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Bukten A, Virtanen S, Hesse M, Thylstrup B, Kvamme TL, Seid AK, Chang Z, Skjærvø I, Tverborgvik T, Stavseth MR. The prevalence of substance use disorders among people in Norwegian, Danish and Swedish prisons: A multi-national cohort study, 2010-19. Addiction 2024; 119:1264-1275. [PMID: 38529890 DOI: 10.1111/add.16477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 02/18/2024] [Indexed: 03/27/2024]
Abstract
AIMS We estimated the prevalence of substance use disorders (SUDs) in the Norwegian, Danish and Swedish prison populations and compared the prevalence of SUDs in the national prison populations with country-specific general population prevalence rates. DESIGN A multi-national cohort study using data from the National Prison Registries linked to the National Patient Registries in Norway, Denmark and Sweden. SETTING AND PARTICIPANTS We used data from the PriSUD-Nordic study, including national prison populations aged 19 years and older in Norway (2010-19), Denmark (2010-18) and Sweden (2010-13). A total of 119 507 Individuals (108 971 men and 10 536 women) contributing to 191 549 incarcerations were included in the study (Norway: 45432 men; 5429 women, Denmark: 42 162 men; 3370 women, Sweden: 21 377 men; 1737 women). MEASUREMENT We calculated a study prevalence and prevalence at entry to prison for all types of SUDs before imprisonment each consecutive year of observation in each prison population. We also extracted country-specific 1-year prevalence rates from the Global Burden of Diseases database to calculate comparative national prevalence ratios. FINDINGS The study prevalence of any SUD was approximately 40% [Norway: 44.0%, 95% confidence interval (CI) = 43.6-44.5%; Denmark: 39.9%, CI = 39.5-40.4%; Sweden: 39.1%, CI = 38.4-39.7%] in all three countries. Women had a significantly higher study prevalence of any SUD compared with men (Norway: 55.8 versus 42.6%, P < 0.001; Denmark 43.1 versus 39.7%, P = 0.004; Sweden: 51.7 versus 38.0%, P < 0.001). Prevalence estimates were higher for SUDs among people in prison than in the general population. We observed an increasing proportion of people with SUDs entering prison in Norway (P = 0.003), while the proportion was more stable in Denmark and Sweden. CONCLUSIONS Substance use disorders (SUDs) appear to be highly prevalent among the Scandinavian prison populations compared with the general population, especially among women. In Norway, there was a relative increase in SUDs from 2010 to 2019.
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Affiliation(s)
- Anne Bukten
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Norway
| | - Suvi Virtanen
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Morten Hesse
- Centre for Alcohol and Drug Research, Aarhus University, Aarhus, Denmark
| | - Birgitte Thylstrup
- Centre for Alcohol and Drug Research, Aarhus University, Aarhus, Denmark
| | | | - Abdu Kedir Seid
- Centre for Alcohol and Drug Research, Aarhus University, Aarhus, Denmark
| | - Zheng Chang
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
| | - Ingeborg Skjærvø
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Norway
| | - Torill Tverborgvik
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway
| | - Marianne R Stavseth
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway
- Division of Mental Health and Addiction, Oslo University Hospital, Norway
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Bukten A, Skjærvø I, Stavseth MR. Exploring mental health comorbidities and opioid agonist treatment coverage among people in prison: A national cohort study 2010-2019. Drug Alcohol Depend 2023; 250:110896. [PMID: 37515826 DOI: 10.1016/j.drugalcdep.2023.110896] [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: 04/28/2023] [Revised: 06/28/2023] [Accepted: 07/06/2023] [Indexed: 07/31/2023]
Abstract
INTRODUCTION Despite a high prevalence of opioid use disorder (OUD) among people in prison, there is little knowledge of how many receive the recommended opioid agonist treatment (OAT) and what characterizes those who receive OAT and those who do not when it comes to mental health comorbidities. We aimed to describe people with OUD in Norwegian prisons over a ten-year period and their OAT status, and to investigate comorbidity of mental health disorders stratified by gender. METHODS Data from the PriSUD study, including all people (≥19 years old) imprisoned in Norway between 2010 and 2019, linked to national patient registry data, including ICD-10 codes. We calculated the prevalence (1-year and 10-year) of OUD and OAT, and mental health comorbidity stratified on OAT-status and gender. RESULTS Among the cohort (n=51,148), 7 282 (14.2%) were diagnosed with OUD during the period of observation. Of those, 4 689 (64.4%) received OAT. People with OUD had high levels of comorbidity, including other drug use disorders (92.4% OAT, 90.3% non-OAT), alcohol use disorder (32.1% OAT, 44.4% non-OAT) and any other mental health disorders (61.6% OAT, 68.2% non-OAT). The proportion receiving OAT among people with OUD increased markedly during the ten years of observation; from 35.7% in 2010-70.9% in 2019. CONCLUSION People with OUD, both receiving OAT and not, had substantially more mental health comorbidities than the non-OUD population. Understanding how the prison population changes over time especially in terms of mental health needs related to OUD, is important for correctional health service planning.
