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Li F, Jörg F, Li X, Feenstra T. A Promising Approach to Optimizing Sequential Treatment Decisions for Depression: Markov Decision Process. PHARMACOECONOMICS 2022; 40:1015-1032. [PMID: 36100825 PMCID: PMC9550715 DOI: 10.1007/s40273-022-01185-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Accepted: 08/28/2022] [Indexed: 06/15/2023]
Abstract
The most appropriate next step in depression treatment after the initial treatment fails is unclear. This study explores the suitability of the Markov decision process for optimizing sequential treatment decisions for depression. We conducted a formal comparison of a Markov decision process approach and mainstream state-transition models as used in health economic decision analysis to clarify differences in the model structure. We performed two reviews: the first to identify existing applications of the Markov decision process in the field of healthcare and the second to identify existing health economic models for depression. We then illustrated the application of a Markov decision process by reformulating an existing health economic model. This provided input for discussing the suitability of a Markov decision process for solving sequential treatment decisions in depression. The Markov decision process and state-transition models differed in terms of flexibility in modeling actions and rewards. In all, 23 applications of a Markov decision process within the context of somatic disease were included, 16 of which concerned sequential treatment decisions. Most existing health economic models relating to depression have a state-transition structure. The example application replicated the health economic model and enabled additional capacity to make dynamic comparisons of more interventions over time than was possible with traditional state-transition models. Markov decision processes have been successfully applied to address sequential treatment-decision problems, although the results have been published mostly in economics journals that are not related to healthcare. One advantage of a Markov decision process compared with state-transition models is that it allows extended action space: the possibility of making dynamic comparisons of different treatments over time. Within the context of depression, although existing state-transition models are too basic to evaluate sequential treatment decisions, the assumptions of a Markov decision process could be satisfied. The Markov decision process could therefore serve as a powerful model for optimizing sequential treatment in depression. This would require a sufficiently elaborate state-transition model at the cohort or patient level.
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Affiliation(s)
- Fang Li
- University of Groningen, Faculty of Science and Engineering, Groningen Research Institute of Pharmacy, A. Deusinglaan 1, 9713 AV, Groningen, The Netherlands.
| | - Frederike Jörg
- University of Groningen, University Medical Center Groningen, University Center Psychiatry, Rob Giel Research Center, Interdisciplinary Centre for Psychopathology and Emotion Regulation, Groningen, The Netherlands
- Research Department, GGZ Friesland, Leeuwarden, The Netherlands
| | - Xinyu Li
- University of Groningen, Faculty of Science and Engineering, Groningen Research Institute of Pharmacy, A. Deusinglaan 1, 9713 AV, Groningen, The Netherlands
| | - Talitha Feenstra
- University of Groningen, Faculty of Science and Engineering, Groningen Research Institute of Pharmacy, A. Deusinglaan 1, 9713 AV, Groningen, The Netherlands
- Center for Nutrition, Prevention and Health Services Research, National Institute for Public Health and the Environment (RIVM), Bilthoven, The Netherlands
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Mutyambizi-Mafunda V, Myers B, Sorsdahl K, Chanakira E, Lund C, Cleary S. Economic evaluation of psychological treatments for common mental disorders in low- and middle-income countries: a systematic review. Health Policy Plan 2022; 38:239-260. [PMID: 36005943 PMCID: PMC9923379 DOI: 10.1093/heapol/czac069] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 07/29/2022] [Accepted: 08/25/2022] [Indexed: 11/13/2022] Open
Abstract
Common mental disorders (CMDs) constitute a major public health and economic burden on low- and middle-income countries (LMICs). Systematic reviews of economic evaluations of psychological treatments for CMDs are limited. This systematic review examines methods, reports findings and appraises the quality of economic evaluations of psychological treatments for CMDs in LMICs. We searched a range of bibliographic databases (including PubMed, EconLit, APA-PsycINFO and Cochrane library) and the African Journals Online (AJoL) and Google Scholar platforms. We used a pre-populated template to extract data and the Drummond & Jefferson checklist for quality appraisal. We present results as a narrative synthesis. The review included 26 studies, mostly from Asia (12) and Africa (9). The majority were cost-effectiveness analyses (12), some were cost-utility analyses (5), with one cost-benefit analysis or combinations of economic evaluations (8). Most interventions were considered either cost-effective or potentially cost-effective (22), with 3 interventions being not cost-effective. Limitations were noted regarding appropriateness of conclusions drawn on cost-effectiveness, the use of cost-effectiveness thresholds and application of 'societal' incremental cost-effectiveness ratios to reflect value for money (VfM) of treatments. Non-specialist health workers (NSHWs) delivered most of the treatments (16) for low-cost delivery at scale, and costs should reflect the true opportunity cost of NSHWs' time to support the development of a sustainable cadre of health care providers. There is a 4-fold increase in economic evaluations of CMD psychological treatments in the last decade over the previous one. Yet, findings from this review highlight the need for better application of economic evaluation methodology to support resource allocation towards the World Health Organization recommended first-line treatments of CMDs. We suggest impact inventories to capture societal economic gains and propose a VfM assessment framework to guide researchers in evaluating cost-effectiveness.
