% (N=6,554) of the facilities. A mobile or offsite crisis response service was the least common, adopted by 22.4% (N=2,101). Higher odds of adopting BHCC best practices were significantly associated with public ownership (adjusted OR [AOR]=1.95), accepting self-pay (AOR=3.18), accepting Medicare (AOR=2.68), and receiving any grant funding (AOR=2.45). Conclusions: Despite SAMHSA guidelines recommending comprehensive BHCC services, a fraction of facilities have fully adopted BHCC best practices. Efforts are needed to facilitate widespread uptake of BHCC best practices nationwide.Item Analysis of Hospital Quality Measures and Web-Based Chargemasters, 2019: Cross-sectional Study(JMIR, 2021-08-19) Patel, Kunal N.; Mazurenko, Olena; Ford, Eric; Health Policy and Management, Richard M. Fairbanks School of Public HealthBackground: The federal health care price transparency regulation from 2019 is aimed at bending the health care cost curve by increasing the availability of hospital pricing information for the public. Objective: This study aims to examine the associations between publicly reported diagnosis-related group chargemaster prices on the internet and quality measures, process indicators, and patient-reported experience measures. Methods: In this cross-sectional study, we collected and analyzed a random 5.02% (212/4221) stratified sample of US hospital prices in 2019 using descriptive statistics and multivariate analysis. Results: We found extreme price variation in shoppable services and significantly greater price variation for medical versus surgical services (P=.006). In addition, we found that quality indicators were positively associated with standard charges, such as mortality (β=.929; P<.001) and readmissions (β=.514; P<.001). Other quality indicators, such as the effectiveness of care (β=-.919; P<.001), efficient use of medical imaging (β=-.458; P=.001), and patient recommendation scores (β=-.414; P<.001), were negatively associated with standard charges. Conclusions: We found that hospital chargemasters display wide variations in prices for medical services and procedures and match variations in quality measures. Further work is required to investigate 100% of US hospital prices posted publicly on the internet and their relationship with quality measures.Item An Analysis of Primary Care Clinician Communication About Risk, Benefits, and Goals Related to Chronic Opioid Therapy(SAGE Publications, 2019-12-10) Danielson, Elizabeth C.; Mazurenko, Olena; Andraka-Christou, Barbara T.; DiIulio, Julie; Downs, Sarah M.; Hurley, Robert W.; Harle, Christopher A.; Health Policy and Management, School of Public HealthBackground. Safe opioid prescribing and effective pain care are particularly important issues in the United States, where decades of widespread opioid prescribing have contributed to high rates of opioid use disorder. Because of the importance of clinician-patient communication in effective pain care and recent initiatives to curb rising opioid overdose deaths, this study sought to understand how clinicians and patients communicate about the risks, benefits, and goals of opioid therapy during primary care visits. Methods. We recruited clinicians and patients from six primary care clinics across three health systems in the Midwest United States. We audio-recorded 30 unique patients currently receiving opioids for chronic noncancer pain from 12 clinicians. We systematically analyzed transcribed, clinic visits to identify emergent themes. Results. Twenty of the 30 patient participants were females. Several patients had multiple pain diagnoses, with the most common diagnoses being osteoarthritis (n = 10), spondylosis (n = 6), and low back pain (n = 5). We identified five themes: 1) communication about individual-level and population-level risks, 2) communication about policies or clinical guidelines related to opioids, 3) communication about the limited effectiveness of opioids for chronic pain conditions, 4) communication about nonopioid therapies for chronic pain, and 5) communication about the goal of the opioid tapering. Conclusions. Clinicians discuss opioid-related risks in varying ways during patient visits, which may differentially affect patient experiences. Our findings may inform the development and use of more standardized approaches to discussing opioids during primary care visits.Item Assessing the use of a clinical decision support tool for pain management in primary care(Oxford University Press, 2022-09-15) Apathy, Nate C.; Sanner, Lindsey; Adams, Meredith C.B.; Mamlin, Burke W.; Grout, Randall W.; Fortin, Saura; Hillstrom, Jennifer; Saha, Amit; Teal, Evgenia; Vest, Joshua R.; Menachemi, Nir; Hurley, Robert W.; Harle, Christopher A.; Mazurenko, Olena; Health Policy and Management, School of Public HealthObjective: Given time constraints, poorly organized information, and complex patients, primary care providers (PCPs) can benefit from clinical decision support (CDS) tools that aggregate and synthesize problem-specific patient information. First, this article describes the design and functionality of a CDS tool for chronic noncancer pain in primary care. Second, we report on the retrospective analysis of real-world usage of the tool in the context of a pragmatic trial. Materials and methods: The tool known as OneSheet was developed using user-centered principles and built in the Epic electronic health record (EHR) of 2 health systems. For each relevant patient, OneSheet presents pertinent information in a single EHR view to assist PCPs in completing