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Griffin S, Walker S, Holmes JA, Reid B, Callus A, Belzer M, Dicka J, Papaluca T, Craigie A, Schroeder S, Lancaster K, Hellard M, Stoové M, Thompson AJ, Winter RJ. "Quick, simple, and friendly": Understanding the acceptability and accessibility of a nurse and peer-led, mobile model of hepatitis C care adjacent to community corrections in Australia. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2025; 139:104785. [PMID: 40138745 DOI: 10.1016/j.drugpo.2025.104785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2024] [Revised: 03/17/2025] [Accepted: 03/19/2025] [Indexed: 03/29/2025]
Abstract
BACKGROUND People on community corrections orders are at high-risk for hepatitis C but opportunities for hepatitis C care may be missed due to poor integration of prison-based healthcare. The C No More study is a pilot feasibility study of point-of-care hepatitis C testing and rapid treatment initiation delivered adjacent to community corrections settings in Melbourne, Australia, via a mobile, nurse and peer-led, low-threshold model of care. METHODS We conducted a mixed methods evaluation using Levesque's Conceptual Framework of Access to Health to understand participants' experiences and perspectives on the accessibility of this model of care. Interviewer-administered surveys were conducted with all participants after enrolment and initial testing, and qualitative in-depth interviews were conducted with a sample of those who completed the survey. RESULTS 500 participants completed the survey, and 20 participants undertook in-depth interviews. Both quantitative and qualitative results indicated that participants found the C No More service approachable and accessible due to the informal outreach setting, the involvement of peer workers, and the convenient location of service delivery. Participants reported feeling comfortable seeking care in the van and found the service appropriate and easy to engage with due to the fingerstick point-of-care testing and individualised support provided by the nurse. CONCLUSION Multiple elements of the C No More model increased client-perceived service accessibility, including being located close to government services, point-of-care testing, and the person-centred, peer-based and non-judgemental nurse-led care provided. This study supports the implementation of other peer and nurse-led models of hepatitis C care in similar settings.
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Affiliation(s)
- Samara Griffin
- Disease Elimination, Burnet Institute, Melbourne, VIC, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; St Vincent's Hospital, Melbourne, VIC, Australia.
| | - Shelley Walker
- Disease Elimination, Burnet Institute, Melbourne, VIC, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; National Drug Research Institute, Curtin University, Perth, Australia
| | - Jacinta A Holmes
- St Vincent's Hospital, Melbourne, VIC, Australia; Department of Infectious Diseases, University of Melbourne, at the Peter Doherty Institute for Infection and Immunity, Victoria, Australia
| | - Bridget Reid
- St Vincent's Hospital, Melbourne, VIC, Australia
| | | | - Mark Belzer
- Harm Reduction Victoria, Melbourne, VIC, Australia
| | - Jane Dicka
- Harm Reduction Victoria, Melbourne, VIC, Australia
| | | | - Anne Craigie
- St Vincent's Hospital, Melbourne, VIC, Australia
| | - Sophia Schroeder
- Disease Elimination, Burnet Institute, Melbourne, VIC, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Kari Lancaster
- Department of Social and Policy Sciences, University of Bath, United Kingdom
| | - Margaret Hellard
- Disease Elimination, Burnet Institute, Melbourne, VIC, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Department of Infectious Diseases, The Alfred and Monash University, Melbourne, Australia; Kirby Institute, University of New South Wales, Sydney, NSW, Australia
| | - Mark Stoové
- Disease Elimination, Burnet Institute, Melbourne, VIC, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Australian research Centre in Sex, Health, and Society, La Trobe University, Melbourne, Australia
| | - Alexander J Thompson
- St Vincent's Hospital, Melbourne, VIC, Australia; Department of Infectious Diseases, University of Melbourne, at the Peter Doherty Institute for Infection and Immunity, Victoria, Australia
| | - Rebecca J Winter
- Disease Elimination, Burnet Institute, Melbourne, VIC, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; St Vincent's Hospital, Melbourne, VIC, Australia
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Mathews R, Shen C, Traeger MW, O’Brien HM, Roder C, Hellard ME, Doyle JS. Enhancing Hepatitis C Virus Testing, Linkage to Care, and Treatment Commencement in Hospitals: A Systematic Review and Meta-analysis. Open Forum Infect Dis 2025; 12:ofaf056. [PMID: 39935959 PMCID: PMC11811904 DOI: 10.1093/ofid/ofaf056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2024] [Indexed: 02/13/2025] Open
Abstract
Background The hospital-led interventions yielding the best hepatitis C virus (HCV) testing and treatment uptake are poorly understood. Methods We searched Medline, Embase, and Cochrane databases for studies assessing outcomes of hospital-led interventions for HCV antibody or RNA testing uptake, linkage to care, or direct-acting antiviral commencement compared with usual care, a historical comparator, or control group. We systematically reviewed hospital-led interventions delivered in inpatient units, outpatient clinics, or emergency departments. Random-effects meta-analysis estimated pooled odds ratios [pORs] measuring associations between interventions and outcomes. Subgroup analyses explored outcomes by intervention type. Results A total of 7872 abstracts were screened with 23 studies included. Twelve studies (222 868 participants) reported antibody testing uptake, 5 (n = 4987) reported RNA testing uptake, 7 (n = 3185) reported linkage to care, and 4 (n = 1344) reported treatment commencement. Hospital-led interventions were associated with increased antibody testing uptake (pOR, 5.83 [95% confidence interval {CI}, 2.49-13.61]; I 2 = 99.9%), RNA testing uptake (pOR, 10.65 [95% CI, 1.70-66.50]; I 2 = 97.9%), and linkage to care (pOR, 1.75 [95% CI, 1.10-2.79]; I 2 = 79.9%) when data were pooled and assessed against comparators. Automated opt-out testing (5 studies: pOR, 16.13 [95% CI, 3.35-77.66]), reflex RNA testing (4 studies: pOR, 25.04 [95% CI, 3.63-172.7]), and care coordination and financial incentives (4 studies: pOR, 2.73 [95% CI, 1.85-4.03]) showed the greatest increases in antibody and RNA testing uptake and linkage to care, respectively. No intervention increased uptake at all care cascade steps. Conclusions Automated antibody and reflex RNA testing increase HCV testing uptake in hospitals but have limited impact on linkage to treatment. Other interventions promoting linkage must be explored.