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Affiliation(s)
- A Bukten
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Norway.
| | - I Skjærvø
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Norway; Norwegian Centre for Violence and Traumatic Stress Studies, Oslo, Norway
| | - M R Stavseth
- Norwegian Centre for Addiction Research, University of Oslo, Oslo, Norway; Division of Mental Health and Addiction, Oslo University Hospital, Norway
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Müller M, Brackmann N, Jäger M, Theodoridou A, Vetter S, Seifritz E, Hotzy F. Predicting coercion during the course of psychiatric hospitalizations. Eur Psychiatry 2023; 66:e22. [PMID: 36700423 PMCID: PMC9981454 DOI: 10.1192/j.eurpsy.2023.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Coercive measures (such as seclusion, mechanical restraint, and forced medication) during psychiatric inpatient treatment should be avoided whenever possible. Different interventions were already developed to reduce coercion, but for their effective application, it is crucial to know the risk factors of individuals and clinical situations that might be associated with coercion. Since the results of previous studies differ considerably the current study aims to fill this gap by evaluating the course of the exertion of coercion in detail. METHODS In this study, we analyzed clinical, procedural, and sociodemographic data from patients (n = 16,607 cases) who were treated as inpatients in Switzerland's largest psychiatric institution with 320 beds during the years 2017 to 2020. We used regression models to identify predictors for the exertion of coercion, the number of coercive measures during a treatment episode and time until exertion of the first and last coercive measure. RESULTS Coercive measures are mostly used during the first days of treatment. We identified clinical parameters such as manic or psychotic episodes to be the most relevant predictors for the exertion of coercion. Cases with those disorders also received coercion more often and earlier in their treatment course than other diagnostic groups. Other promoting factors for frequency and early application of coercion were involuntary admission and factors of chronicity and clinical severity. CONCLUSIONS Knowing the risk factors may help to target preventive strategies for those at highest risk. In particular, interventions should focus on the critical timeframe at the beginning of treatment.
