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Tweed EJ, Leyland AH, Morrison DS, Katikireddi SV. Co-occurring homelessness, justice involvement, opioid dependence and psychosis: a cross-sectoral data linkage study. Eur J Public Health 2023; 33:249-256. [PMID: 36921280 PMCID: PMC10066485 DOI: 10.1093/eurpub/ckad034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2023] Open
Abstract
BACKGROUND Administrative data offer unique opportunities for researching experiences which pose barriers to participation in primary research and household surveys. Experiencing multiple social disadvantages is associated with very poor health outcomes, but little is known about how often this occurs and what combinations are most common. We linked administrative data across public services to create a novel population cohort containing information on experiences of homelessness, justice involvement, opioid dependence and psychosis. METHODS We securely linked administrative data from (i) a population register derived from general practitioner registrations; (ii) local authority homelessness applications; (iii) prison records; (iv) criminal justice social work reports; (v) community dispensing for opioid substitution therapy; and (vi) a psychosis clinical register, for people aged ≥18 years resident in Glasgow, Scotland between 01 April 2010 and 31 March 2014. We estimated period prevalence and compared demographic characteristics for different combinations. RESULTS Of 536 653 individuals in the cohort, 28 112 (5.2%) had at least one of the experiences of interest during the study period and 5178 (1.0%) had more than one. Prevalence of individual experiences varied from 2.4% (homelessness) to 0.7% (psychosis). The proportion of people with multiple co-occurring experiences was highest for imprisonment (50%) and lowest for psychosis (14%). Most combinations showed a predominance of men living in the most deprived areas of Scotland. CONCLUSIONS Cross-sectoral record linkage to study multiple forms of social disadvantage showed that co-occurrence of these experiences was relatively common. Following this demonstration of feasibility, these methods offer opportunities for evaluating the health impacts of policy and service change.
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Affiliation(s)
- Emily J Tweed
- MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK
| | - Alastair H Leyland
- MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK
| | - David S Morrison
- Institute of Health and Wellbeing, University of Glasgow, Glasgow, UK
| | - S Vittal Katikireddi
- MRC/CSO Social and Public Health Sciences Unit, University of Glasgow, Glasgow, UK
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Premature mortality in people affected by co-occurring homelessness, justice involvement, opioid dependence, and psychosis: a retrospective cohort study using linked administrative data. THE LANCET PUBLIC HEALTH 2022; 7:e733-e743. [PMID: 35907410 PMCID: PMC9433331 DOI: 10.1016/s2468-2667(22)00159-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 06/01/2022] [Accepted: 06/20/2022] [Indexed: 01/07/2023] Open
Abstract
BACKGROUND Homelessness, opioid dependence, justice involvement, and psychosis are each associated with an increased risk of poor health and commonly co-occur in the same individuals. Most existing studies of mortality associated with this co-occurrence rely on active follow-up methods prone to selection and retention bias, and focus on a limited set of specific exposures rather than taking a population-based approach. To address these limitations, we did a retrospective cohort study using linked administrative data. METHODS In this retrospective cohort study, we linked a population register of adults resident in Glasgow, UK, to administrative datasets from homelessness and criminal justice services; community pharmacies; and a clinical psychosis registry with data from April 1, 2010 to March 31, 2014. Linkage to death registrations from April 1, 2014 to March 31, 2019 provided follow-up data on premature mortality (age <75 years) from all causes, non-communicable diseases, and causes considered potentially avoidable through health-care or public health intervention. We estimated hazard ratios (HR) using Poisson regression, adjusting for age, gender, socioeconomic deprivation, and calendar time. FINDINGS Of 536 653 cohort members, 11 484 (2·1%) died during follow-up. All-cause premature mortality was significantly higher among people with multiple exposures than among people with single exposures, and among people with any exposure than among people with none (eg, homelessness plus other exposures vs no exposures: HR 8·4 [95% CI 7·3-9·5]; homelessness alone vs no exposures: HR 2·2 [1·9-2·5]). Avoidable premature mortality was highest among those with multiple exposures (eg, imprisonment plus other exposures vs no exposures: HR 10·5 [9·1-12·3]; imprisonment alone vs no exposures: HR 3·8 [3·0-4·8]). Premature mortality from non-communicable disease was higher among those with any exposures than among those with none, despite accounting for a lower proportion of deaths in the exposed group; although in some cases there was little difference between estimates for single versus multiple exposures. INTERPRETATION The co-occurrence of at least two of homelessness, opioid dependence, justice involvement, or psychosis is associated with very high rates of premature mortality, particularly from avoidable causes of death, including non-communicable disease. Responding to these findings demands wide-ranging efforts across health-care provision, public health, and social policy. Future work should examine the timing and sequencing of exposures to better understand the causal pathways underlying excess mortality. FUNDING Chief Scientist Office, Medical Research Council, NHS Research Scotland.