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Affiliation(s)
- Rebecca Mathews
- Disease Elimination, Burnet Institute, Melbourne, Victoria, Australia
| | - Claudia Shen
- Disease Elimination, Burnet Institute, Melbourne, Victoria, Australia
| | - Michael W Traeger
- Disease Elimination, Burnet Institute, Melbourne, Victoria, Australia
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
| | - Helen M O’Brien
- Victorian Department of Health, Office of the Chief Health Officer, Community and Public Health Division, Melbourne, Victoria, Australia
| | - Christine Roder
- Barwon Public Health Unit, Barwon Health, Geelong, Victoria, Australia
- Centre for Innovation in Infectious Disease and Immunology Research, Deakin University, Geelong, Victoria, Australia
| | - Margaret E Hellard
- Disease Elimination, Burnet Institute, Melbourne, Victoria, Australia
- School of Public Health and Preventive Medicine, Monash University, Melbourne, Victoria, Australia
- Department of Infectious Disease, Alfred Health and Monash University, Melbourne, Victoria, Australia
- Doherty Institute and School of Population and Global Health, University of Melbourne, Melbourne, Victoria, Australia
| | - Joseph S Doyle
- Disease Elimination, Burnet Institute, Melbourne, Victoria, Australia
- Department of Infectious Disease, Alfred Health and Monash University, Melbourne, Victoria, Australia
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Shen C, Dawe J, Traeger MW, Sacks-Davis R, Pedrana AE, Doyle JS, Hellard ME, Stoové M. Financial incentives to increase engagement across the hepatitis C care cascade among people at risk of or diagnosed with hepatitis C: A systematic review. THE INTERNATIONAL JOURNAL OF DRUG POLICY 2024; 133:104562. [PMID: 39299141 DOI: 10.1016/j.drugpo.2024.104562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 08/07/2024] [Accepted: 08/11/2024] [Indexed: 09/22/2024]
Abstract
BACKGROUND Reversing declining rates of people initiating and completing hepatitis C (HCV) treatment, observed in many countries, is needed to achieve global HCV elimination goals. Providing financial incentives to increase HCV testing and treatment uptake among people at-risk of or living with HCV infection could be an effective intervention. We conducted a systematic review to assess evidence regarding the effectiveness of financial incentives to improve engagement and progression through the HCV care cascade. METHODS We searched MEDLINE, PubMed and EMBASE for studies published from January 2013 to January 2023 that evaluated financial incentives offered to people living with and at-risk of HCV to increase HCV antibody and or RNA testing, linkage to care, treatment initiation, treatment adherence, treatment completion, and sustained viral load (SVR) testing. Open-label randomised controlled trials (RCTs), controlled non-randomised studies, cohort or observation studies and mixed-methods studies were included, whereas literature reviews, case series and studies which did not report data were excluded. RESULTS We identified 1,278 studies, with 21 included after full-text screening (14,913 participants); three randomised controlled trials and 18 non-randomised studies. Studies evaluated incentives aimed at improving test uptake (n = 11), engagement in care (n = 13), treatment initiation (n = 8), adherence (n = 3), completion (n = 3) and attainment of SVR (n = 5). Findings provided inconclusive evidence for the effectiveness of incentives in improving engagement in the HCV cascade of care. Determining incentive effectiveness to improve care cascade engagement was limited by low quality study designs, heterogeneity in type (cash or voucher), value (US$5 to $600) and cascade stage being incentivised. No randomised controlled trials assessed the effectiveness of incentives to promote HCV testing, and none showed an impact on treatment uptake. In non-randomised studies (observational comparative), some evidence suggested that incentives promoted HCV testing, but evidence of their role in promoting linkage to care, HCV treatment adherence and treatment completion were mixed. CONCLUSION Currently, there lacks high-quality evidence evaluating whether financial incentives improve HCV testing and treatment outcomes. Future research should seek to standardise methodologies, compare incentive types and values to enhance engagement in HCV care, and determine factors that support incentives effectiveness.