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Affiliation(s)
- Vimbayi Mutyambizi-Mafunda
- *Corresponding author. Health Economics Unit, School of Public Health and Family Medicine, Health Sciences Faculty, University of Cape Town, Anzio Road, Observatory, Cape Town 7925, South Africa. E-mail:
| | - Bronwyn Myers
- Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Kent Street, Bentley, Perth, WA 6102, Australia,Alcohol, Tobacco and Other Drug Research Unit, South African Medical Research Council, Francie van Zyl Drive, Tygerberg, Cape Town 7505, South Africa,Division of Addiction Psychiatry, Department of Psychiatry and Mental Health, 1st Floor, Neuroscience Institute, Groote Schuur Hospital, University of Cape Town, Observatory, Cape Town 7925, South Africa
| | - Katherine Sorsdahl
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, 46 Sawkins Road, Rondebosch, Cape Town 7700, South Africa
| | - Esther Chanakira
- School of Health and Related Research, University of Sheffield, Regent Court, 30 Regent Street, Sheffield, S1 4DA, UK
| | - Crick Lund
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, 46 Sawkins Road, Rondebosch, Cape Town 7700, South Africa,Centre for Global Mental Health, Health Service and Population Research Department, Institute of Psychiatry, Psychology and Neuroscience, King’s Global Health Institute, King’s College London, De Crespigny Park, London, SE5 8AF, UK
| | - Susan Cleary
- Health Economics Unit, School of Public Health and Family Medicine, Health Sciences Faculty, University of Cape Town, Anzio Road, Observatory, Cape Town 7925, South Africa
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Healey A, Verhey R, Mosweu I, Boadu J, Chibanda D, Chitiyo C, Wagenaar B, Senra H, Chiriseri E, Mboweni S, Araya R. Economic threshold analysis of delivering a task-sharing treatment for common mental disorders at scale: the Friendship Bench, Zimbabwe. EVIDENCE-BASED MENTAL HEALTH 2021; 25:47-53. [PMID: 34794967 PMCID: PMC9046737 DOI: 10.1136/ebmental-2021-300317] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Accepted: 10/15/2021] [Indexed: 11/20/2022]
Abstract
Background Task-sharing treatment approaches offer a pragmatic approach to treating common mental disorders in low-income and middle-income countries (LMICs). The Friendship Bench (FB), developed in Zimbabwe with increasing adoption in other LMICs, is one example of this type of treatment model using lay health workers (LHWs) to deliver treatment. Objective To consider the level of treatment coverage required for a recent scale-up of the FB in Zimbabwe to be considered cost-effective. Methods A modelling-based deterministic threshold analysis conducted within a ‘cost-utility’ framework using a recommended cost-effectiveness threshold. Findings The FB would need to treat an additional 3413 service users (10 per active LHW per year) for its scale-up to be considered cost-effective. This assumes a level of treatment effect observed under clinical trial conditions. The associated incremental cost-effectiveness ratio was $191 per year lived with disability avoided, assuming treatment coverage levels reported during 2020. The required treatment coverage for a cost-effective outcome is within the level of treatment coverage observed during 2020 and remained so even when assuming significantly compromised levels of treatment effect. Conclusions The economic case for a scaled-up delivery of the FB appears convincing in principle and its adoption at scale in LMIC settings should be given serious consideration. Clinical implications Further evidence on the types of scale-up strategies that are likely to offer an effective and cost-effective means of sustaining required levels of treatment coverage will help focus efforts on approaches to scale-up that optimise resources invested in task-sharing programmes.
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Affiliation(s)
- Andrew Healey
- Health Services and Population Research, King's College London, London, UK
| | - Ruth Verhey
- Friendship Bench, Harare, Zimbabwe.,Research Support Trust, Department of Community Medicine, University of Zimbabwe, Harare, Zimbabwe
| | - Iris Mosweu
- Department of Health Policy, London School of Economics, London, UK
| | - Janet Boadu
- Health Services and Population Research, King's College London, London, UK
| | - Dixon Chibanda
- Friendship Bench, Harare, Zimbabwe.,Research Support Trust, Department of Community Medicine, University of Zimbabwe, Harare, Zimbabwe
| | | | - Brad Wagenaar
- Department of Epidemiology, University of Washington, Seattle, Washington, USA
| | - Hugo Senra
- Center for Research in Neuropsychology and Cognitive and Behavioral Intervention (CINEICC), University of Coimbra, Coimbra, Portugal.,School of Health and Social Care, University of Essex, Colchester, UK
| | | | | | - Ricardo Araya
- Health Services and Population Research, King's College London, London, UK
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van Ginneken N, Chin WY, Lim YC, Ussif A, Singh R, Shahmalak U, Purgato M, Rojas-García A, Uphoff E, McMullen S, Foss HS, Thapa Pachya A, Rashidian L, Borghesani A, Henschke N, Chong LY, Lewin S. Primary-level worker interventions for the care of people living with mental disorders and distress in low- and middle-income countries. Cochrane Database Syst Rev 2021; 8:CD009149. [PMID: 34352116 PMCID: PMC8406740 DOI: 10.1002/14651858.cd009149.pub3] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