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Multivariable modelling of factors associated with criminal convictions among people experiencing homelessness and serious mental illness: a multi-year study. Sci Rep 2021; 11:16610. [PMID: 34400747 PMCID: PMC8368183 DOI: 10.1038/s41598-021-96186-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Accepted: 08/02/2021] [Indexed: 11/12/2022] Open
Abstract
People experiencing homelessness and serious mental illness exhibit high rates of criminal justice system involvement. Researchers have debated the causes of such involvement among people experiencing serious mental illness, including what services to prioritize. Some, for example, have emphasized mental illness while others have emphasized poverty. We examined factors associated with criminal convictions among people experiencing homelessness and serious mental illness recruited to the Vancouver At Home study. Participants were recruited between October 2009 and June 2011. Comprehensive administrative data were examined over the five-year period preceding study baseline to identify risk and protective factors associated with criminal convictions among participants (n = 425). Eight variables were independently associated with criminal convictions, some of which included drug dependence (RR = 1.53; P = 0.009), psychiatric hospitalization (RR = 1.44; P = 0.030), an irregular frequency of social assistance payments (compared to regular payments; 1.75; P < 0.001), and prior conviction (RR = 3.56; P < 0.001). Collectively, findings of the present study implicate poverty, social marginalization, crises involving mental illness, and the need for long-term recovery-oriented services that address these conditions to reduce criminal convictions among people experiencing homelessness and serious mental illness.
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Sockalingam S, Rajaratnam T, Zhou C, Serhal E, Crawford A, Mylopoulos M. Building Mental Health Capacity: Exploring the Role of Adaptive Expertise in the ECHO Virtual Learning Model. THE JOURNAL OF CONTINUING EDUCATION IN THE HEALTH PROFESSIONS 2021; 41:104-110. [PMID: 34009840 DOI: 10.1097/ceh.0000000000000349] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
INTRODUCTION With the proliferation of virtual learning programs during the COVID-19 pandemic, there is increased need to understand learner experiences and impact on developing expertise. Project Extension for Community Healthcare Outcomes (Project ECHO®) is an established hub-and-spoke tele-education model aimed at building capacity and expertise in primary care providers. Our qualitative study explored how learning experiences within an ECHO mental health care program supported provider learning and ability to solve complex clinical problems. METHODS We sampled ECHO sessions across a 34-week cycle and analyzed audio transcribed data. Two individuals coded participant interactions during 2-hour recorded sessions using an iterative, constant comparative methodology. RESULTS The authors identified four key mechanisms of learning in ECHO: (1) fostering participants' productive struggle with cases, (2) development of an integrated understanding, (3) collaborative reformulation of cases, and (4) generation of conceptual solutions based on a new understanding. Throughout the ECHO sessions, learning was observed to be multidirectional from both the hub-to-spoke and between spoke sites. DISCUSSION Despite the widespread implementation of Project ECHO and other virtual learning models, a paucity of research has focused on mechanisms of virtual learning within these models. Our study demonstrated a bidirectional exchange of knowledge between hub specialist teams and primary care provider spokes that aligned with the development of adaptive expertise through specific learning experiences in Project ECHO. Moreover, the ECHO structure may further support the development of adaptive expertise to better prepare participants to address patients' complex mental health needs.
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Affiliation(s)
- Sanjeev Sockalingam
- Dr. Sockalingam is professor and vice-chair education, Department of Psychiatry, University of Toronto, Faculty of Medicine; vice president education and clinician scientist, Centre for Addiction and Mental Health, Toronto, Ontario, Canada. Ms. Rajaratnam is a research analyst, ECHO Ontario Mental Health, Centre for Addiction and Mental Health, Toronto, Ontario, Canada. Dr. Zhou is a resident in Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada. Dr. Serhal is senior director of Outreach, Telemental Health and ECHO Ontario Mental Health, Centre for Addiction and Mental Health, Toronto, Ontario, Canada. Dr. Crawford is an associate professor, Department of Psychiatry, University of Toronto, Faculty of Medicine; associate chief, Outreach and Telemental Health, Centre for Addiction and Mental Health, Toronto, Canada. Dr. Mylopoulos is an associate professor, scientist, and associate director of training programs, Wilson Centre and Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
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Chicoine G, Côté J, Pepin J, Pluye P, Boyer L, Fontaine G, Rouleau G, Dubreucq S, Jutras-Aswad D. Impact of a videoconferencing educational programme for the management of concurrent disorders on nurses' competency development and clinical practice: protocol for a convergent mixed methods study. BMJ Open 2021; 11:e042875. [PMID: 33727265 PMCID: PMC7970219 DOI: 10.1136/bmjopen-2020-042875] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
INTRODUCTION Extension for Community Healthcare Outcomes (Project ECHO©) is an innovative model for continuing professional development that uses videoconferencing technology to support and train general practitioners remotely. The model has been replicated to a variety of settings and locations for capacity building in healthcare professionals caring for patients with chronic and complex health conditions. Limited research has been conducted so far on the impact of ECHO in the field of concurrent mental health and substance use disorders (ie, concurrent disorders (CDs)). Therefore, this mixed methods study aims to develop a comprehensive understanding of an ECHO programme impact for CD management on nurses' competency development and clinical practice. METHODS AND ANALYSIS The proposed mixed methods study, based on a convergent parallel design, will be conducted in the province of Quebec, Canada, to collect, analyse and interpret quantitative (QUAN) and qualitative (QUAL) data from a specific ECHO Program on CDs. In the QUAN component, an observational prospective cohort study will be conducted over a 12-month period. All nurses who participated in the programme between 2018 and 2020 and who consent to research will be recruited to collect data on the extent of their learning and practice outcomes at three time points. Alongside the surveys, nurses will be invited to participate in individual semistructured interviews. In-depth QUAL data will be subjected to a thematic analysis and will assist in exploring how and in which conditions nurses developed and mobilised their competencies in clinical practice. A comparison-of-results strategy will be used in the final integration component of the study. ETHICS AND DISSEMINATION This study protocol was approved by the Ethics Committee of the Université de Montréal Hospital Center (#19.295) and the Université de Montréal Ethics Committee (CERSES-20-017 R). We aim to disseminate the findings through international academic conferences, international peer-reviewed journals and professional media.