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Affiliation(s)
- C Shen
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia.
| | - J Dawe
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; Bristol Medical School, University of Bristol, Bristol, United Kingdom
| | - M W Traeger
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - R Sacks-Davis
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia; Doherty Institute and School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - A E Pedrana
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia
| | - J S Doyle
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; Department of Infectious Diseases, Alfred Health and Monash University, Melbourne, Australia
| | - M E Hellard
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia; Department of Infectious Diseases, Alfred Health and Monash University, Melbourne, Australia; Doherty Institute and School of Population and Global Health, University of Melbourne, Melbourne, VIC, Australia
| | - M Stoové
- Burnet Institute, 85 Commercial Rd, Melbourne, VIC 3004, Australia; School of Public Health and Preventive Medicine, Monash University, Melbourne, Australia; School of Psychology and Public Health, La Trobe University, Melbourne, Australia
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Alturbag M. Effectiveness of Personalised Phone Calls and Short Message Service Reminders in Improving Patient Attendance at a Radiology Department. Cureus 2024; 16:e69568. [PMID: 39421122 PMCID: PMC11484181 DOI: 10.7759/cureus.69568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/09/2024] [Indexed: 10/19/2024] Open
Abstract
BACKGROUND Patients missing scheduled hospital appointments pose significant challenges, including resource waste and delayed patient care. This study evaluated the effectiveness of personalised reminder systems (phone calls and short message service (SMS)) in improving patient attendance rates at a radiology department. METHODS The study was conducted at a hospital facility in Saudi Arabia. The intervention involved reminding 493 patients of their radiology appointments using their preferred method (phone call or SMS). Demographic, clinical, and other factors were considered in analysing the impact of these reminders on appointment attendance. Attendance rates before the intervention were further compared with attendance rates after the intervention to assess the effectiveness of the studied strategies. RESULTS Patient reminders affected overall patient attendance, with a 5% improvement compared to the attendance rates before the intervention. Phone call reminders were found to be more effective than SMS, particularly among older patients (41-60 years). The attendance rate for patients receiving phone call reminders ranged from 35% to 85%, whereas those receiving SMS reminders had a 15-65% attendance range. The study indicated marital status and distance as key factors associated with attendance. Chi-square analysis also highlighted significant differences in attendance rates before and after the intervention, particularly among female patients, single and divorced individuals, and those with at least secondary education. Patients living more than 35 km from the hospital and those referred from other hospitals were more likely to miss appointments, irrespective of the intervention. CONCLUSION Personalised phone call reminders seem to be more effective than SMS in reducing missed appointments, especially among older patients. This study highlighted the importance of considering patient demographics and preferences in designing reminder systems to enhance healthcare appointment adherence.
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Affiliation(s)
- Majed Alturbag
- Department of Radiology, School of Nursing and Midwifery, Trinity College, University of Dublin, Dublin, IRL
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Fathima P, Jones M, D'Souza R, Totterdell J, Andric N, Abbott P, Norman R, Howard K, Cheng W, Pedrana A, Doyle JS, Davies J, Snelling T. Financial incentives to motivate treatment for hepatitis C with direct acting antivirals among Australian adults (The Methodical evaluation and Optimisation of Targeted IncentiVes for Accessing Treatment of Early-stage hepatitis C: MOTIVATE-C): protocol for a dose-response randomised controlled study. Trials 2024; 25:387. [PMID: 38886819 PMCID: PMC11181591 DOI: 10.1186/s13063-024-08212-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Accepted: 05/30/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND Untreated hepatitis C virus (HCV) infection can result in cirrhosis and hepatocellular cancer. Direct-acting antiviral (DAA) therapies are highly effective and have few side effects compared to older interferon-based therapy. Despite the Australian government providing subsidised and unrestricted access to DAA therapy for chronic HCV infection, uptake has not been sufficient to meet the global target of eliminating HCV as a public health threat by 2030. This study will offer people with HCV financial incentives of varying values in order to evaluate its effect on initiation of DAA therapy in primary care. METHODS Australian adults (18 years or older) who self-report as having current untreated HCV infection can register to participate via an automated SMS-based system. Following self-screening for eligibility, registrants are offered a financial incentive of randomised value (AUD 0 to 1000) to initiate DAA therapy. Study treatment navigators contact registrants who have consented to be contacted, to complete eligibility assessment, outline the study procedures (including the requirement for participants to consult a primary care provider), obtain consent, and finalise enrolment. Enrolled participants receive their offered incentive on provision of evidence of DAA therapy initiation within 12 weeks of registration (primary endpoint). Balanced randomisation is used across the incentive range until the first analysis, after which response-adaptive randomisation will be used to update the assignment probabilities. For the primary analysis, a Bayesian 4-parameter EMAX model will be used to estimate the dose-response curve and contrast treatment initiation at each incentive value against the control arm (AUD 0). Specified secondary statistical and economic analyses will evaluate the effect of incentives on adherence to DAA therapy, virological response, and cost-effectiveness. DISCUSSION This project seeks to gain an understanding of the dose-response relationship between incentive value and DAA treatment initiation, while maximising the number of people treated for HCV within fixed budget and time constraints. In doing so, we hope to offer policy-relevant recommendation(s) for the use of financial incentives as a pragmatic, efficient, and cost-effective approach to achieving elimination of HCV from Australia. TRIAL REGISTRATION ANZCTR (anzctr.org.au), Identifier ACTRN12623000024640, Registered 11 January 2023 ( https://anzctr.org.au/Trial/Registration/TrialReview.aspx?id=384923&isReview=true ).