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Affiliation(s)
- Mario Müller
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
| | - Nathalie Brackmann
- Department of Forensic Psychiatry, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
| | - Matthias Jäger
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
| | - Anastasia Theodoridou
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
| | - Stefan Vetter
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
| | - Erich Seifritz
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
| | - Florian Hotzy
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric University Hospital Zurich, University of Zurich, Zürich, Switzerland
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Pelcovitz M, Bennett S, Desai P, Schild J, Beaumont R, Walkup J, Shaffer D, Chiu A. High Rates of Anxiety Among Adolescents in a Partial Hospitalization Program. CHILD & YOUTH CARE FORUM 2023; 52:105-122. [PMID: 35228789 PMCID: PMC8866547 DOI: 10.1007/s10566-022-09680-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Revised: 02/02/2022] [Accepted: 02/03/2022] [Indexed: 01/28/2023]
Abstract
Background Anxiety disorders are garnering increasing attention for their contribution to high-risk issues and functional impairment. Adolescents are typically admitted to partial hospitalization programs (PHPs) due to high-risk presentations. However, the frequency of anxiety disorders in PHPs is not well-established, in part because anxiety can be overlooked in acute settings due to limited lengths of stay and focus on stabilization. Objective This study aims to evaluate the frequency and severity of anxiety disorders among a sample of adolescent PHP patients to assess the need for anxiety-specific assessment and interventions in higher acuity settings. Methods Participants were 158 youths ages 13 to 19 years old (M = 15.49 years, SD = 1.50) who were admitted to an adolescent PHP and their caregivers. Clinician-reported diagnostic information was collected from the youth's electronic medical record, and self- and caregiver-rated severity of anxiety was collected using the Screen for Child Anxiety Related Emotions Disorders (SCARED-C/P). Frequency of anxiety and related disorder diagnoses and self- and caregiver-reported severity were assessed using descriptive statistical methods. Results 75% of participants were diagnosed with an anxiety disorder (n = 118). On average, participants with anxiety disorders had elevated SCARED-C scores. Youths with depressive disorders had elevated SCARED-C scores even when they did not carry anxiety disorder diagnoses. Caregiver ratings of the youth's anxiety symptoms on the SCARED-P were elevated when youths had anxiety disorders. Conclusions These findings suggest that anxiety is common in an adolescent PHP setting and support investing in evidence-based assessment and treatment of anxiety in high-acuity settings.
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Affiliation(s)
- Michelle Pelcovitz
- grid.5386.8000000041936877XDepartment of Psychiatry, Weill Cornell Medicine, New York-Presbyterian Hospital, New York, United States
| | - Shannon Bennett
- grid.5386.8000000041936877XDepartment of Psychiatry, Weill Cornell Medicine, New York-Presbyterian Hospital, New York, United States
| | - Payal Desai
- grid.21729.3f0000000419368729New York State Psychiatric Institute, Columbia University, New York, United States
| | - Jennifer Schild
- grid.5386.8000000041936877XDepartment of Psychiatry, Weill Cornell Medicine, New York-Presbyterian Hospital, New York, United States
| | - Renae Beaumont
- grid.5386.8000000041936877XDepartment of Psychiatry, Weill Cornell Medicine, New York-Presbyterian Hospital, New York, United States
| | - John Walkup
- grid.413808.60000 0004 0388 2248Department of Psychiatry, Lurie Children’s Hospital, Chicago, United States
| | - David Shaffer
- grid.239585.00000 0001 2285 2675Department of Psychiatry, Columbia University Medical Center, New York, United States
| | - Angela Chiu
- grid.5386.8000000041936877XDepartment of Psychiatry, Weill Cornell Medicine, New York-Presbyterian Hospital, New York, United States
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Puteikis K, Kazėnaitė E, Mameniškienė R. Psychiatric comorbidities and all-cause mortality in epilepsy: A nationwide cohort study. Front Neurol 2022; 13:956053. [PMID: 36061994 PMCID: PMC9433706 DOI: 10.3389/fneur.2022.956053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Accepted: 08/02/2022] [Indexed: 11/26/2022] Open
Abstract
Background People with epilepsy (PWE) having comorbid psychiatric conditions may be at greater risk of death. We aimed to determine the association between psychiatric disorders and all-cause mortality among PWE after adjustment for somatic comorbidities. Methods Based on data from the National Health Insurance Fund, a Cox survival analysis was done within a retrospective open cohort of all PWE (≥12 years) in Lithuania between January 2014 and June 2020. Cox models comparing mortality between PWE with or without psychiatric comorbidities were adjusted for sex, age, hospitalizations, and the epilepsy-specific comorbidity index. Results Of 47,964 PWE (age Md = 49, IQR = 34–62 years, 60.3% male, follow-up Md = 4.4, IQR = 2.1–6.1 years), 10,290 (21.5%) died during the study. The diagnosis of any psychiatric disorder (n = 26,137, 54.5%) was associated with increased mortality when adjusted for only sex and age (HR = 1.13, 95% CI = 1.09 to 1.18). After including the epilepsy-specific comorbidity index, the number of hospitalizations and hospital days in the analysis, only self-harm (HR = 1.55, 95% CI = 1.40 to 1.71) and substance use disorders (HR = 1.39 95% CI = 1.32 to 1.47), but not any psychiatric comorbidities (HR = 0.92 95% CI = 0.88 to 0.96) were related to elevated all-cause mortality. Mood, anxiety and behavioral disorders were associated with lower odds of mortality; however, they were rarely documented. Conclusions Our results suggest that psychiatric comorbidities increase all-cause mortality among PWE through their association with coexisting somatic conditions as only substance use disorders and self-harm were independently related to elevated all-cause mortality. Future clinical interview-based studies should explore the relationship between mortality in epilepsy and psychiatric comorbidities while adjusting for somatic comorbidities.