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Affiliation(s)
- Gabrielle Chicoine
- Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
- Research Center, Université de Montréal Hospital Center, Montreal, Quebec, Canada
- Research Chair in Innovative Nursing Practices, Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
| | - José Côté
- Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
- Research Center, Université de Montréal Hospital Center, Montreal, Quebec, Canada
- Research Chair in Innovative Nursing Practices, Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
| | - Jacinthe Pepin
- Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
| | - Pierre Pluye
- Department of Family Medicine, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - Louise Boyer
- Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
| | - Guillaume Fontaine
- Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
- Research Center, Institut de Cardiologie de Montréal, Montreal, Quebec, Canada
| | - Geneviève Rouleau
- Research Chair in Innovative Nursing Practices, Faculty of Nursing, Université de Montréal, Montreal, Quebec, Canada
- Institute for Health System Solutions and Virtual Care, Women's College Hospital Institute for Health System Solutions and Virtual Care, Women's College Hospital, Toronto, Ontario, Canada
| | - Simon Dubreucq
- Research Center, Université de Montréal Hospital Center, Montreal, Quebec, Canada
- Psychiatry Department, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
| | - Didier Jutras-Aswad
- Research Center, Université de Montréal Hospital Center, Montreal, Quebec, Canada
- Psychiatry Department, Faculty of Medicine, Université de Montréal, Montreal, Quebec, Canada
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El-Akkad SED, Hayashi K, Dong H, Day A, McKendry R, Kaur G, Barrios R, Debeck K, Milloy MJ, Ti L. Migration Patterns from an Open Illicit Drug Scene and Emergency Department Visits among People Who Use Illicit Drugs in Vancouver, Canada. Subst Use Misuse 2021; 56:1837-1845. [PMID: 34378487 PMCID: PMC8855781 DOI: 10.1080/10826084.2021.1958849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
BACKGROUND People who use illicit drugs (PWUD) experience various adverse health outcomes leading to increased healthcare service utilization. PWUD are also a highly mobile population which poses challenges to healthcare delivery. The objective of this study was to identify migration patterns from the Downtown Eastside (DTES), an urban illicit drug scene in Vancouver and to estimate the impact of different migration patterns on two outcomes: a) emergency department (ED) visits and b) ED visits resulting in inpatient admission among PWUD. METHODS Three prospective cohorts of PWUD in Vancouver were linked with regional ED data. We defined the optimal number of trajectory groups that best represented distinct patterns of migration from Vancouver's DTES using a latent class growth analysis. Then, generalized estimating equations were used to estimate the effect of migration patterns on the two ED outcomes. RESULTS Four distinct migration trajectory patterns were identified among the 1210 included participants: PWUD who consistently lived in the DTES, those who migrated out of DTES early, those who migrated out of DTES late, and those who frequently revisited the DTES. Participants who frequently revisited the DTES had higher odds of an ED visit (adjusted odds ratio = 1.62; 95% confidence interval: 1.28-2.06). There was no significant association between migration patterns and inpatient admission. CONCLUSIONS We found that PWUD who frequently revisited the DTES were more likely to have utilized the ED, suggesting that there may be a subgroup of PWUD who are at increased risk of experiencing negative health outcomes.Supplemental data for this article is available online at 10.1080/10826084.2021.1958849.