BACKGROUND Community-based primary-level workers (PWs) are an important strategy for addressing gaps in mental health service delivery in low- and middle-income countries. OBJECTIVES: To evaluate the effectiveness of PW-led treatments for persons with mental health symptoms in LMICs, compared to usual care. SEARCH METHODS: MEDLINE, Embase, CENTRAL, ClinicalTrials.gov, ICTRP, reference lists (to 20 June 2019). SELECTION CRITERIA: Randomised trials of PW-led or collaborative-care interventions treating people with mental health symptoms or their carers in LMICs. PWs included: primary health professionals (PHPs), lay health workers (LHWs), community non-health professionals (CPs). DATA COLLECTION AND ANALYSIS: Seven conditions were identified apriori and analysed by disorder and PW examining recovery, prevalence, symptom change, quality-of-life (QOL), functioning, service use (SU), and adverse events (AEs). Risk ratios (RRs) were used for dichotomous outcomes; mean difference (MDs), standardised mean differences (SMDs), or mean change differences (MCDs) for continuous outcomes. For SMDs, 0.20 to 0.49 represented small, 0.50 to 0.79 moderate, and ≥0.80 large clinical effects. Analysis timepoints: T1 (<1 month), T2 (1-6 months), T3 ( >6 months) post-intervention. MAIN RESULTS: Description of studies 95 trials (72 new since 2013) from 30 LMICs (25 trials from 13 LICs). Risk of bias Most common: detection bias, attrition bias (efficacy), insufficient protection against contamination. Intervention effects *Unless indicated, comparisons were usual care at T2. "Probably", "may", or "uncertain" indicates "moderate", "low," or "very low" certainty evidence. Adults with common mental disorders (CMDs) LHW-led interventions a. may increase recovery (2 trials, 308 participants; RR 1.29, 95%CI 1.06 to 1.56); b. may reduce prevalence (2 trials, 479 participants; RR 0.42, 95%CI 0.18 to 0.96); c. may reduce symptoms (4 trials, 798 participants; SMD -0.59, 95%CI -1.01 to -0.16); d. may improve QOL (1 trial, 521 participants; SMD 0.51, 95%CI 0.34 to 0.69); e. may slightly reduce functional impairment (3 trials, 1399 participants; SMD -0.47, 95%CI -0.8 to -0.15); f. may reduce AEs (risk of suicide ideation/attempts); g. may have uncertain effects on SU. Collaborative-care a. may increase recovery (5 trials, 804 participants; RR 2.26, 95%CI 1.50 to 3.43); b. may reduce prevalence although the actual effect range indicates it may have little-or-no effect (2 trials, 2820 participants; RR 0.57, 95%CI 0.32 to 1.01); c. may slightly reduce symptoms (6 trials, 4419 participants; SMD -0.35, 95%CI -0.63 to -0.08); d. may slightly improve QOL (6 trials, 2199 participants; SMD 0.34, 95%CI 0.16 to 0.53); e. probably has little-to-no effect on functional impairment (5 trials, 4216 participants; SMD -0.13, 95%CI -0.28 to 0.03); f. may reduce SU (referral to MH specialists); g. may have uncertain effects on AEs (death). Women with perinatal depression (PND) LHW-led interventions a. may increase recovery (4 trials, 1243 participants; RR 1.29, 95%CI 1.08 to 1.54); b. probably slightly reduce symptoms (5 trials, 1989 participants; SMD -0.26, 95%CI -0.37 to -0.14); c. may slightly reduce functional impairment (4 trials, 1856 participants; SMD -0.23, 95%CI -0.41 to -0.04); d. may have little-to-no effect on AEs (death); e. may have uncertain effects on SU. Collaborative-care a. has uncertain effects on symptoms/QOL/SU/AEs. Adults with post-traumatic stress (PTS) or CMDs in humanitarian settings LHW-led interventions a. may slightly reduce depression symptoms (5 trials, 1986 participants; SMD -0.36, 95%CI -0.56 to -0.15); b. probably slightly improve QOL (4 trials, 1918 participants; SMD -0.27, 95%CI -0.39 to -0.15); c. may have uncertain effects on symptoms (PTS)/functioning/SU/AEs. PHP-led interventions a. may reduce PTS symptom prevalence (1 trial, 313 participants; RR 5.50, 95%CI 2.50 to 12.10) and depression prevalence (1 trial, 313 participants; RR 4.60, 95%CI 2.10 to 10.08); b. may have uncertain effects on symptoms/functioning/SU/AEs. Adults with harmful/hazardous alcohol or substance use LHW-led interventions a. may increase recovery from harmful/hazardous alcohol use although the actual effect range indicates it may have little-or-no effect (4 trials, 872 participants; RR 1.28, 95%CI 0.94 to 1.74); b. may have little-to-no effect on the prevalence of methamphetamine use (1 trial, 882 participants; RR 1.01, 95%CI 0.91 to 1.13) and functional impairment (2 trials, 498 participants; SMD -0.14, 95%CI -0.32 to 0.03); c. probably slightly reduce risk of harmful/hazardous alcohol use (3 trials, 667 participants; SMD -0.22, 95%CI -0.32 to -0.11); d. may have uncertain effects on SU/AEs. PHP/CP-led interventions a. probably have little-to-no effect on recovery from harmful/hazardous alcohol use (3 trials, 1075 participants; RR 0.93, 95%CI 0.77 to 1.12) or QOL (1 trial, 560 participants; MD 0.00, 95%CI -0.10 to 0.10); b. probably slightly reduce risk of harmful/hazardous alcohol and substance use (2 trials, 705 participants; SMD -0.20, 95%CI -0.35 to -0.05; moderate-certainty evidence); c. may have uncertain effects on prevalence (cannabis use)/SU/AEs. PW-led interventions for alcohol/substance dependence a. may have uncertain effects. Adults with severe mental disorders *Comparisons were specialist-led care at T1. LHW-led interventions a. may have little-to-no effect on caregiver burden (1 trial, 253 participants; MD -0.04, 95%CI -0.18 to 0.11); b. may have uncertain effects on symptoms/functioning/SU/AEs. PHP-led or collaborative-care a. may reduce functional impairment (7 trials, 874 participants; SMD -1.13, 95%CI -1.78 to -0.47); b. may have uncertain effects on recovery/relapse/symptoms/QOL/SU. Adults with dementia and carers PHP/LHW-led carer interventions a. may have little-to-no effect on the severity of behavioural symptoms in dementia patients (2 trials, 134 participants; SMD -0.26, 95%CI -0.60 to 0.08); b. may reduce carers' mental distress (2 trials, 134 participants; SMD -0.47, 95%CI -0.82 to -0.13); c. may have uncertain effects on QOL/functioning/SU/AEs. Children with PTS or CMDs LHW-led interventions a. may have little-to-no effect on PTS symptoms (3 trials, 1090 participants; MCD -1.34, 95%CI -2.83 to 0.14); b. probably have little-to-no effect on depression symptoms (3 trials, 1092 participants; MCD -0.61, 95%CI -1.23 to 0.02) or on functional impairment (3 trials, 1092 participants; MCD -0.81, 95%CI -1.48 to -0.13); c. may have little-or-no effect on AEs. CP-led interventions a. may have little-to-no effect on depression symptoms (2 trials, 602 participants; SMD -0.19, 95%CI -0.57 to 0.19) or on AEs; b. may have uncertain effects on recovery/symptoms(PTS)/functioning. AUTHORS' CONCLUSIONS PW-led interventions show promising benefits in improving outcomes for CMDs, PND, PTS, harmful alcohol/substance use, and dementia carers in LMICs.
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Affiliation(s)
- Nadja van Ginneken
- Department of Primary Care and Mental Health, University of Liverpool, Liverpool, UK
| | - Weng Yee Chin
- Department of Family Medicine and Primary Care, The University of Hong Kong, Pokfulam, Hong Kong
| | | | - Amin Ussif
- Norwegian Institute of Public Health, Oslo, Norway
| | - Rakesh Singh
- Department of Community Health Sciences, School of Medicine and School of Public Health, Patan Academy of Health Sciences, Lalitpur, Nepal
| | - Ujala Shahmalak
- Division of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, UK
| | - Marianna Purgato
- Department of Neurosciences, Biomedicine and Movement Sciences, Section of Psychiatry, University of Verona, Verona, Italy
| | - Antonio Rojas-García
- Public Health Policy Evaluation Unit, School of Public Health, Imperial College London, London, UK
| | - Eleonora Uphoff
- Cochrane Common Mental Disorders, Centre for Reviews and Dissemination, University of York, York, UK
| | - Sarah McMullen
- Division of Population Health, Health Services Research & Primary Care, The University of Manchester, Manchester, UK
| | | | - Ambika Thapa Pachya
- Department of Community Health Sciences, School of Medicine and School of Public Health, Patan Academy of Health Sciences, Lalitpur, Nepal
| | | | - Anna Borghesani
- Department of Neurosciences, Biomedicine and Movement Sciences, Section of Psychiatry, University of Verona, Verona, Italy
| | | | - Lee-Yee Chong
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - Simon Lewin
- Norwegian Institute of Public Health, Oslo, Norway
- Health Systems Research Unit, South African Medical Research Council, Cape Town, South Africa
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Cubillos L, Bartels SM, Torrey WC, Naslund J, Uribe-Restrepo JM, Gaviola C, Díaz SC, John DT, Williams MJ, Cepeda M, Gómez-Restrepo C, Marsch LA. The effectiveness and cost-effectiveness of integrating mental health services in primary care in low- and middle-income countries: systematic review. BJPsych Bull 2021; 45:40-52. [PMID: 32321610 PMCID: PMC8058938 DOI: 10.1192/bjb.2020.35] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Revised: 03/11/2020] [Accepted: 03/14/2020] [Indexed: 11/23/2022] Open
Abstract
AIMS AND METHOD This systematic review examines the effectiveness and cost-effectiveness of behavioural health integration into primary healthcare in the management of depression and unhealthy alcohol use in low- and middle-income countries. Following PRISMA guidelines, this review included research that studied patients aged ≥18 years with unhealthy alcohol use and/or depression of any clinical severity. An exploration of the models of integration was used to characterise a typology of behavioural health integration specific for low- and middle-income countries. RESULTS Fifty-eight articles met inclusion criteria. Studies evidenced increased effectiveness of integrated care over treatment as usual for both conditions. The economic evaluations found increased direct health costs but cost-effective estimates. The included studies used six distinct behavioural health integration models. CLINICAL IMPLICATIONS Behavioural health integration may yield improved health outcomes, although it may require additional resources. The proposed typology can assist decision-makers to advance the implementation of integrated models.