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Affiliation(s)
- Parveen Fathima
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia.
- Wesfarmers Centre of Vaccines and Infectious Diseases, Telethon Kids Institute, Perth, WA, Australia.
| | - Mark Jones
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- Wesfarmers Centre of Vaccines and Infectious Diseases, Telethon Kids Institute, Perth, WA, Australia
| | - Reena D'Souza
- Wesfarmers Centre of Vaccines and Infectious Diseases, Telethon Kids Institute, Perth, WA, Australia
| | - James Totterdell
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Nada Andric
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
| | - Penelope Abbott
- Department of General Practice, Western Sydney University, Campbelltown, NSW, Australia
| | - Richard Norman
- School of Population Health, Curtin University, Perth, WA, Australia
| | - Kirsten Howard
- Menzies Centre for Health Policy and Economics, University of Sydney, Sydney, NSW, Australia
| | - Wendy Cheng
- Department of Gastroenterology and Hepatology, Royal Perth Hospital, Perth, WA, Australia
- Curtin Medical School, Faculty of Health Sciences, Curtin University, Perth, WA, Australia
| | - Alisa Pedrana
- Burnet Institute, Melbourne, VIC, Australia
- School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Joseph S Doyle
- Burnet Institute, Melbourne, VIC, Australia
- Department of Infectious Diseases, Monash University, Clayton, VIC, Australia
| | - Jane Davies
- Menzies School of Health Research, Charles Darwin University, Darwin, NT, Australia
- Infectious Diseases Department, Royal Darwin Hospital, Darwin, NT, Australia
| | - Thomas Snelling
- Sydney School of Public Health, Faculty of Medicine and Health, The University of Sydney, Sydney, NSW, Australia
- Department of Infectious Diseases and Microbiology, The Children's Hospital at Westmead, Sydney, NSW, Australia
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6
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Dawe J, Gorton C, Lewis R, Richmond JA, Wilkinson AL, Pedrana A, Stoové M, Doyle JS, Russell D. Evaluation of a Project Integrating Financial Incentives into a Hepatitis C Testing and Treatment Model of Care at a Sexual Health Service in Cairns, Australia, 2020-2021. Viruses 2024; 16:800. [PMID: 38793681 PMCID: PMC11125761 DOI: 10.3390/v16050800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2024] [Revised: 05/09/2024] [Accepted: 05/14/2024] [Indexed: 05/26/2024] Open
Abstract
BACKGROUND Understanding the effectiveness of novel models of care in community-based settings is critical to achieving hepatitis C elimination. We conducted an evaluation of a hepatitis C model of care with financial incentives that aimed to improve engagement across the hepatitis C cascade of care at a sexual health service in Cairns, Australia. METHODS Between March 2020 and May 2021, financial incentives were embedded into an established person-centred hepatitis C model of care at Cairns Sexual Health Service. Clients of the Service who self-reported experiences of injecting drugs were offered an AUD 20 cash incentive for hepatitis C testing, treatment initiation, treatment completion, and test for cure. Descriptive statistics were used to describe retention in hepatitis C care in the incentivised model. They were compared to the standard of care offered in the 11 months prior to intervention. RESULTS A total of 121 clients received financial incentives for hepatitis C testing (antibody or RNA). Twenty-eight clients were hepatitis C RNA positive, of whom 92% (24/28) commenced treatment, 75% (21/28) completed treatment, and 68% (19/28) achieved a sustained virological response (SVR). There were improvements in the proportion of clients diagnosed with hepatitis C who commenced treatment (86% vs. 75%), completed treatment (75% vs. 40%), and achieved SVR (68% vs. 17%) compared to the pre-intervention comparison period. CONCLUSIONS In this study, financial incentives improved engagement and retention in hepatitis C care for people who inject drugs in a model of care that incorporated a person-centred and flexible approach.
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Affiliation(s)
- Joshua Dawe
- Disease Elimination, Burnet Institute, Melbourne 3004, Australia
| | - Carla Gorton
- Cairns Sexual Health Service, Cairns 4870, Australia (D.R.)
| | - Rhondda Lewis
- Cairns Sexual Health Service, Cairns 4870, Australia (D.R.)
| | | | - Anna L. Wilkinson
- Disease Elimination, Burnet Institute, Melbourne 3004, Australia
- School of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia
- Melbourne School of Population and Global health, University of Melbourne, Melbourne 3010, Australia
| | - Alisa Pedrana
- Disease Elimination, Burnet Institute, Melbourne 3004, Australia
- School of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia
| | - Mark Stoové
- Disease Elimination, Burnet Institute, Melbourne 3004, Australia
- School of Public Health and Preventive Medicine, Monash University, Melbourne 3004, Australia
- Australian Research Centre in Sex, Health and Society, La Trobe University, Melbourne 3086, Australia
| | - Joseph S. Doyle
- Disease Elimination, Burnet Institute, Melbourne 3004, Australia
- Department of Infectious Diseases, Alfred Health and Monash University, Melbourne 3004, Australia
| | - Darren Russell
- Cairns Sexual Health Service, Cairns 4870, Australia (D.R.)
