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Fearon D, Perlman CM, Leatherdale S, Hirdes JP, Dubin J. Classification of traumatic life events and substance use among persons admitted to inpatient psychiatry in Ontario, Canada. J Psychiatr Res 2024; 172:236-243. [PMID: 38412786 DOI: 10.1016/j.jpsychires.2024.02.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 01/09/2024] [Accepted: 02/01/2024] [Indexed: 02/29/2024]
Abstract
BACKGROUND Trauma is commonly overlooked or undiagnosed in clinical care settings. Undetected trauma has been associated with elevated substance use highlighting the need to prioritize identifying individuals with undetected trauma through common characteristics. OBJECTIVE The purpose of this study is to identify classifications of traumatic life experiences and substance use among persons admitted to inpatient psychiatry in Ontario and to identify covariates associated with classification membership. STUDY DESIGN A population-based retrospective cohort study was conducted using interRAI Mental Health (MH) assessment data. Individuals were included who experienced traumatic life events (N = 10,125), in Ontario, Canada between January 1, 2015, to December 31, 2019. RESULTS Eight latent classes were identified that ranged from low (i.e., Class 1: Interpersonal Issues, Without Substance use) to high (i.e., Class 8: Widespread Trauma, Alcohol & Cannabis Addiction) complexity patterns of traumatic life events and substance use indicators. Classifications with similar trauma profiles were differentiated by patterns of substance use. For example, individuals in Class 2: Safety & Relationship Issues, Without Substance use and Class 3: Safety & Relationship Issues, Alcohol & Cannabis both had many estimates centered around the experience of victimization (e.g., victim of sexual assault, victim of physical assault, victim of emotional abuse). Multinomial logistic regression models highlighted additional factors associated with classifications such as homelessness, where those who were homeless were 2.09-4.02 times more likely to be in Class 6: Widespread Trauma & Substance Addiction. INTERPRETATION Trauma exposures are complex and varied among persons in inpatient psychiatry and can be further differentiated by substance use patterns. These findings provide a population-based estimate of the trauma experiences of persons in inpatient settings in Ontario, Canada. Findings demonstrate the importance of using comprehensive assessment to support clinical decision making in relation to trauma and substance.
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Affiliation(s)
- Danielle Fearon
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada.
| | | | - Scott Leatherdale
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada
| | - John P Hirdes
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada
| | - Joel Dubin
- School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada; Department of Statistics and Actuarial Science, University of Waterloo, Waterloo, Ontario, Canada
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A Predictive Model for Estimating Risk of Harm and Aggression in Inpatient Mental Health Clinics. Psychiatr Q 2021; 92:1055-1067. [PMID: 33481177 DOI: 10.1007/s11126-020-09880-w] [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] [Accepted: 12/13/2020] [Indexed: 10/22/2022]
Abstract
Serious mental illness is a major risk factor for aggression and violence. The present study aimed to develop and test an algorithm to predict inpatient aggressions that involve a risk of harm to self or others. This work is based on a retrospective study aimed to investigate the prediction of risk of harm and aggressions at St. Joseph's Healthcare Hamilton, between 2016 and 2017. An analysis of the risk factors most strongly associated with harmful incidents is, followed by the description of the process involved in the development of a predictive model which estimates the risk of harm. The efficiency of the model developed is finally evaluated, showing an overall accuracy of 75%: the specificity to identify episodes considered not at risk of harm is equal to 91.85%, whereas the sensitivity to identify episodes considered harmful is equal to 28.57%. The model proposed can be seen as a seminal project towards the development of a more comprehensive, precise and effective tool capable to predict the risk of harm in the inpatient setting.
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An Examination of the Performance of the interRAI Risk of Harm to Others Clinical Assessment Protocol (RHO CAP) in Inpatient Mental Health Settings. Psychiatr Q 2021; 92:863-878. [PMID: 33219429 DOI: 10.1007/s11126-020-09857-9] [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] [Accepted: 11/15/2020] [Indexed: 10/22/2022]
Abstract
We study violence risk prediction at St. Joseph's Healthcare Hamilton. Data from January 2016 to December 2017 have been anonymized and collected, for a total of 870 episodes of inpatient aggressions perpetrated by 337 patients. We examine the predictive performance of a clinical indicator embedded in a mandatory assessment tool for psychiatric facilities in Ontario, the Resident Assessment Instrument for Mental Health (RAI-MH): the Risk of Harm to Others Clinical Assessment Protocol (RHO CAP). The RHO CAP's performance is studied among two groups of patients. Moreover, an analysis of the most important risk factors associated with harmful incidents is presented. The RHO CAP has demonstrated a better performance in discriminating which patients were more at risk to commit some type of aggression than at identifying the risk of harm among those who will commit aggression.