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Affiliation(s)
- Saif-El-Din El-Akkad
- Department of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, BC, Canada
| | - Kanna Hayashi
- British Columbia Centre on Substance Use (BCCSU), Vancouver, BC, Canada.,Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Huiru Dong
- British Columbia Centre on Substance Use (BCCSU), Vancouver, BC, Canada
| | - Andrew Day
- Vancouver Coastal Health Authority, Vancouver, BC, Canada
| | | | - Gaganpreet Kaur
- Department of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, BC, Canada
| | - Rolando Barrios
- British Columbia Centre for Excellence in HIV/AIDS, St. Paul's Hospital, Vancouver, BC, Canada
| | - Kora Debeck
- British Columbia Centre on Substance Use (BCCSU), Vancouver, BC, Canada.,School of Public Policy, Simon Fraser University, Burnaby, BC, Canada
| | - M-J Milloy
- Department of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, BC, Canada.,British Columbia Centre on Substance Use (BCCSU), Vancouver, BC, Canada
| | - Lianping Ti
- Department of Medicine, University of British Columbia, St. Paul's Hospital, Vancouver, BC, Canada.,British Columbia Centre on Substance Use (BCCSU), Vancouver, BC, Canada
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Sockalingam S, Arena A, Serhal E, Mohri L, Alloo J, Crawford A. Building Provincial Mental Health Capacity in Primary Care: An Evaluation of a Project ECHO Mental Health Program. ACADEMIC PSYCHIATRY : THE JOURNAL OF THE AMERICAN ASSOCIATION OF DIRECTORS OF PSYCHIATRIC RESIDENCY TRAINING AND THE ASSOCIATION FOR ACADEMIC PSYCHIATRY 2018; 42:451-457. [PMID: 28593537 DOI: 10.1007/s40596-017-0735-z] [Citation(s) in RCA: 73] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Accepted: 05/17/2017] [Indexed: 06/07/2023]
Abstract
OBJECTIVE Project Extension for Community Healthcare Outcomes (Project ECHO©) addresses urban-rural disparities in access to specialist care by building primary care provider (PCP) capacity through tele-education. Evidence supporting the use of this model for mental health care is limited. Therefore, this study evaluated a mental health and addictions-focused ECHO program. Primary outcome measures were PCP knowledge and perceived self-efficacy. Secondary objectives included: satisfaction, engagement, and sense of professional isolation. PCP knowledge and self-efficacy were hypothesized to improve with participation. METHODS Using Moore's evaluation framework, we evaluated the ECHO program on participant engagement, satisfaction, learning, and competence. A pre-post design and weekly questionnaires measured primary and secondary outcomes, respectively. RESULTS Knowledge test performance and self-efficacy ratings improved post-ECHO (knowledge change was significant, p < 0.001, d = 1.13; self-efficacy approached significance; p = 0.056, d = 0.57). Attrition rate was low (7.7%) and satisfaction ratings were high across all domains, with spokes reporting reduced feelings of isolation. DISCUSSION This is the first study to report objective mental health outcomes related to Project ECHO. The results indicate high-participant retention is achievable, and provide preliminary evidence for increased knowledge and self-efficacy. These findings suggest this intervention may improve mental health management in primary care.
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Affiliation(s)
- Sanjeev Sockalingam
- University of Toronto, Toronto, Ontario, Canada.
- University Health Network, Toronto, Ontario, Canada.
| | - Amanda Arena
- Centre for Mental Health and Addictions (CAMH), Toronto, Ontario, Canada
| | - Eva Serhal
- University of Toronto, Toronto, Ontario, Canada
- Centre for Mental Health and Addictions (CAMH), Toronto, Ontario, Canada
| | - Linda Mohri
- Centre for Mental Health and Addictions (CAMH), Toronto, Ontario, Canada
| | - Javed Alloo
- Centre for Mental Health and Addictions (CAMH), Toronto, Ontario, Canada
| | - Allison Crawford
- University Health Network, Toronto, Ontario, Canada
- Centre for Mental Health and Addictions (CAMH), Toronto, Ontario, Canada
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Russolillo A, Moniruzzaman A, McCandless LC, Patterson M, Somers JM. Associations between methadone maintenance treatment and crime: a 17-year longitudinal cohort study of Canadian provincial offenders. Addiction 2018; 113:656-667. [PMID: 28987068 DOI: 10.1111/add.14059] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2017] [Revised: 06/29/2017] [Accepted: 09/29/2017] [Indexed: 12/19/2022]
Abstract
AIMS To estimate and test the difference in rates of violent and non-violent crime during medicated and non-medicated methadone treatment episodes. DESIGN, SETTING AND PARTICIPANTS The study involved linkage of population level administrative data (health and justice) for all individuals (n = 14 530) in British Columbia, Canada with a history of conviction and who filled a methadone prescription between 1 January 1998 and 31 March 2015. Methadone maintenance treatment was the primary independent variable and was treated as a time-varying exposure. Each participant's follow-up (mean: 8 years) was divided into medicated (methadone was dispensed) and non-medicated (methadone was not dispensed) periods with mean durations of 3.3 and 4.6 years, respectively. MEASUREMENTS Socio-demographics of participants were examined along with the main outcomes of violent and non-violent offences. FINDINGS During the first 2 years of treatment (≤ 2.0 years), periods in which methadone was dispensed were associated with a 33% lower rate of violent crime [0.67 adjusted hazard ratio (AHR), 95% confidence intervals (CI) = 0.59, 0.76] and a 35% lower rate of non-violent crime (0.65 AHR, 95% CI = 0.62, 0.69) compared with non-medicated periods. This equates to a risk difference of 3.6 (95% CI = 2.6, 4.4) and 37.2 (95% CI = 33.0, 40.4) fewer violent and non-violent offences per 100 person-years, respectively. Significant but smaller protective effects of dispensed methadone were observed across longer treatment intervals (2.0 to ≤ 5.0 years, 5.0 to ≤ 10.0 years). CONCLUSIONS Among a cohort of Canadian offenders, rates of violent and non-violent offending were lower during periods when individuals were dispensed methadone compared with periods in which they were not dispensed methadone.