- School of Medicine and Dentistry, James Cook University, Townsville 4814, Australia
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Gornik AE, Northrup RA, Kalb LG, Jacobson LA, Lieb RW, Peterson RK, Wexler D, Ludwig NN, Ng R, Pritchard AE. To confirm your appointment, please press one: Examining demographic and health system interface factors that predict missed appointments in a pediatric outpatient neuropsychology clinic. Clin Neuropsychol 2024; 38:279-301. [PMID: 37291078 DOI: 10.1080/13854046.2023.2219421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 05/24/2023] [Indexed: 06/10/2023]
Abstract
Objective: Missed patient appointments have a substantial negative impact on patient care, child health and well-being, and clinic functioning. This study aims to identify health system interface and child/family demographic characteristics as potential predictors of appointment attendance in a pediatric outpatient neuropsychology clinic. Method: Pediatric patients (N = 6,976 across 13,362 scheduled appointments) who attended versus missed scheduled appointments at a large, urban assessment clinic were compared on a broad array of factors extracted from the medical record, and the cumulative impact of significant risk factors was examined. Results: In the final multivariate logistic regression model, health system interface factors that significantly predicted more missed appointments included a higher percentage of previous missed appointments within the broader medical center, missing pre-visit intake paperwork, assessment/testing appointment type, and visit timing relative to the COVID-19 pandemic (i.e. more missed appointments prior to the pandemic). Demographic characteristics that significantly predicted more missed appointments in the final model included Medicaid (medical assistance) insurance and greater neighborhood disadvantage per the Area Deprivation Index (ADI). Waitlist length, referral source, season, format (telehealth vs. in-person), need for interpreter, language, and age were not predictive of appointment attendance. Taken together, 7.75% of patients with zero risk factors missed their appointment, while 22.30% of patients with five risk factors missed their appointment. Conclusions: Pediatric neuropsychology clinics have a unique array of factors that impact successful attendance, and identification of these factors can help inform policies, clinic procedures, and strategies to decrease barriers, and thus increase appointment attendance, in similar settings.
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Affiliation(s)
- Allison E Gornik
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
| | - Rachel A Northrup
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Luther G Kalb
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
- Center for Autism and Related Disorders, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Lisa A Jacobson
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
| | - Rebecca W Lieb
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
| | - Rachel K Peterson
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
| | - Danielle Wexler
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
| | - Natasha N Ludwig
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
| | - Rowena Ng
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
| | - Alison E Pritchard
- Department of Neuropsychology, Kennedy Krieger Institute, Baltimore, MD, USA
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins University School of Medicine University, Baltimore, MD, USA
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Sumarsono A, Case M, Kassa S, Moran B. Telehealth as a Tool to Improve Access and Reduce No-Show Rates in a Large Safety-Net Population in the USA. J Urban Health 2023; 100:398-407. [PMID: 36884183 PMCID: PMC9994401 DOI: 10.1007/s11524-023-00721-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/02/2023] [Indexed: 03/09/2023]
Abstract
Low-income populations are at higher risk of missing appointments, resulting in fragmented care and worsening disparities. Compared to face-to-face encounters, telehealth visits are more convenient and could improve access for low-income populations. All outpatient encounters at the Parkland Health between March 2020 and June 2022 were included. No-show rates were compared across encounter types (face-to-face vs telehealth). Generalized estimating equations were used to evaluate the association of encounter type and no-show encounters, clustering by individual patient and adjusting for demographics, comorbidities, and social vulnerability. Interaction analyses were performed. There were 355,976 unique patients with 2,639,284 scheduled outpatient encounters included in this dataset. 59.9% of patients were of Hispanic ethnicity, while 27.0% were of Black race. In a fully adjusted model, telehealth visits were associated with a 29% reduction in odds of no-show (aOR 0.71, 95% CI: 0.70-0.72). Telehealth visits were associated with significantly greater reductions in probability of no-show among patients of Black race and among those who resided in the most socially vulnerable areas. Telehealth encounters were more effective in reducing no-shows in primary care and internal medicine subspecialties than surgical specialties or other non-surgical specialties. These data suggest that telehealth may serve as a tool to improve access to care in socially complex patient populations.
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Affiliation(s)
- Andrew Sumarsono
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA. .,Division of Hospital Medicine, Parkland Health, Dallas, TX, USA.