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Affiliation(s)
- Leonardo Cubillos
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, USA
- Department of Psychiatry, Geisel School of Medicine at Dartmouth, USA
| | - Sophia M. Bartels
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, USA
| | - William C. Torrey
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, USA
- Department of Psychiatry, Geisel School of Medicine at Dartmouth, USA
- The Dartmouth Institute, Geisel School of Medicine at Dartmouth, USA
| | - John Naslund
- Department of Global Health and Social Medicine, Harvard Medical School, USA
| | | | - Chelsea Gaviola
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, USA
| | - Sergio Castro Díaz
- Department of Clinical Epidemiology and Biostatistics, Pontificia Universidad Javeriana, Colombia
| | - Deepak T. John
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, USA
| | - Makeda J. Williams
- Center for Global Mental Health Research, National Institute of Mental Health, USA
| | - Magda Cepeda
- Department of Clinical Epidemiology and Biostatistics, Pontificia Universidad Javeriana, Colombia
| | - Carlos Gómez-Restrepo
- Department of Psychiatry and Mental Health, Pontificia Universidad Javeriana, Colombia
- Department of Clinical Epidemiology and Biostatistics, Pontificia Universidad Javeriana, Colombia
| | - Lisa A. Marsch
- Center for Technology and Behavioral Health, Geisel School of Medicine at Dartmouth, USA
- Department of Psychiatry, Geisel School of Medicine at Dartmouth, USA
- The Dartmouth Institute, Geisel School of Medicine at Dartmouth, USA
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Mutyambizi-Mafunda V, Myers B, Sorsdahl K, Chanakira E, Lund C, Cleary S. Economic evaluations of psychological treatments for common mental disorders in low- and middle-income countries: protocol for a systematic review. Glob Health Action 2021; 14:1972561. [PMID: 34514969 PMCID: PMC8439217 DOI: 10.1080/16549716.2021.1972561] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 08/16/2021] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Common mental disorders (CMDs) are highly prevalent conditions that constitute a major public health and economic burden on society in low- and middle-income countries (LMICs). Despite the increased demand for economic evidence to support resource allocation for scaled-up implementation of mental health services in these contexts, economic evaluations of psychological treatments for CMDs remain scarce. OBJECTIVE The proposed systematic review aims to synthesize findings on methods and outcomes of economic evaluations of psychological treatments for CMDs in LMICs and appraise quality. METHODS We will identify, select, and extract data from published economic evaluations of psychological interventions for CMDs conducted in LMICs. We will search bibliographic databases (PubMed, EMBASE, CINAHL, Web of Science, EconLit, PsycINFO, Africa-Wide Information, Cochrane library, Centre for Reviews and Dissemination (CRD), Cost Effectiveness Analysis (CEA) Registry), and the African Journals Online (AJOL) and Google Scholar platforms. Only full economic evaluations (Cost-Effectiveness Analysis (CEA), Cost-Utility Analysis (CUA), Cost-Consequence Analysis (CCA), or Cost-Benefit Analysis (CBA)) of psychological treatments for CMDs (defined as depressive, anxiety, and substance use disorders) conducted in LMICs will be included. There will be no restrictions based on date of publication, perspective, follow-up duration or sample size. Data extraction will be guided by the Consolidated Health Economic Evaluation Reporting Standards (CHEERS) checklist. RESULTS The results presented will be examined using a narrative synthesis approach. The quality of included studies will be assessed using the Drummond & Jefferson checklist. CONCLUSION The fledgling evidence base in this area provides an opportunity to promote improved economic evaluation methods in line with repeated calls for economic evidence alongside effectiveness evidence in these settings. A rigorously developed economic evaluation evidence base will support resource allocation decisions for scaled up implementation of psychological interventions in LMIC settings. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42020185277.
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Affiliation(s)
- Vimbayi Mutyambizi-Mafunda
- Health Economics Unit, School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa
| | - Bronwyn Myers
- Curtin enAble Institute, Faculty of Health Sciences, Curtin University, Perth, Australia
- Alcohol, Tobacco and Other Drug Research Unit, South African Medical Research Council, Cape Town, South Africa
- Division of Addiction Psychiatry, Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Katherine Sorsdahl
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
| | - Esther Chanakira
- School of Health and Related Research, University of Sheffield, Sheffield, UK
| | - Crick Lund
- Alan J Flisher Centre for Public Mental Health, Department of Psychiatry and Mental Health, University of Cape Town, Cape Town, South Africa
- Centre for Global Mental Health, Health Service and Population Research Department, Institute of Psychiatry, Psychology and Neuroscience, King’s College, London, UK
| | - Susan Cleary
- Health Economics Unit, School of Public Health and Family Medicine, University of Cape Town, Cape Town, South Africa
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Brettschneider C, Heddaeus D, Steinmann M, Härter M, Watzke B, König HH. Cost-effectiveness of guideline-based stepped and collaborative care versus treatment as usual for patients with depression - a cluster-randomized trial. BMC Psychiatry 2020; 20:427. [PMID: 32859177 PMCID: PMC7456378 DOI: 10.1186/s12888-020-02829-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 08/20/2020] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Depression is associated with major patient burden. Its treatment requires complex and collaborative approaches. A stepped care model based on the German National Clinical Practice Guideline "Unipolar Depression" has been shown to be effective. In this study we assess the cost-effectiveness of this guideline based stepped care model versus treatment as usual in depression. METHODS This prospective cluster-randomized controlled trial included 737 depressive adult patients. Primary care practices were randomized to an intervention (IG) or a control group (CG). The intervention consisted of a four-level stepped care model. The CG received treatment as usual. A cost-utility analysis from the societal perspective with a time horizon of 12 months was performed. We used quality-adjusted life years (QALY) based on the EQ-5D-3L as effect measure. Resource utilization was assessed by patient questionnaires. Missing values were imputed by 'multiple imputation using chained equations' based on predictive mean matching. We calculated adjusted group differences in costs and effects as well as incremental cost-effectiveness ratios. To describe the statistical and decision uncertainty cost-effectiveness acceptability curves were constructed based on net-benefit regressions with bootstrapped standard errors (1000 replications). The complete sample and subgroups based on depression severity were considered. RESULTS We found no statically significant differences in costs and effects between IG and CG. The incremental total societal costs (+€5016; 95%-CI: [-€259;€10,290) and effects (+ 0.008 QALY; 95%-CI: [- 0.030; 0.046]) were higher in the IG in comparison to the CG. Significantly higher costs were found in the IG for outpatient physician services and psychiatrist services in comparison to the CG. Significantly higher total costs and productivity losses in the IG in comparison to the CG were found in the group with severe depression. Incremental cost-effectiveness ratios for the IG in comparison to the CG were unfavourable (complete sample: €627.000/QALY gained; mild depression: dominated; moderately severe depression: €645.154/QALY gained; severe depression: €2082,714/QALY gained) and the probability of cost-effectiveness of the intervention was low, except for the group with moderate depression (ICER: dominance; 70% for willingness-to-pay threshold of €50,000/QALY gained). CONCLUSIONS We found no evidence for cost-effectiveness of the intervention in comparison to treatment as usual. TRIAL REGISTRATION NCT, NCT01731717 . Registered 22 November 2012 - Retrospectively registered.