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Affiliation(s)
| | | | - Rūta Mameniškienė
- Centre for Neurology, Vilnius University, Vilnius, Lithuania
- *Correspondence: Rūta Mameniškienė
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Gavrilovic Haustein N, Freudiger M, Hunziker A, Hepp U, Jellestad L, von Känel R, Stulz N. Seclusion as a coercive measure in suicidality - daily routine or exception? BMC Psychiatry 2022; 22:431. [PMID: 35752775 PMCID: PMC9233814 DOI: 10.1186/s12888-022-04076-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 06/17/2022] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Coercive measures continue to be an important topic in psychiatry. However, there is no proof of the effectiveness of the use of coercive measures, especially with suicidal people. For many years, attempts have been made to replace such measures with alternative noncoercive intervention options. This paper aims to clarify the situation of coercive measures, more precisely seclusions, in a general psychiatric hospital in Switzerland. It focuses on compulsory measures in patients with suicidal tendencies. METHOD In this single-centre retrospective cohort study, we used routinely collected medical data and performed qualitative analyses of medical histories to examine whether alternative measures to seclusion had been offered and/or provided to patients who had been secluded solely because of suicidality. Patients were aged 18-65 years and had received inpatient treatment at one of five adult acute care units at a general psychiatric hospital in Switzerland between September 2016 and December 2019. RESULTS There were 5,935 inpatient treatment cases during the study period. Suicidality was rated as "acute" or "very high" at least once during the hospitalization in 219 (3.7%) cases. Of these, 60 were excluded from further analyses as they involved seclusion, but suicidality was not the exclusive indication for this measure. Coercive seclusion was imposed exclusively due to suicidality in 53 (33.3%) of the remaining 159 cases, whereas 106 (66.7%) cases were not secluded. The rates of seclusion among suicidal patients varied considerably between the hospital wards (13.0% to 55.3%). Suicidal patients with non-Swiss residence status and/or lacking language skills were particularly prone to be secluded. Additionally, alternative interventions were offered and provided significantly more frequently in the nonsecluded patients. CONCLUSIONS To avoid seclusion due to suicidal tendencies, it is necessary to have a general attitude of avoiding coercive measures at all costs. It is also important for qualified staff to be able to deal with challenging sociodemographic characteristics of patients such as foreign-language, which may require translators and intercultural interpreters.