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Affiliation(s)
- Angela Russolillo
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Akm Moniruzzaman
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | | | - Michelle Patterson
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Julian M Somers
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
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McCandless LC, Somers JM. Bayesian sensitivity analysis for unmeasured confounding in causal mediation analysis. Stat Methods Med Res 2017; 28:515-531. [DOI: 10.1177/0962280217729844] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Causal mediation analysis techniques enable investigators to examine whether the effect of the exposure on an outcome is mediated by some intermediate variable. Motivated by a data example from epidemiology, we consider estimation of natural direct and indirect effects on a survival outcome. An important concern is bias from confounders that may be unmeasured. Estimating natural direct and indirect effects requires an elaborate series of assumptions in order to identify the target quantities. The analyst must carefully measure and adjust for important predictors of the exposure, mediator and outcome. Omitting important confounders may bias the results in a way that is difficult to predict. In recent years, several methods have been proposed to explore sensitivity to unmeasured confounding in mediation analysis. However, many of these methods limit complexity by relying on a handful of sensitivity parameters that are difficult to interpret, or alternatively, by assuming that specific patterns of unmeasured confounding are absent. Instead, we propose a simple Bayesian sensitivity analysis technique that is indexed by four bias parameters. Our method has the unique advantage that it is able to simultaneously assess unmeasured confounding in the mediator–outcome, exposure–outcome and exposure–mediator relationships. It is a natural Bayesian extension of the sensitivity analysis methodologies of VanderWeele, which have been widely used in the epidemiology literature. We present simulation findings, and additionally, we illustrate the method in an epidemiological study of mortality rates in criminal offenders from British Columbia.
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Affiliation(s)
| | - Julian M Somers
- Faculty of Health Sciences, Simon Fraser University, Burnaby, Canada
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Rezansoff SN, Moniruzzaman A, Fazel S, McCandless L, Somers JM. Adherence to Antipsychotic Medication and Criminal Recidivism in a Canadian Provincial Offender Population. Schizophr Bull 2017; 43. [PMID: 28637202 PMCID: PMC5581906 DOI: 10.1093/schbul/sbx084] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Preliminary evidence suggests that adherence to antipsychotic medication reduces criminal recidivism among patients diagnosed with schizophrenia. However, existing studies operationalize antipsychotic adherence as a binary variable (usually using a threshold of ≥80%), which does not reflect the prevalence of suboptimal adherence in real-world settings. The purpose of the current analysis was to investigate the association between successive ordinal levels of antipsychotic adherence and criminal recidivism in a well-defined sample of offenders diagnosed with schizophrenia (n = 11462). Adherence was measured using the medication possession ratio (MPR) and analyzed as a time-dependent covariate in multivariable regression models. Data were drawn from linked, comprehensive diagnostic, pharmacy and justice system records, and individuals were followed for an average of 10 years. Adjusted rate ratios (ARR) and confidence intervals (CI) are reported. Overall mean MPR was 0.41. Increasing levels of antipsychotic adherence were not associated with progressively lower rates of offending. However, when compared to the reference group (MPR ≥ 80%) all lower adherence levels were significantly associated (P < .001) with increased risk of violent (ARR = 1.58; 95% CI = 1.46-1.71) and nonviolent (ARR = 1.41; 95% CI = 1.33-1.50) offenses. Significance was replicated in separate sensitivity analyses. Previously published studies reporting reductions in crime may have been influenced by antipsychotic adherence ≥80%. Binary operationalization of adherence is an inaccurate predictor of recidivism. Future research addressing functional outcomes of antipsychotic adherence should conceptualize adherence as an incremental independent variable.