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Affiliation(s)
- Christian Brettschneider
- Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Martinistraße 52, D-20251, Hamburg, Germany.
| | - Daniela Heddaeus
- grid.13648.380000 0001 2180 3484Department of Medical Psychology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, D-20251 Hamburg, Germany
| | - Maya Steinmann
- grid.13648.380000 0001 2180 3484Department of Medical Psychology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, D-20251 Hamburg, Germany
| | - Martin Härter
- grid.13648.380000 0001 2180 3484Department of Medical Psychology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, D-20251 Hamburg, Germany
| | - Birgit Watzke
- grid.7400.30000 0004 1937 0650Institute of Psychology, Clinical Psychology and Psychotherapy Research, University of Zurich, Binzmühlestrasse 14, Box 16, CH-8050 Zürich, Switzerland
| | - Hans-Helmut König
- grid.13648.380000 0001 2180 3484Department of Health Economics and Health Services Research, Hamburg Center for Health Economics, University Medical Center Hamburg-Eppendorf, Martinistraße 52, D-20251 Hamburg, Germany
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Chibanda D. Programmes that bring mental health services to primary care populations in the international setting. Int Rev Psychiatry 2018; 30:170-181. [PMID: 30821529 DOI: 10.1080/09540261.2018.1564648] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The last decade has witnessed an exponential growth of evidence-based care packages for mental, neurological, and substance use disorders (MNS) aimed at primary care populations; however, few have been taken to scale. Several barriers to successful integration and scale-up, such as low acceptability, poor clinical engagement process, lack of targeted resources, and poor stakeholder and policy support have been cited. This review describes and highlights common features of some of the promising programmes that deliver mental health services through primary health clinics, communities, and digital platforms, with an emphasis on those that show some evidence of complete or partial scale-up. Three distinct overarching themes and initiatives are discussed in relation to the above; primary health facilities, community (outside of primary healthcare), and digital/internet-based platforms, with a focus on how the three may interact synergistically to enhance successful integration and scale-up.
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Affiliation(s)
- Dixon Chibanda
- a London School of Hygiene & Tropical Medicine , London , UK.,b University of Zimbabwe College of Health Sciences , Harare , Zimbabwe
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9
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Deidda M, Boyd KA, Minnis H, Donaldson J, Brown K, Boyer NRS, McIntosh E. Protocol for the economic evaluation of a complex intervention to improve the mental health of maltreated infants and children in foster care in the UK (The BeST? services trial). BMJ Open 2018. [PMID: 29540420 PMCID: PMC5857651 DOI: 10.1136/bmjopen-2017-020066] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
INTRODUCTION Children who have experienced abuse and neglect are at increased risk of mental and physical health problems throughout life. This places an enormous burden on individuals, families and society in terms of health services, education, social care and judiciary sectors. Evidence suggests that early intervention can mitigate the negative consequences of child maltreatment, exerting long-term positive effects on the health of maltreated children entering foster care. However, evidence on cost-effectiveness of such complex interventions is limited. This protocol describes the first economic evaluation of its kind in the UK. METHODS AND ANALYSIS An economic evaluation alongside the Best Services Trial (BeST?) has been prospectively designed to identify, measure and value key resource and outcome impacts arising from the New Orleans intervention model (NIM) (an infant mental health service) compared with case management (CM) (enhanced social work services as usual). A within-trial economic evaluation and long-term model from a National Health Service/Personal Social Service and a broader societal perspective will be undertaken alongside the National Institute for Health Research (NIHR)-Public Health Research Unit (PHRU)-funded randomised multicentre BeST?. BeST? aims to evaluate NIM compared with CM for maltreated children entering foster care in a UK context. Collection of Paediatric Quality of Life Inventory (PedsQL) and the recent mapping of PedsQL to EuroQol-5-Dimensions (EQ-5D) will facilitate the estimation of quality-adjusted life years specific to the infant population for a cost-utility analysis. Other effectiveness outcomes will be incorporated into a cost-effectiveness analysis (CEA) and cost-consequences analysis (CCA). A long-term economic model and multiple economic evaluation frameworks will provide decision-makers with a comprehensive, multiperspective guide regarding cost-effectiveness of NIM. The long-term population health economic model will be developed to synthesise trial data with routine linked data and key government sector parameters informed by literature. Methods guidance for population health economic evaluation will be adopted (lifetime horizon, 1.5% discount rate for costs and benefits, CCA framework, multisector perspective). ETHICS AND DISSEMINATION Ethics approval was obtained by the West of Scotland Ethics Committee. Results of the main trial and economic evaluation will be submitted for publication in a peer-reviewed journal as well as published in the peer-reviewed NIHR journals library (Public Health Research Programme). TRIAL REGISTRATION NUMBER NCT02653716; Pre-results.