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Affiliation(s)
| | - Maurice Freudiger
- Integrated Psychiatric Services Winterthur – Zurcher Unterland, P.O. Box 144, CH-8408 Winterthur, Switzerland
| | - Anna Hunziker
- Integrated Psychiatric Services Winterthur – Zurcher Unterland, P.O. Box 144, CH-8408 Winterthur, Switzerland
| | - Urs Hepp
- Meilener Institute Zurich, Stockerstrasse 45, Zurich, CH-8002 Switzerland
- Department of Consultation-Liaison Psychiatry and Psychosomatic Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Lena Jellestad
- Department of Consultation-Liaison Psychiatry and Psychosomatic Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Roland von Känel
- Department of Consultation-Liaison Psychiatry and Psychosomatic Medicine, University Hospital Zurich, University of Zurich, Zurich, Switzerland
| | - Niklaus Stulz
- Integrated Psychiatric Services Winterthur – Zurcher Unterland, P.O. Box 144, CH-8408 Winterthur, Switzerland
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Cruess DG, Sullivan MC, Strainge L, Blackmon JE, Laumann L, Wheeler D, Cruess SE. Personality predictors of 6-month readmission in adult psychiatric inpatients. INTERNATIONAL JOURNAL OF PSYCHOLOGY 2022; 57:613-620. [PMID: 35258094 DOI: 10.1002/ijop.12839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Accepted: 02/01/2022] [Indexed: 11/08/2022]
Abstract
Readmission of psychiatric inpatients is highly prevalent and places a significant financial burden on the healthcare system. Rehospitalisation is often used as a metric of quality of care in psychiatric settings, but little is known about how specific personality traits impact readmission in adult psychiatric inpatients. A convenience sample of 94 adults (mean age = 36.8 years; female = 54.3%; European American = 76.6%) at an inpatient psychiatric hospital completed the Personality Inventory for DSM-5-Brief Form (PID-5-BF; American Psychiatric Association, 2013); demographic and medical information and readmission data were extracted via chart review. Poisson regression was used to predict number of readmissions at 6 months after discharge from PID-5-BF domain scores of Negative Affectivity, Detachment, Antagonism, Disinhibition and Psychoticism. Twenty-three patients (24.5%) were readmitted at least once by 6-month follow-up. Higher PID-5-BF Negative Affectivity domain scores predicted greater number of readmissions at 6 months (incidence rate ratio (IRR) = 1.14, robust standard error (RSE) = 0.05, p < .01, 95% confidence interval [1.04, 1.25]). The other PID-5-BF domain scores were not significantly related to number of readmissions. Thus, greater negative affect, indicative of higher trait neuroticism, heightened experience of negative emotions and poor self-concept, was a significant personality predictor of readmission in the study. These results suggest that assessing this trait domain might help to identify psychiatric inpatients at greater risk for readmission and determine those most in need of enhanced services to reduce rehospitalisation.
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Affiliation(s)
- Dean G Cruess
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA
| | - Matthew C Sullivan
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA
| | - Lauren Strainge
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA
| | - Jaime E Blackmon
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA
| | - Laura Laumann
- Department of Psychological Sciences, University of Connecticut, Storrs, CT, USA
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Birnbaum ML, Norel R, Van Meter A, Ali AF, Arenare E, Eyigoz E, Agurto C, Germano N, Kane JM, Cecchi GA. Identifying signals associated with psychiatric illness utilizing language and images posted to Facebook. NPJ SCHIZOPHRENIA 2020; 6:38. [PMID: 33273468 PMCID: PMC7713057 DOI: 10.1038/s41537-020-00125-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Accepted: 10/09/2020] [Indexed: 01/03/2023]
Abstract
Prior research has identified associations between social media activity and psychiatric diagnoses; however, diagnoses are rarely clinically confirmed. Toward the goal of applying novel approaches to improve outcomes, research using real patient data is necessary. We collected 3,404,959 Facebook messages and 142,390 images across 223 participants (mean age = 23.7; 41.7% male) with schizophrenia spectrum disorders (SSD), mood disorders (MD), and healthy volunteers (HV). We analyzed features uploaded up to 18 months before the first hospitalization using machine learning and built classifiers that distinguished SSD and MD from HV, and SSD from MD. Classification achieved AUC of 0.77 (HV vs. MD), 0.76 (HV vs. SSD), and 0.72 (SSD vs. MD). SSD used more (P < 0.01) perception words (hear, see, feel) than MD or HV. SSD and MD used more (P < 0.01) swear words compared to HV. SSD were more likely to express negative emotions compared to HV (P < 0.01). MD used more words related to biological processes (blood/pain) compared to HV (P < 0.01). The height and width of photos posted by SSD and MD were smaller (P < 0.01) than HV. MD photos contained more blues and less yellows (P < 0.01). Closer to hospitalization, use of punctuation increased (SSD vs HV), use of negative emotion words increased (MD vs. HV), and use of swear words increased (P < 0.01) for SSD and MD compared to HV. Machine-learning algorithms are capable of differentiating SSD and MD using Facebook activity alone over a year in advance of hospitalization. Integrating Facebook data with clinical information could one day serve to inform clinical decision-making.