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Affiliation(s)
- Stefanie N Rezansoff
- Somers Research Group, Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada;,School of Social Welfare, University of California—Berkeley, Berkeley, CA;,To whom correspondence should be addressed; Somers Research Group, Faculty of Health Sciences, Simon Fraser University, 8888 University Drive, Burnaby, British Columbia V5A 1S6, Canada; tel: 604-724-0479, fax: 778–782- 5927, e-mail:
| | - Akm Moniruzzaman
- Somers Research Group, Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Seena Fazel
- Department of Psychiatry, Warneford Hospital, University of Oxford, Oxford, UK
| | | | - Julian M Somers
- Somers Research Group, Faculty of Health Sciences, Simon Fraser University, Burnaby, BC, Canada
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de Waal MM, Dekker JJM, Kikkert MJ, Kleinhesselink MD, Goudriaan AE. Gender differences in characteristics of physical and sexual victimization in patients with dual diagnosis: a cross-sectional study. BMC Psychiatry 2017; 17:270. [PMID: 28743237 PMCID: PMC5526321 DOI: 10.1186/s12888-017-1413-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2017] [Accepted: 06/30/2017] [Indexed: 01/29/2023] Open
Abstract
BACKGROUND Patients with substance use disorders and co-occurring mental health disorders are vulnerable to violent victimization. However, no evidence-based interventions are available to reduce patients' vulnerability. An exploration of the characteristics of physical and sexual violence can provide valuable information to support the development of interventions for these patients. This study aimed to examine gender differences in characteristics of violent victimization in patients with dual diagnosis. METHODS In this cross-sectional survey study recent incidents of physical and sexual assault were examined with the Safety Monitor in 243 patients with dual diagnosis. Chi-square tests were used to examine gender differences in the prevalence of physical and sexual victimization. Fisher's exact tests and Fisher-Freeman-Halton exact tests were used to determine whether there were significant differences between victimized men and women with regard to perpetrators, locations, reporting to the police and speaking about the assault with others. RESULTS There was no significant difference in the prevalence of physical violence in men (35%) and women (47%) with dual diagnosis. There was a significant association between gender of the victim and type of perpetrator (P < .001). Men were most often physically abused by a stranger or an acquaintance, whereas women were most frequently abused by an (ex)partner. Sexual violence was more prevalent in women (29%) compared to men (4%) (P < .001). Patients with dual diagnosis were unlikely to report incidents of physical abuse and sexual assault to the police and to speak about it with caregivers. CONCLUSIONS Characteristics of physical violence are different for men and women with dual diagnosis. Women with dual diagnosis are more often victims of sexual violence compared to men. Interventions aimed at reducing patients' vulnerability for victimization should take gender differences into account.
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Affiliation(s)
- Marleen M. de Waal
- Department of Research, Arkin Mental Health Care, Klaprozenweg 111, 1033 NN, Amsterdam, The Netherlands
- Academic Medical Center, Department of Psychiatry, Amsterdam Institute for Addiction Research, University of Amsterdam, Amsterdam, The Netherlands
| | - Jack J. M. Dekker
- Department of Research, Arkin Mental Health Care, Klaprozenweg 111, 1033 NN, Amsterdam, The Netherlands
- Department of Clinical Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Martijn J. Kikkert
- Department of Research, Arkin Mental Health Care, Klaprozenweg 111, 1033 NN, Amsterdam, The Netherlands
| | - Maaike D. Kleinhesselink
- Department of Research, Arkin Mental Health Care, Klaprozenweg 111, 1033 NN, Amsterdam, The Netherlands
| | - Anna E. Goudriaan
- Department of Research, Arkin Mental Health Care, Klaprozenweg 111, 1033 NN, Amsterdam, The Netherlands
- Academic Medical Center, Department of Psychiatry, Amsterdam Institute for Addiction Research, University of Amsterdam, Amsterdam, The Netherlands
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Polcin DL, Korcha R. Social Support Influences on Substance Abuse Outcomes Among Sober Living House Residents with Low and Moderate Psychiatric Severity. JOURNAL OF ALCOHOL AND DRUG EDUCATION 2017; 61:51-70. [PMID: 28757663 PMCID: PMC5529042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Social support and psychiatric severity are known to influence substance abuse. However, little is known about how their influences vary under different conditions. We aimed to study how different types of social support were associated with substance abuse outcomes among persons with low and moderate psychiatric severity who entered Sober Living Houses (SLHs). Two hundred forty-five individuals entering 16 SLHs were interviewed at baseline and 6, 12, and 18 months. The Brief Symptom Inventory assessed psychiatric symptoms and the Important People Instrument and a modified AA Affiliation Scale assessed social support. Social support variables predicted substance abuse outcomes for persons with low and moderate psychiatric severity. However, they were the strongest and most consistent predictors for the low severity group.