| | - Molly Case
- Virtual Care Department, Parkland Health, Dallas, TX, USA
| | | | - Brett Moran
- Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.,Clinical Informatics Department, Parkland Health, Dallas, TX, USA
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Oikonomidi T, Norman G, McGarrigle L, Stokes J, van der Veer SN, Dowding D. Predictive model-based interventions to reduce outpatient no-shows: a rapid systematic review. J Am Med Inform Assoc 2022; 30:559-569. [PMID: 36508503 PMCID: PMC9933067 DOI: 10.1093/jamia/ocac242] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 11/24/2022] [Accepted: 11/30/2022] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVE Outpatient no-shows have important implications for costs and the quality of care. Predictive models of no-shows could be used to target intervention delivery to reduce no-shows. We reviewed the effectiveness of predictive model-based interventions on outpatient no-shows, intervention costs, acceptability, and equity. MATERIALS AND METHODS Rapid systematic review of randomized controlled trials (RCTs) and non-RCTs. We searched Medline, Cochrane CENTRAL, Embase, IEEE Xplore, and Clinical Trial Registries on March 30, 2022 (updated on July 8, 2022). Two reviewers extracted outcome data and assessed the risk of bias using ROB 2, ROBINS-I, and confidence in the evidence using GRADE. We calculated risk ratios (RRs) for the relationship between the intervention and no-show rates (primary outcome), compared with usual appointment scheduling. Meta-analysis was not possible due to heterogeneity. RESULTS We included 7 RCTs and 1 non-RCT, in dermatology (n = 2), outpatient primary care (n = 2), endoscopy, oncology, mental health, pneumology, and an magnetic resonance imaging clinic. There was high certainty evidence that predictive model-based text message reminders reduced no-shows (1 RCT, median RR 0.91, interquartile range [IQR] 0.90, 0.92). There was moderate certainty evidence that predictive model-based phone call reminders (3 RCTs, median RR 0.61, IQR 0.49, 0.68) and patient navigators reduced no-shows (1 RCT, RR 0.55, 95% confidence interval 0.46, 0.67). The effect of predictive model-based overbooking was uncertain. Limited information was reported on cost-effectiveness, acceptability, and equity. DISCUSSION AND CONCLUSIONS Predictive modeling plus text message reminders, phone call reminders, and patient navigator calls are probably effective at reducing no-shows. Further research is needed on the comparative effectiveness of predictive model-based interventions addressed to patients at high risk of no-shows versus nontargeted interventions addressed to all patients.
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Affiliation(s)
- Theodora Oikonomidi
- Corresponding Author: Theodora Oikonomidi, PhD, Centre for Health Informatics, Division of Informatics, Imaging and Data Science, Manchester Academic Health Science Centre, The University of Manchester, Manchester, UK;
| | - Gill Norman
- National Institute for Health and Care Research Applied Research Collaboration Greater Manchester, Manchester, UK,Division of Nursing, Midwifery and Social Work, School of Health Sciences, University of Manchester, Manchester, UK
| | - Laura McGarrigle
- National Institute for Health and Care Research Applied Research Collaboration Greater Manchester, Manchester, UK,Wythenshawe Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Jonathan Stokes
- Centre for Primary Care & Health Services Research, The University of Manchester, Manchester, UK,MRC/CSO Social & Public Health Sciences Unit, University of Glasgow, Glasgow, UK
| | - Sabine N van der Veer
- Centre for Health Informatics, Division of Informatics, Imaging and Data Science, Manchester Academic Health Science Centre, The University of Manchester, Manchester, UK,National Institute for Health and Care Research Applied Research Collaboration Greater Manchester, Manchester, UK
| | - Dawn Dowding
- National Institute for Health and Care Research Applied Research Collaboration Greater Manchester, Manchester, UK,Division of Nursing, Midwifery and Social Work, School of Health Sciences, University of Manchester, Manchester, UK
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10
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Crable EL, Biancarelli DL, Aurora M, Drainoni ML, Walkey AJ. Interventions to increase appointment attendance in safety net health centers: A systematic review and meta-analysis. J Eval Clin Pract 2021; 27:965-975. [PMID: 33064929 DOI: 10.1111/jep.13496] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 09/28/2020] [Indexed: 11/28/2022]
Abstract
RATIONALE, AIMS AND OBJECTIVES Missed appointments are a persistent problem across healthcare settings, and result in negative outcomes for providers and patients. We aimed to review and evaluate the effectiveness of interventions designed to reduce missed appointments in safety net settings. METHODS We conducted a systematic review of interventions reported in three electronic databases. Data extraction and quality assessment were conducted according to PRISMA guidelines. Eligible studies were analyzed qualitatively to describe intervention types. A random effects model was used to measure the pooled relative risk of appointment adherence across interventions in the meta-analysis. RESULTS Thirty-four studies met inclusion criteria for the qualitative synthesis, and 21 studies reported sufficient outcome data for inclusion in the meta-analysis. Qualitative analysis classified nine types of interventions used to increase attendance; however, application of each intervention type varied widely between studies. Across all study types (N = 12 000), RR was 1.08, (95% CI 1.03, 1.13) for any intervention used to increase appointment attendance. No single intervention was clearly effective: facilitated appointment scheduling [RR = 3.31 (95% CI: 0.30, 37.13)], financial incentives [RR = 1.88 (0.73, 4.82)] case management/patient navigator [RR = 1.09, (0.96, 1.24)], text messages [RR = 1.02 (0.96, 1.08)], transportation, [RR = 1.05 (0.98, 1.13)], telephone reminder calls [RR 1.12, (0.87, 1.45)], in-person referrals, [RR = 1.01 (0.90, 1.13)], patient contracts [RR = 0.87 (0.52, 1.46)] or combined strategies, [RR = 1.16 (1.03, 1.32)]. No strategy was clearly superior to others, p interaction = .50. CONCLUSIONS Strategies to improve appointment adherence in safety net hospitals varied widely and were only modestly effective. Further research harmonizing intervention delivery within each strategy and comparing strategies with the most potential for success is needed.