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Affiliation(s)
- Michael L Birnbaum
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA.
- The Feinstein Institute for Medical Research, Manhasset, NY, USA.
- The Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA.
| | - Raquel Norel
- IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA
| | - Anna Van Meter
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
- The Feinstein Institute for Medical Research, Manhasset, NY, USA
- The Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA
| | - Asra F Ali
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
- The Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - Elizabeth Arenare
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
- The Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - Elif Eyigoz
- IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA
| | - Carla Agurto
- IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA
| | - Nicole Germano
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
- The Feinstein Institute for Medical Research, Manhasset, NY, USA
| | - John M Kane
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, USA
- The Feinstein Institute for Medical Research, Manhasset, NY, USA
- The Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA
| | - Guillermo A Cecchi
- IBM Research, Thomas J. Watson Research Center, Yorktown Heights, NY, USA
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Ellison WD. An Initial Study of Practicing Psychologists' Views of the Utility of Ecological Momentary Assessment for Difficult Psychotherapy Cases. ADMINISTRATION AND POLICY IN MENTAL HEALTH AND MENTAL HEALTH SERVICES RESEARCH 2020; 48:597-607. [PMID: 33047277 DOI: 10.1007/s10488-020-01093-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/06/2020] [Indexed: 01/22/2023]
Abstract
Ecological momentary assessment (EMA) is a burgeoning area of research, and several clinical applications of the resulting data have been identified by researchers, suggesting potential benefit to psychotherapy practice. However, practitioners often do not use traditional empirically-supported tools for diagnosis and outcome monitoring (e.g., validated interview measures and questionnaires). Thus, it is not clear how readily practitioners will take up newer technology-enhanced assessment methods, despite current enthusiasm among researchers. The current study aimed to explore the perceived usefulness of EMA-based tools for clinical assessment and outcome monitoring of difficult psychotherapy cases, as well as to identify correlates of attitudes about the usefulness of these tools. Clinical psychologists in active therapy practice with adults (n = 375) completed an internet survey including the Attitudes toward Standardized Assessment scale and the Attitudes toward Standardized Assessment Scales-Monitoring and Feedback. Respondents characterized their current diagnostic and outcome monitoring practices and rated how helpful they would find several assessment and outcome monitoring resources for a difficult case, including both traditional instruments and EMA-based methods. EMA-based tools had lower perceived usefulness than existing instruments. Attitudes toward standardized assessment and outcome monitoring predicted the perceived utility of these methods, as did several professional variables. Practicing psychologists may not adopt EMA for clinical assessment more readily than traditional assessment tools. Recommendations for facilitating the uptake of new technologies by psychotherapists are offered.
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Affiliation(s)
- William D Ellison
- Department of Psychology, Trinity University, One Trinity Place, San Antonio, TX, 78212, USA.