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Affiliation(s)
- Manuela Deidda
- Health Economics and Health Technology Assessment, University of Glasgow, Glasgow, UK
| | - Kathleen Anne Boyd
- Health Economics and Health Technology Assessment, University of Glasgow, Glasgow, UK
| | - Helen Minnis
- Mental Health and Wellbeing, University of Glasgow, Glasgow, UK
| | | | - Kevin Brown
- Family Assessment and Contact Service, Glasgow, UK
| | - Nicole R S Boyer
- Health Economics and Health Technology Assessment, University of Glasgow, Glasgow, UK
| | - Emma McIntosh
- Health Economics and Health Technology Assessment, University of Glasgow, Glasgow, UK
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Kolovos S, Bosmans JE, Riper H, Chevreul K, Coupé VMH, van Tulder MW. Model-Based Economic Evaluation of Treatments for Depression: A Systematic Literature Review. PHARMACOECONOMICS - OPEN 2017; 1:149-165. [PMID: 29441493 PMCID: PMC5691837 DOI: 10.1007/s41669-017-0014-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
BACKGROUND An increasing number of model-based studies that evaluate the cost effectiveness of treatments for depression are being published. These studies have different characteristics and use different simulation methods. OBJECTIVE We aimed to systematically review model-based studies evaluating the cost effectiveness of treatments for depression and examine which modelling technique is most appropriate for simulating the natural course of depression. METHODS The literature search was conducted in the databases PubMed, EMBASE and PsycInfo between 1 January 2002 and 1 October 2016. Studies were eligible if they used a health economic model with quality-adjusted life-years or disability-adjusted life-years as an outcome measure. Data related to various methodological characteristics were extracted from the included studies. The available modelling techniques were evaluated based on 11 predefined criteria. RESULTS This methodological review included 41 model-based studies, of which 21 used decision trees (DTs), 15 used cohort-based state-transition Markov models (CMMs), two used individual-based state-transition models (ISMs), and three used discrete-event simulation (DES) models. Just over half of the studies (54%) evaluated antidepressants compared with a control condition. The data sources, time horizons, cycle lengths, perspectives adopted and number of health states/events all varied widely between the included studies. DTs scored positively in four of the 11 criteria, CMMs in five, ISMs in six, and DES models in seven. CONCLUSION There were substantial methodological differences between the studies. Since the individual history of each patient is important for the prognosis of depression, DES and ISM simulation methods may be more appropriate than the others for a pragmatic representation of the course of depression. However, direct comparisons between the available modelling techniques are necessary to yield firm conclusions.
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Affiliation(s)
- Spyros Kolovos
- Department of Health Sciences, Faculty of Earth and Life Sciences, EMGO+ Institute for Health and Care Research, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands.
| | - Judith E Bosmans
- Department of Health Sciences, Faculty of Earth and Life Sciences, EMGO+ Institute for Health and Care Research, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Heleen Riper
- Department of Clinical, Neuro and Developmental Psychology, Faculty of Behavioural and Movement Sciences, EMGO+ Institute for Health and Care Research, VU University Amsterdam, Amsterdam, The Netherlands
| | - Karine Chevreul
- URC Eco Ile de France, AP-HP, Paris, France
- Université Paris Diderot, Sorbonne Paris Cité, ECEVE, UMRS 1123, Paris, France
- INSERM, ECEVE, U1123, Paris, France
| | - Veerle M H Coupé
- Department of Epidemiology and Biostatistics, VU University Medical Center, Amsterdam, The Netherlands
| | - Maurits W van Tulder
- Department of Health Sciences, Faculty of Earth and Life Sciences, EMGO+ Institute for Health and Care Research, VU University Amsterdam, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
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Sapag JC, Rush B, Barnsley J. Evaluation dimensions for collaborative mental health services in primary care systems in latin america: results of a Delphi group. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2016; 42:252-64. [PMID: 24961356 DOI: 10.1007/s10488-014-0567-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
This article presents the results of a Delphi group to identify the dimensions of an evaluation framework for collaborative mental health care (CMHC) in Latin America. A three-round Delphi process was implemented with 26 experts from Latin America and Canada to identify main areas of consensus, as well as disagreements, about the importance and feasibility of potential evaluation dimensions previously identified in Mexico, Nicaragua and Chile. Participants validated 40 evaluation dimensions. They strongly endorsed a comprehensive evaluation framework for CMHC in Latin America. This study represents a solid foundation for developing an evaluation framework for CMHC.