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Affiliation(s)
- Erika L Crable
- Evans Center for Implementation and Improvement Sciences, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA.,Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Dea L Biancarelli
- Evans Center for Implementation and Improvement Sciences, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA.,Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Marisa Aurora
- Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts, USA
| | - Mari-Lynn Drainoni
- Evans Center for Implementation and Improvement Sciences, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA.,Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts, USA.,Section of Infectious Diseases, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA.,Center for Healthcare Organization and Implementation Research, Edith Nourse Rogers Memorial VA Hospital, Bedford, Massachusetts, USA
| | - Allan J Walkey
- Evans Center for Implementation and Improvement Sciences, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA.,Department of Health Law, Policy and Management, Boston University School of Public Health, Boston, Massachusetts, USA.,The Pulmonary Center, Department of Medicine, Boston University School of Medicine, Boston, Massachusetts, USA
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11
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Valerio H, Alavi M, Silk D, Treloar C, Martinello M, Milat A, Dunlop A, Holden J, Henderson C, Amin J, Read P, Marks P, Degenhardt L, Hayllar J, Reid D, Gorton C, Lam T, Dore GJ, Grebely J. Progress Towards Elimination of Hepatitis C Infection Among People Who Inject Drugs in Australia: The ETHOS Engage Study. Clin Infect Dis 2021; 73:e69-e78. [PMID: 32421194 DOI: 10.1093/cid/ciaa571] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 05/11/2020] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Evaluating progress towards hepatitis C virus (HCV) elimination is critical. This study estimated prevalence of current HCV infection and HCV treatment uptake among people who inject drugs (PWID) in Australia. METHODS The Enhancing Treatment of Hepatitis C in Opioid Substitution Settings Engage is an observational study of PWID attending drug treatment clinics and needle and syringe programs (NSPs). Participants completed a questionnaire including self-reported treatment history and underwent point-of-care HCV RNA testing (Xpert HCV Viral Load Fingerstick; Cepheid). RESULTS Between May 2018 and September 2019, 1443 participants were enrolled (64% injected drugs in the last month, 74% receiving opioid agonist therapy [OAT]). HCV infection status was uninfected (28%), spontaneous clearance (16%), treatment-induced clearance (32%), and current infection (24%). Current HCV was more likely among people who were homeless (adjusted odds ratio, 1.47; 95% confidence interval, 1.00-2.16), incarcerated in the previous year (2.04; 1.38-3.02), and those injecting drugs daily or more (2.26; 1.43-2.42). Among those with previous chronic or current HCV, 66% (n = 520/788) reported HCV treatment. In adjusted analysis, HCV treatment was lower among females (.68; .48-.95), participants who were homeless (.59; .38-.96), and those injecting daily or more (.51; .31-.89). People aged ≥45 years (1.46; 1.06-2.01) and people receiving OAT (2.62; 1.52-4.51) were more likely to report HCV treatment. CONCLUSIONS Unrestricted direct-acting antiviral therapy access in Australia has yielded high treatment uptake among PWID attending drug treatment and NSPs, with a marked decline in HCV prevalence. To achieve elimination, PWID with greater marginalization may require additional support and tailored strategies to enhance treatment.
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Affiliation(s)
- Heather Valerio
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia
| | - Maryam Alavi
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia
| | - David Silk
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia
| | - Carla Treloar
- Centre for Social Research in Health, UNSW Sydney, Sydney, New South Wales, Australia
| | | | - Andrew Milat
- Centre for Epidemiology and Evidence, NSW Health, Sydney, New South Wales, Australia.,School of Public Health, University of Sydney, Sydney, New South Wales, Australia
| | - Adrian Dunlop
- Centre for Translational Neuroscience and Mental Health, Hunter Medical Research Institute and University of Newcastle, Newcastle, New South Wales, Australia.,Drug and Alcohol Clinical Services, Hunter New England Local Health District, Newcastle, New South Wales, Australia
| | - Jo Holden
- Population Health Strategy and Performance, NSW Health, Sydney, New South Wales, Australia
| | | | - Janaki Amin
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia.,Macquarie University, Sydney, New South Wales, Australia
| | - Phillip Read
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia.,Kirketon Road Centre, Sydney, New South Wales, Australia
| | - Philippa Marks
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia
| | - Louisa Degenhardt
- National Drug and Alcohol Research Centre, UNSW Sydney, Sydney, New South Wales, Australia
| | - Jeremy Hayllar
- Alcohol and Drug Service, Metro North Mental Health, Metro North Hospital and Health Service, Brisbane, Queensland, Australia
| | - David Reid
- The Orana Centre, Illawarra Shoalhaven LHD, Wollongong, New South Wales, Australia
| | - Carla Gorton
- Cairns Sexual Health Service, Cairns, Queensland, Australia
| | - Thao Lam
- Drug Health, Western Sydney Local Health District, Sydney, New South Wales, Australia
| | - Gregory J Dore
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia
| | - Jason Grebely
- The Kirby Institute, UNSW Sydney, Sydney, New South Wales, Australia
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12
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Traynor SM, Metsch LR, Gooden L, Stitzer M, Matheson T, Tross S, Carrico AW, Jain MK, Del Rio C, Feaster DJ. Self-efficacy as a mediator of patient navigation interventions to engage persons living with HIV and substance use. Drug Alcohol Depend 2021; 221:108567. [PMID: 33610093 PMCID: PMC8067954 DOI: 10.1016/j.drugalcdep.2021.108567] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 01/04/2021] [Accepted: 01/06/2021] [Indexed: 11/24/2022]
Abstract
BACKGROUND People living with HIV who report substance use (PLWH-SU) face many barriers to care, resulting in an increased risk for poor health outcomes and the potential for ongoing disease transmission. This study evaluates the mechanisms by which Patient Navigation (PN) and Contingency Management (CM) interventions may work to address barriers to care and improve HIV outcomes in this population. METHODS Mediation analysis was conducted using data from a randomized, multi-site trial testing PN interventions to improve HIV care outcomes among 801 hospitalized PLHW-SU. Direct and indirect effects of PN and PN + CM were evaluated through five potential mediators-psychosocial conditions, healthcare avoidance, financial hardship, system barriers, and self-efficacy for HIV treatment adherence-on engagement in HIV care and viral suppression. RESULTS The PN + CM intervention had an indirect effect on improving engagement in HIV care at 6 months by increasing self-efficacy for HIV treatment adherence (β = 0.042, 95% CI = 0.008, 0.086). PN + CM also led to increases in viral suppression at 6 months (β = 0.090, 95% CI = 0.023, 0.168) and 12 months (β = 0.069, 95% CI = 0.009, 0.129) via increases in self-efficacy, although the direct effects were not significant. No mediating effects were observed for PN alone. CONCLUSION PN + CM interventions for PLWH-SU can increase an individual's self-efficacy for HIV treatment adherence, which in turn improves engagement in care at 6 months and may contribute to viral suppression over 12 months. Building self-efficacy may be a key factor in the success of such interventions and should be considered as a primary goal of PN + CM in practice.