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Affiliation(s)
- Douglas L Polcin
- Public Health Institute, Alcohol Research Group, 6001 Shellmound St #450, Emeryville, CA 94608
| | - Rachael Korcha
- Public Health Institute, Alcohol Research Group, 6001 Shellmound St #450, Emeryville, CA 94608
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Akiyama MJ, Kaba F, Rosner Z, Alper H, Kopolow A, Litwin AH, Venters H, MacDonald R. Correlates of Hepatitis C Virus Infection in the Targeted Testing Program of the New York City Jail System. Public Health Rep 2016; 132:41-47. [PMID: 28005477 PMCID: PMC5298495 DOI: 10.1177/0033354916679367] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
OBJECTIVE The objective of this study was to understand predictors of hepatitis C virus (HCV) antibody positivity in a large urban jail system in New York City. METHODS We examined demographic characteristics, risk behaviors, and HCV antibody prevalence among 10 790 jail inmates aged 16 to 86 who were screened from June 13, 2013, to June 13, 2014, based on birth cohort or conventional high-risk criteria. We used logistic regression analysis to determine predictors of HCV antibody positivity. RESULTS Of the 10 790 inmates screened, 2221 (20.6%) were HCV antibody positive. In the multivariate analysis, HCV antibody positivity was associated most strongly with injection drug use (IDU; adjusted odds ratio [aOR] = 35.0; 95% confidence interval [CI], 28.5-43.0). Women were more likely than men to be infected with HCV (aOR = 1.3; 95% CI, 1.1-1.5). Compared with non-Hispanic black people, Hispanic (aOR = 2.1; 95% CI, 1.8-2.4) and non-Hispanic white (aOR = 1.7; 95% CI, 1.5-2.1) people were more likely to be infected with HCV. Non-IDU, recidivism, HIV infection, homelessness, mental illness, and lower education level were all significantly associated with HCV infection. The prevalence rate of HCV infection among a subset of inmates born after 1965 who denied IDU and were not infected with HIV was 5.6% (198 of 3529). Predictors of HCV infection among this group included non-IDU as well as being non-Hispanic white, Hispanic, recidivist, and homeless. CONCLUSION These data reveal differences in HCV infection by sex, race/ethnicity, and socioeconomics in a large jail population, suggesting that a focused public health intervention is required and that universal screening may be warranted. Further sensitivity and cost-benefit analyses are needed to make this determination.
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Affiliation(s)
- Matthew J. Akiyama
- Department of Medicine, Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Fatos Kaba
- New York City Health + Hospitals Correctional Health Services, New York, NY, USA
| | - Zachary Rosner
- New York City Health + Hospitals Correctional Health Services, New York, NY, USA
| | - Howard Alper
- New York City Department of Health and Mental Hygiene, Queens, NY, USA
| | - Aimee Kopolow
- New York City Health + Hospitals Correctional Health Services, New York, NY, USA
| | - Alain H. Litwin
- Department of Medicine, Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY, USA
| | - Homer Venters
- New York City Health + Hospitals Correctional Health Services, New York, NY, USA
| | - Ross MacDonald
- New York City Health + Hospitals Correctional Health Services, New York, NY, USA
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Russolillo A, Moniruzzaman A, Parpouchi M, Currie LB, Somers JM. A 10-year retrospective analysis of hospital admissions and length of stay among a cohort of homeless adults in Vancouver, Canada. BMC Health Serv Res 2016; 16:60. [PMID: 26888474 PMCID: PMC4756449 DOI: 10.1186/s12913-016-1316-7] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2015] [Accepted: 02/11/2016] [Indexed: 11/19/2022] Open
Abstract
Background Homelessness is associated with a very high prevalence of substance use and mental disorders and elevated levels of acute health service use. Among the homeless, little is known regarding the relative impact of specific mental disorders on healthcare utilization. The aim of the present study was to examine the association between different categories of diagnosed mental disorders with hospital admission and length of stay (LOS) in a cohort of homeless adults in Vancouver, Canada. Methods Participants were recruited as part of an experimental trial in which participants met criteria for both homelessness and mental illness. Administrative data were obtained (with separate consent) including comprehensive records of acute hospitalizations during the 10 years prior to recruitment and while participants where experiencing homelessness. Generalized Estimating Equations were used to estimate the associations between outcome variables (acute hospital admissions and LOS) and predictor variables (specific disorders). Results Among the eligible sample (n = 433) 80 % were hospitalized, with an average of 6.0 hospital admissions and 71.4 days per person during the 10-year observation period. Of a combined total 2601 admissions to hospital, 1982 were psychiatric and 619 were non-psychiatric. Significant (p <0.001) independent predictors of hospital admission and LOS included a diagnosis of schizophrenia or bipolar disorder, as well as high (≥32 service contacts) non-psychiatric medical service use in the community. Conclusions Our results demonstrate that specific mental disorders alongside high non-psychiatric service use were significantly associated with hospital admission and LOS. These findings suggest the importance of screening within the homeless population to identify individuals who may be at risk for acute illness and the implementation of services to promote recovery and prevent repeated hospitalization. Trial Registration ISRCTN57595077; ISRCTN66721740
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Affiliation(s)
- Angela Russolillo
- Faculty of Health Sciences, Simon Fraser University, Simon Fraser University 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
| | - Akm Moniruzzaman
- Faculty of Health Sciences, Simon Fraser University, Simon Fraser University 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
| | - Milad Parpouchi
- Faculty of Health Sciences, Simon Fraser University, Simon Fraser University 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
| | - Lauren B Currie
- Faculty of Health Sciences, Simon Fraser University, Simon Fraser University 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
| | - Julian M Somers
- Faculty of Health Sciences, Simon Fraser University, Simon Fraser University 8888 University Drive, Burnaby, BC, V5A 1S6, Canada.