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Herring MG, Martin L, Kristman VL. Brief Report: Characteristics and Needs of Persons Admitted to an Inpatient Psychiatric Hospital With Workers' Compensation Coverage. Front Psychiatry 2021; 12:673123. [PMID: 34122190 PMCID: PMC8193122 DOI: 10.3389/fpsyt.2021.673123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 04/26/2021] [Indexed: 11/13/2022] Open
Abstract
The rise of mental health issues in the workplace is widely known. Though mental health issues were not covered by the Workplace Safety Insurance Board (WSIB) in Ontario (Canada) until 2018, it was listed as responsible for payment of inpatient psychiatric hospital stays between 2006 and 2016. This population-level observational analytic study compares the clinical and service needs of 1,091 individuals admitted to inpatient psychiatry with WSIB coverage to all other admissions (n = 449,128). Secondary analysis was based on the interRAI Mental Health assessment. The WSIB group differed from all other admissions on almost all characteristics considered. Most notably, depression (65.08 vs. 57.02%), traumatic life events (25.48 vs. 15.58%), substance use (58.02 vs. 46.92%), daily pain (38.31 vs. 12.15%) and sleep disturbance (48.95 vs. 37.12%) were much higher in the WSIB group. Females with WSIB coverage had more depression (74.36 vs. 59.91%) and traumatic life events (30.00 vs. 22.97%), whereas males had more substance issues (63.62 vs. 47.95%). In addition, persons under the age of 55 had more substance issues (<25 = 75.47%; 25-54 = 61.64%: 55 ± 40.54%) and traumatic life events (<25 = 26.41%; 25-54 = 28.18%; 55 ± 15.31%), while those 25-54 years had more daily pain (41.67% vs. <25 = 3.77% and 55 ± 34.23%) and sleep disturbance (50.74% vs. <25 = 33.96% and 55 ± 45.94%). All variables differed significantly by sex and age within the comparison group, though not always following the patterns observed in the WSIB group. Future research examining mental health needs and outcomes among injured workers receiving inpatient psychiatric services is needed, and should take into account sex and age.
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Affiliation(s)
- Mary Grace Herring
- Department of Health Sciences, Lakehead University, Thunder Bay, ON, Canada.,Enhancing Prevention of Injury & Disability (EPID)@Work Research Institute, Lakehead University, Thunder Bay, ON, Canada
| | - Lynn Martin
- Department of Health Sciences, Lakehead University, Thunder Bay, ON, Canada.,Enhancing Prevention of Injury & Disability (EPID)@Work Research Institute, Lakehead University, Thunder Bay, ON, Canada
| | - Vicki L Kristman
- Department of Health Sciences, Lakehead University, Thunder Bay, ON, Canada.,Enhancing Prevention of Injury & Disability (EPID)@Work Research Institute, Lakehead University, Thunder Bay, ON, Canada
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Little J, Hirdes JP, Perlman CM, Meyer SB. Clinical Predictors of Delayed Discharges in Inpatient Mental Health Settings Across Ontario. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2020; 46:105-114. [PMID: 30284090 PMCID: PMC6327079 DOI: 10.1007/s10488-018-0898-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Delayed discharges constitute an ongoing issue in psychiatric facilities. This study examined clinical predictors of 30-day delayed discharges in all designated inpatient mental health units within Ontario, Canada. Data for 76,184 inpatient episodes were obtained from 68 psychiatric facilities between 2011 and 2013. Risk factors for delayed discharges were analyzed using multivariate logistic regression. Indicators of functional, social, and cognitive impairment positively predicted delayed discharges, while symptoms of mental illness were inversely related. Policy makers and mental health care practitioners may utilize early predictors of delayed discharges to introduce treatment interventions and policies that reduce the risk of delays in mental health settings.