guideline-recommended opioid risk mitigation tasks, review previous and current patient treatments, view patient-reported pain, physical function, and pain-related goals. Results: Overall, 69 PCPs accessed OneSheet 2411 times (since November 2020). PCP use of OneSheet varied significantly by provider and was highly skewed (site 1: median accesses per provider: 17 [interquartile range (IQR) 9-32]; site 2: median: 8 [IQR 5-16]). Seven "power users" accounted for 70% of the overall access instances across both sites. OneSheet has been accessed an average of 20 times weekly between the 2 sites. Discussion: Modest OneSheet use was observed relative to the number of eligible patients seen with chronic pain. Conclusions: Organizations implementing CDS tools are likely to see considerable provider-level variation in usage, suggesting that CDS tools may vary in their utility across PCPs, even for the same condition, because of differences in provider and care team workflows.Item Availability of Behavioral Health Crisis Care and Associated Changes in Emergency Department Utilization(2024-06) Burns, Ashlyn Brooke; Yeager, Valerie; Menachemi, Nir; Vest, Joshua R.; Mazurenko, Olena; Salyers, MichelleOne in eight emergency department visits involves a behavioral health crisis. Yet, emergency departments are rarely equipped to meet the needs of patients experiencing a behavioral health crisis. Innovative care delivery models, such as behavioral health crisis care services delivered by mental health treatment facilities, offer a promising alternative to the emergency department. As decisions are being made around reimbursement and expansion of behavioral health crisis care models, empirical evidence on the relationship between these services and emergency department utilization is needed. The purpose of this dissertation is to 1) assess availability of behavioral health crisis care services across the United States; 2) identify community-level characteristics associated with availability of behavioral health crisis care services; and 3) quantify changes in emergency department utilization associated with availability of behavioral health crisis care services. In doing so, this dissertation identifies gaps in the nation’s existing behavioral health crisis care system and highlights the value of ensuring access to these life-saving services. As national implementation of the new 988 Suicide and Crisis Lifeline is underway, findings from this dissertation may help inform efforts to transform the crisis continuum and ensure access to care for all individuals experiencing a crisis.Item Balancing patient-centered and safe pain care for non-surgical inpatients: clinical and managerial perspectives(Elsevier, 2018-12-24) Mazurenko, Olena; Andraka-Christou, Barbara T.; Bair, Matthew J.; Kara, Areeba Y.; Harle, Chris; Health Policy and Management, School of Public HealthBackground: Hospitals and clinicians aim to deliver care that is safe. Simultaneously, they are ensuring that care is patient-centered, meaning that it is respectful of patients’ values, preferences, and experiences. However, little is known about delivering care in cases where these goals may not align. For example, hospitals and clinicians are facing the daunting challenge of balancing safe and patient-centered pain care for nonsurgical patients, due to lack of comprehensive care guidelines and complexity of this patient population. Methods: To gather clinical and managerial perspectives on the importance, feasibility, and strategies used to balance patient-centered care (PCC) and safe pain care for nonsurgical inpatients, we conducted in-depth, semi-structured interviews with hospitalists (n=10), registered nurses (n=10), and health care managers (n=10) from one healthcare system in the Midwestern United States. We systematically examined transcribed interviews and identified major themes using a thematic analysis approach. Results: Participants acknowledged the importance of balancing PCC and safe pain care. They envisioned this balance as a continuum, with certain patients for whom it is easier (e.g., opioid-naïve patient with a fracture), versus more difficult (e.g., patient with opioid use disorder). Participants also reported several strategies they use to balance PCC and safe pain care, including offering alternatives to opioids, setting realistic pain goals and expectations, and using a team approach. Conclusions: Clinicians and health care managers use various strategies to balance PCC and safe pain care for nonsurgical patients. Future studies should examine the effectiveness of these strategies on patient outcomes.Item Clinical perspectives on hospitals’ role in the opioid epidemic(BioMed Central, 2020-06-08) Mazurenko, Olena; Andraka-Christou, Barbara T.; Bair, Matthew J.; Kara, Areeba Y.; Harle, Christopher A.; Health Policy and Management, School of Public HealthPolicymakers, legislators, and clinicians have raised concerns that hospital-based clinicians may be incentivized to inappropriately prescribe and administer opioids when addressing pain care needs of their patients, thus potentially contributing to the ongoing opioid epidemic in the United States. Given the need to involve all healthcare settings, including hospitals, in joint efforts to curb the opioid epidemic, it is essential to understand if clinicians perceive hospitals as contributors to the problem. Therefore, we examined clinical perspectives on the role of hospitals in the opioid epidemic.
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