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Somers JM, Moniruzzaman A, Rezansoff SN. Migration to the Downtown Eastside neighbourhood of Vancouver and changes in service use in a cohort of mentally ill homeless adults: a 10-year retrospective study. BMJ Open 2016; 6:e009043. [PMID: 26739726 PMCID: PMC4716157 DOI: 10.1136/bmjopen-2015-009043] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Revised: 08/31/2015] [Accepted: 10/20/2015] [Indexed: 11/06/2022] Open
Abstract
OBJECTIVES Little research has investigated the role of migration as a potential contributor to the spatial concentration of homeless people with complex health and social needs. In addition, little is known concerning the relationship between possible migration and changes in levels of service use over time. We hypothesised that homeless, mentally ill individuals living in a concentrated urban setting had migrated from elsewhere over a 10-year period, in association with significant increases in the use of public services. SETTING Recruitment was concentrated in the Downtown Eastside neighbourhood of Vancouver, Canada. PARTICIPANTS Participants (n=433) met criteria for chronic homelessness and serious mental illness, and provided consent to access administrative data. METHODS Linked administrative data were used to retrospectively examine geographic relocation as well as rates of health, justice, and social welfare service utilisation in each of the 10 years prior to recruitment. Generalised estimating equations were used to estimate the effect of migration on service use. RESULTS Over a 10-year period there was significant movement into Vancouver's Downtown Eastside neighbourhood (from 17% to 52% of the cohort). During the same period, there were significant annual increases in community medical services (adjusted rate ratio (ARR) per year=1.08; 95% CI 1.06 to 1.10), hospital admissions (ARR=1.08; 95% CI 1.04 to 1.11), criminal convictions (ARR=1.08; 95% CI 1.03 to 1.13), and financial assistance payments (ARR=1.04; 95% CI 1.03 to 1.06). Migration was significantly associated with financial assistance, but not with other types of services. CONCLUSIONS Significant increases in service use over a 10-year period coincided with significant migration into an urban area where relevant services were concentrated. These results highlight opportunities for early intervention in spatially diverse neighbourhoods to interrupt trajectories marked by worsening health and extremely high service involvement. Further research is urgently needed to investigate the causal relationships between physical migration, health and social welfare, and escalating use of public services. TRIAL REGISTRATION NUMBERS ISRCTN57595077 and ISRCTN66721740; Post-results.
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Affiliation(s)
- Julian M Somers
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Akm Moniruzzaman
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Stefanie N Rezansoff
- Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada
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Somers JM, Rezansoff SN, Moniruzzaman A, Zabarauckas C. High-frequency use of corrections, health, and social services, and association with mental illness and substance use. Emerg Themes Epidemiol 2015; 12:17. [PMID: 26691347 PMCID: PMC4683696 DOI: 10.1186/s12982-015-0040-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2015] [Accepted: 12/04/2015] [Indexed: 11/24/2022] Open
Abstract
Background A subgroup of individuals becomes entrenched in a “revolving door” involving corrections, health, and social welfare services. Little research has investigated the numbers of people that are in frequent contact with multiple public agencies, the costs associated with these encounters, or the characteristics of the people concerned. The present study used linked administrative data to examine offenders who were also very frequent users of health and social services. We investigated the magnitude and distribution of costs attributable to different categories of service for those in the top 10 % of sentences to either community or custodial settings. We hypothesized that the members of these subgroups would be significantly more likely to have substance use and other mental disorders than other members of the offender population. Methods Data were linked across agencies responsible for services to the entire population of British Columbia spanning justice, health, and income assistance. Individuals were eligible for inclusion in the study if they were sentenced at least once in the Vancouver Provincial Court between 2003 and 2012. We examined the subset of participants who fell within the top 10 % of sentences and at least two of the following service categories: community physician services; hospital days; pharmaceutical costs; or income assistance between 2007 and 2012. We examined two groups of offenders separately (those in the top ten percent sentenced to community supervision or to custody) due to differences in time at risk and availability to receive community-based services. Results From more than 14,000 offenders sentenced in Vancouver’s Downtown Eastside, very High Frequency service users associated with community (n = 216) and custody (n = 107) sentences incurred average attributable public service costs of $168,000 and $247,000 respectively over a 5-year period of observation. Health-related costs for both groups were over $80,000 per person, primarily associated with hospital admissions. Across both groups, 99 % had been diagnosed with at least one mental disorder and over 80 % had co-occurring substance use and another mental disorder. Conclusions A subset of offenders with concurrent psychiatric disorders receives extremely high levels of service from health, social welfare, and justice sectors in close temporal succession. Members of this subpopulation require targeted supports in order to produce positive outcomes and prevent the perpetuation of a costly and ineffective revolving door. Electronic supplementary material The online version of this article (doi:10.1186/s12982-015-0040-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Julian M Somers
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC Canada
| | | | - Akm Moniruzzaman
- Faculty of Health Sciences, Simon Fraser University, Burnaby, BC Canada
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