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Affiliation(s)
- Jerrica Little
- University of Waterloo, 200 University Ave West, Waterloo, ON, N2L 3G1, Canada.
| | - John P Hirdes
- University of Waterloo, 200 University Ave West, Waterloo, ON, N2L 3G1, Canada
| | | | - Samantha B Meyer
- University of Waterloo, 200 University Ave West, Waterloo, ON, N2L 3G1, Canada
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Hirdes JP, van Everdingen C, Ferris J, Franco-Martin M, Fries BE, Heikkilä J, Hirdes A, Hoffman R, James ML, Martin L, Perlman CM, Rabinowitz T, Stewart SL, Van Audenhove C. The interRAI Suite of Mental Health Assessment Instruments: An Integrated System for the Continuum of Care. Front Psychiatry 2020; 10:926. [PMID: 32076412 PMCID: PMC6978285 DOI: 10.3389/fpsyt.2019.00926] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Accepted: 11/21/2019] [Indexed: 12/21/2022] Open
Abstract
The lives of persons living with mental illness are affected by psychological, biological, social, economic, and environmental factors over the life course. It is therefore unlikely that simple preventive strategies, clinical treatments, therapeutic interventions, or policy options will succeed as singular solutions for the challenges of mental illness. Persons living with mental illness receive services and supports in multiple settings across the health care continuum that are often fragmented, uncoordinated, and inadequately responsive. Appropriate assessment is an important tool that health systems must deploy to respond to the strengths, preferences, and needs of persons with mental illness. However, standard approaches are often focused on measurement of psychiatric symptoms without taking a broader perspective to address issues like growth, development, and aging; physical health and disability; social relationships; economic resources; housing; substance use; involvement with criminal justice; stigma; and recovery. Using conglomerations of instruments to cover more domains is impractical, inconsistent, and incomplete while posing considerable assessment burden. interRAI mental health instruments were developed by a network of over 100 researchers, clinicians, and policy experts from over 35 nations. This includes assessment systems for adults in inpatient psychiatry, community mental health, emergency departments, mobile crisis teams, and long-term care settings, as well as a screening system for police officers. A similar set of instruments is available for child/youth mental health. The instruments form an integrated mental health information system because they share a common assessment language, conceptual basis, clinical emphasis, data collection approach, data elements, and care planning protocols. The key applications of these instruments include care planning, outcome measurement, quality improvement, and resource allocation. The composition of these instruments and psychometric properties are reviewed, and examples related to homeless are used to illustrate the various applications of these assessment systems.
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Affiliation(s)
- John P. Hirdes
- School of Public Health and Health Systems, University of Waterloo, Waterloo, ON, Canada
| | - Coline van Everdingen
- Psychiatry and Neuropsychology Department, Maastricht University, Maastricht, Netherlands
| | - Jason Ferris
- Centre for Health Services Research, Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | | | - Brant E. Fries
- Institute of Gerontology, University of Michigan, Ann Arbor, MI, United States
| | - Jyrki Heikkilä
- Division of Psychiatry, Turku University Hospital, Turku, Finland
| | - Alice Hirdes
- Graduate Program in Health Promotion, Human Development and Society, Lutheran University of Brazil, Canoas, Brazil
| | - Ron Hoffman
- School of Criminology and Criminal Justice, Nipissing University, North Bay, ON, Canada
| | - Mary L. James
- Institute of Gerontology, University of Michigan, Ann Arbor, MI, United States
| | - Lynn Martin
- Department of Health Sciences for Lynn Martin, Lakehead University, Thunder Bay, ON, Canada
| | - Christopher M. Perlman
- School of Public Health and Health Systems, University of Waterloo, Waterloo, ON, Canada
| | - Terry Rabinowitz
- Departments of Psychiatry and Family Medicine Larner College of Medicine, University of Vermont, Burlington, VT, United States
| | - Shannon L. Stewart
- Faculty of Education, Althouse College, Western University, London, ON, Canada
| | - Chantal Van Audenhove
- LUCAS Center for Care Research and Consultancy & Academic Center for General Practice in the Department of Public Health and Primary Care, KU Leuven University, Leuven, Belgium
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Laliberté V, Stergiopoulos V, Jacob B, Kurdyak P. Homelessness at discharge and its impact on psychiatric readmission and physician follow-up: a population-based cohort study. Epidemiol Psychiatr Sci 2019; 29:e21. [PMID: 30841949 PMCID: PMC8061292 DOI: 10.1017/s2045796019000052] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2018] [Revised: 01/22/2019] [Accepted: 01/26/2019] [Indexed: 11/07/2022] Open
Abstract