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Affiliation(s)
- Sharleen M Traynor
- University of Miami Miller School of Public Health, Department of Public Health Sciences, 1120 NW 14th Street, Miami, FL, 33136, USA.
| | - Lisa R Metsch
- Columbia University, Mailman School of Public Health, Department of Sociomedical Sciences, 2971 Broadway, 612 Lewisohn Hall, New York, NY, 10027, USA
| | - Lauren Gooden
- Columbia University, Mailman School of Public Health, Department of Sociomedical Sciences, 2971 Broadway, 612 Lewisohn Hall, New York, NY, 10027, USA
| | - Maxine Stitzer
- Johns Hopkins University School of Medicine, Department of Psychiatry and Behavioral Sciences, 5510 Nathan Shock Drive, Suite 1500, Baltimore, MD, 21224, USA
| | - Tim Matheson
- San Francisco Department of Public Health, Center for Public Health Research, 25 Van Ness Avenue, Suite 500, San Francisco, CA, 94102, USA
| | - Susan Tross
- Columbia University, Department of Psychiatry, 1051 Riverside Drive, New York, NY, 10032, USA
| | - Adam W Carrico
- University of Miami Miller School of Public Health, Department of Public Health Sciences, 1120 NW 14th Street, Miami, FL, 33136, USA
| | - Mamta K Jain
- University of Texas Southwestern Medical Center, Department of Internal Medicine, 5323 Harry Hines Boulevard, Dallas, TX, 75390, USA
| | - Carlos Del Rio
- Emory University School of Medicine, Division of Infectious Diseases, 100 Woodruff Circle, Atlanta, GA, 30322, USA
| | - Daniel J Feaster
- University of Miami Miller School of Public Health, Department of Public Health Sciences, 1120 NW 14th Street, Miami, FL, 33136, USA
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13
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Boloori A, Arnetz BB, Viens F, Maiti T, Arnetz JE. Misalignment of Stakeholder Incentives in the Opioid Crisis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:E7535. [PMID: 33081276 PMCID: PMC7589670 DOI: 10.3390/ijerph17207535] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 10/03/2020] [Accepted: 10/04/2020] [Indexed: 12/14/2022]
Abstract
The current opioid epidemic has killed more than 446,000 Americans over the past two decades. Despite the magnitude of the crisis, little is known to what degree the misalignment of incentives among stakeholders due to competing interests has contributed to the current situation. In this study, we explore evidence in the literature for the working hypothesis that misalignment rooted in the cost, quality, or access to care can be a significant contributor to the opioid epidemic. The review identified several problems that can contribute to incentive misalignment by compromising the triple aims (cost, quality, and access) in this epidemic. Some of these issues include the inefficacy of conventional payment mechanisms in providing incentives for providers, practice guidelines in pain management that are not easily implementable across different medical specialties, barriers in adopting multi-modal pain management strategies, low capacity of providers/treatments to address opioid/substance use disorders, the complexity of addressing the co-occurrence of chronic pain and opioid use disorders, and patients' non-adherence to opioid substitution treatments. In discussing these issues, we also shed light on factors that can facilitate the alignment of incentives among stakeholders to effectively address the current crisis.
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Affiliation(s)
- Alireza Boloori
- Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, USA; (F.V.); (T.M.)
- Department of Family Medicine, Michigan State University, Grand Rapids, MI 49503, USA; (B.B.A.); (J.E.A.)
| | - Bengt B. Arnetz
- Department of Family Medicine, Michigan State University, Grand Rapids, MI 49503, USA; (B.B.A.); (J.E.A.)
| | - Frederi Viens
- Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, USA; (F.V.); (T.M.)
| | - Taps Maiti
- Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, USA; (F.V.); (T.M.)
| | - Judith E. Arnetz
- Department of Family Medicine, Michigan State University, Grand Rapids, MI 49503, USA; (B.B.A.); (J.E.A.)
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