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Affiliation(s)
- Jaime C Sapag
- Office of Transformative Global Health, Centre for Addiction and Mental Health (CAMH), 33 Russell Street, Office 4002-C, Toronto, ON, M5S 2S1, Canada,
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van Ginneken N, Tharyan P, Lewin S, Rao GN, Meera SM, Pian J, Chandrashekar S, Patel V. Non-specialist health worker interventions for the care of mental, neurological and substance-abuse disorders in low- and middle-income countries. Cochrane Database Syst Rev 2013:CD009149. [PMID: 24249541 DOI: 10.1002/14651858.cd009149.pub2] [Citation(s) in RCA: 286] [Impact Index Per Article: 26.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
BACKGROUND Many people with mental, neurological and substance-use disorders (MNS) do not receive health care. Non-specialist health workers (NSHWs) and other professionals with health roles (OPHRs) are a key strategy for closing the treatment gap. OBJECTIVES To assess the effect of NSHWs and OPHRs delivering MNS interventions in primary and community health care in low- and middle-income countries. SEARCH METHODS We searched the Cochrane Central Register of Controlled Trials (CENTRAL) (including the Cochrane Effective Practice and Organisation of Care (EPOC) Group Specialised Register) (searched 21 June 2012); MEDLINE, OvidSP; MEDLINE In Process & Other Non-Indexed Citations, OvidSP; EMBASE, OvidSP (searched 15 June 2012); CINAHL, EBSCOhost; PsycINFO, OvidSP (searched 18 and 19 June 2012); World Health Organization (WHO) Global Health Library (searched 29 June 2012); LILACS; the International Clinical Trials Registry Platform (WHO); OpenGrey; the metaRegister of Controlled Trials (searched 8 and 9 August 2012); Science Citation Index and Social Sciences Citation Index (ISI Web of Knowledge) (searched 2 October 2012) and reference lists, without language or date restrictions. We contacted authors for additional studies. SELECTION CRITERIA Randomised and non-randomised controlled trials, controlled before-and-after studies and interrupted-time-series studies of NSHWs/OPHR-delivered interventions in primary/community health care in low- and middle-income countries, and intended to improve outcomes in people with MNS disorders and in their carers. We defined an NSHW as any professional health worker (e.g. doctors, nurses and social workers) or lay health worker without specialised training in MNS disorders. OPHRs included people outside the health sector (only teachers in this review). DATA COLLECTION AND ANALYSIS Review authors double screened, double data-extracted and assessed risk of bias using standard formats. We grouped studies with similar interventions together. Where feasible, we combined data to obtain an overall estimate of effect. MAIN RESULTS The 38 included studies were from seven low- and 15 middle-income countries. Twenty-two studies used lay health workers, and most addressed depression or post-traumatic stress disorder (PTSD). The review shows that the use of NSHWs, compared with usual healthcare services: 1. may increase the number of adults who recover from depression or anxiety, or both, two to six months after treatment (prevalence of depression: risk ratio (RR) 0.30, 95% confidence interval (CI) 0.14 to 0.64; low-quality evidence); 2. may slightly reduce symptoms for mothers with perinatal depression (severity of depressive symptoms: standardised mean difference (SMD) -0.42, 95% CI -0.58 to -0.26; low-quality evidence); 3. may slightly reduce the symptoms of adults with PTSD (severity of PTSD symptoms: SMD -0.36, 95% CI -0.67 to -0.05; low-quality evidence); 4. probably slightly improves the symptoms of people with dementia (severity of behavioural symptoms: SMD -0.26, 95% CI -0.60 to 0.08; moderate-quality evidence); 5. probably improves/slightly improves the mental well-being, burden and distress of carers of people with dementia (carer burden: SMD -0.50, 95% CI -0.84 to -0.15; moderate-quality evidence); 6. may decrease the amount of alcohol consumed by people with alcohol-use disorders (drinks/drinking day in last 7 to 30 days: mean difference -1.68, 95% CI -2.79 to -0.57); low-quality evidence).It is uncertain whether lay health workers or teachers reduce PTSD symptoms among children. There were insufficient data to draw conclusions about the cost-effectiveness of using NSHWs or teachers, or about their impact on people with other MNS conditions. In addition, very few studies measured adverse effects of NSHW-led care - such effects could impact on the appropriateness and quality of care. AUTHORS' CONCLUSIONS Overall, NSHWs and teachers have some promising benefits in improving people's outcomes for general and perinatal depression, PTSD and alcohol-use disorders, and patient- and carer-outcomes for dementia. However, this evidence is mostly low or very low quality, and for some issues no evidence is available. Therefore, we cannot make conclusions about which specific NSHW-led interventions are more effective.
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Affiliation(s)
- Nadja van Ginneken
- Centre for Global Mental Health, London School of Hygiene & Tropical Medicine, Keppel St, London, UK, WC1E 7HT
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Current World Literature. Curr Opin Obstet Gynecol 2011; 23:481-5. [DOI: 10.1097/gco.0b013e32834dce59] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Haleem Abdul Aziz NA, Al-Muwallad OK, Kader Mansour EA. Neurotic Depression and Chocolate among Female Medical Students at College of Medicine, Taibah University Almadinah Almunawwarah, Kingdom of Saudi Arabia. J Taibah Univ Med Sci 2011. [DOI: 10.1016/s1658-3612(11)70175-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
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