AIMS A significant proportion of adults who are admitted to psychiatric hospitals are homeless, yet little is known about their outcomes after a psychiatric hospitalisation discharge. The aim of this study was to assess the impact of being homeless at the time of psychiatric hospitalisation discharge on psychiatric hospital readmission, mental health-related emergency department (ED) visits and physician-based outpatient care. METHODS This was a population-based cohort study using health administrative databases. All patients discharged from a psychiatric hospitalisation in Ontario, Canada, between 1 April 2011 and 31 March 2014 (N = 91 028) were included and categorised as homeless or non-homeless at the time of discharge. Psychiatric hospitalisation readmission rates, mental health-related ED visits and physician-based outpatient care were measured within 30 days following hospital discharge. RESULTS There were 2052 (2.3%) adults identified as homeless at discharge. Homeless individuals at discharge were significantly more likely to have a readmission within 30 days following discharge (17.1 v. 9.8%; aHR = 1.43 (95% CI 1.26-1.63)) and to have an ED visit (27.2 v. 11.6%; aHR = 1.87 (95% CI 1.68-2.0)). Homeless individuals were also over 50% less likely to have a psychiatrist visit (aHR = 0.46 (95% CI 0.40-0.53)). CONCLUSION Homeless adults are at higher risk of readmission and ED visits following discharge. They are also much less likely to receive post-discharge physician care. Efforts to improve access to services for this vulnerable population are required to reduce acute care service use and improve care continuity.
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Affiliation(s)
- V. Laliberté
- Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
| | - V. Stergiopoulos
- Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
| | - B. Jacob
- Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
| | - P. Kurdyak
- Centre for Addiction and Mental Health, University of Toronto, Toronto, ON, Canada
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Tempier R, Bouattane EM, Hirdes JP. Access to psychiatrists by French-speaking patients in Ontario hospitals: 2005 to 2013. Healthc Manage Forum 2015; 28:167-71. [PMID: 26015487 DOI: 10.1177/0840470415581244] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
There has been a limited amount of research suggesting that cultural and linguistic variables may affect access to health services, but no study has examined the access of French-speaking Canadians to psychiatrists. The present study used data from the Ontario Mental Health Reporting System to examine patterns of daily contact with psychiatrists in the first 3 days of admission to mental health facilities in Ontario. The results showed that after controlling for a broad range of covariates, French-speaking Ontarians were about one-third as likely to have daily contact with psychiatrists in that time period compared to English-speaking patients. These results were not explained by regional differences. Instead, they point to the possibility that language poses an important barrier to specific and highly specialized mental health services in this province.
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Affiliation(s)
| | | | - John P Hirdes
- School of Public Health and Health Systems, University of Waterloo, Waterloo, Ontario, Canada
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Naus TE, Hirdes JP. Psychometric properties of the interRAI subjective quality of life Instrument for mental health. Health (London) 2013. [DOI: 10.4236/health.2013.53a084] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Urbanoski KA, Mulsant BH, Willett P, Ehtesham S, Rush B. Real-world evaluation of the Resident Assessment Instrument-Mental Health assessment system. CANADIAN JOURNAL OF PSYCHIATRY. REVUE CANADIENNE DE PSYCHIATRIE 2012; 57:687-95. [PMID: 23149284 DOI: 10.1177/070674371205701106] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE We evaluated the Resident Assessment Instrument-Mental Health (RAI-MH) assessment platform at a large psychiatric hospital in Ontario during the 3 years following its provincially mandated implementation in 2005. Our objectives were to document and consider changes over time in front-line coding practices and in indicators of data quality. METHOD Structured interviews with program staff were used for preliminary information-gathering on front-line coding practices. A retrospective data review of assessments conducted from 2005 to 2007 examined 5 quantitative indicators of data quality. RESULTS There is evidence of improved data quality over time; however, low scores on the outcome scales highlight potential shortcomings in the assessment system's ability to support outcome monitoring. There was variability in implementation and performance across clinical programs. CONCLUSIONS This evaluation suggests that the RAI-MH-based assessment platform may be better suited to longer-term services for severely impaired clients than to short-term, highly specialized services. In particular, the suitability of the RAI-MH for hospital-based addictions care should be re-examined. Issues of staff compliance and motivation and problems with assessment system performance would be highly entwined, making it inappropriate to attempt to allocate responsibility for areas of less than optimal performance to one or the other. The ability of the RAI-MH to perform well on clinical front lines is, in any case, essential for it to meet its objectives. Continued evaluation of this assessment platform should be a priority for future research.
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