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Stulz N, Kawohl W, Jäger M, Mötteli S, Schnyder U, Hepp U. From research to practice: Implementing an experimental home treatment model into routine mental health care. Eur Psychiatry 2020; 63:e94. [PMID: 33168129 PMCID: PMC7681154 DOI: 10.1192/j.eurpsy.2020.91] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background In line with previous findings, in a recent randomized controlled trial (RCT), we found that home treatment (HT) for acute mental health care can reduce (substitute) hospital use among severely ill patients in crises. This study examined whether the findings of the RCT generalize to HT services provided under routine care conditions. Methods We compared patients who received HT during the RCT study phase with patients who received the same HT service after it had become part of routine mental health services in the same catchment area. Sociodemographic and clinical characteristics as well as service use (HT and hospital bed days) were compared between the RCT and the subsequent routine care study period. Results Compared to patients who received HT during the RCT, routine care HT patients were more often living with others, less often admitted compulsorily, more often diagnosed with anxiety and stress-related disorders (ICD-10 F4) and less often diagnosed with schizophrenia spectrum disorders (F2). When compared to patients who were exclusively treated on hospital wards, involvement of the HT team in patients’ care was associated with a clear-cut reduction of hospital bed days both during the RCT and under routine care conditions. However, unlike during the RCT study period, involvement of HT was associated with longer overall treatment episodes (inpatient + HT days) under routine care conditions. Conclusions HT seems to reduce the use of hospital bed days even under routine care conditions but is at risk of producing longer overall acute treatment episodes.
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Affiliation(s)
- N Stulz
- Integrated Psychiatric Services Winterthur-Zurcher Unterland, P.O. Box 144, CH-8408Winterthur, Switzerland
| | - W Kawohl
- Psychiatric Services Aargau, P.O. Box 432, CH-5201Brugg, Switzerland.,KPPP, University Hospital of Psychiatry Zurich, Lenggstrasse 31, CH-8008Zurich, Switzerland
| | - M Jäger
- KPPP, University Hospital of Psychiatry Zurich, Lenggstrasse 31, CH-8008Zurich, Switzerland.,Psychiatrie Baselland, Bienentalstrasse 7, CH-4410Liestal, Switzerland
| | - S Mötteli
- KPPP, University Hospital of Psychiatry Zurich, Lenggstrasse 31, CH-8008Zurich, Switzerland
| | - U Schnyder
- University of Zurich, CH-8001Zurich, Switzerland
| | - U Hepp
- Integrated Psychiatric Services Winterthur-Zurcher Unterland, P.O. Box 144, CH-8408Winterthur, Switzerland
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Birnbaum ML, Kulkarni PP, Van Meter A, Chen V, Rizvi AF, Arenare E, De Choudhury M, Kane JM. Utilizing Machine Learning on Internet Search Activity to Support the Diagnostic Process and Relapse Detection in Young Individuals With Early Psychosis: Feasibility Study. JMIR Ment Health 2020; 7:e19348. [PMID: 32870161 PMCID: PMC7492982 DOI: 10.2196/19348] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 07/20/2020] [Accepted: 07/23/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Psychiatry is nearly entirely reliant on patient self-reporting, and there are few objective and reliable tests or sources of collateral information available to help diagnostic and assessment procedures. Technology offers opportunities to collect objective digital data to complement patient experience and facilitate more informed treatment decisions. OBJECTIVE We aimed to develop computational algorithms based on internet search activity designed to support diagnostic procedures and relapse identification in individuals with schizophrenia spectrum disorders. METHODS We extracted 32,733 time-stamped search queries across 42 participants with schizophrenia spectrum disorders and 74 healthy volunteers between the ages of 15 and 35 (mean 24.4 years, 44.0% male), and built machine-learning diagnostic and relapse classifiers utilizing the timing, frequency, and content of online search activity. RESULTS Classifiers predicted a diagnosis of schizophrenia spectrum disorders with an area under the curve value of 0.74 and predicted a psychotic relapse in individuals with schizophrenia spectrum disorders with an area under the curve of 0.71. Compared with healthy participants, those with schizophrenia spectrum disorders made fewer searches and their searches consisted of fewer words. Prior to a relapse hospitalization, participants with schizophrenia spectrum disorders were more likely to use words related to hearing, perception, and anger, and were less likely to use words related to health. CONCLUSIONS Online search activity holds promise for gathering objective and easily accessed indicators of psychiatric symptoms. Utilizing search activity as collateral behavioral health information would represent a major advancement in efforts to capitalize on objective digital data to improve mental health monitoring.
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Affiliation(s)
- Michael Leo Birnbaum
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, United States
- The Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States
- Hofstra Northwell School of Medicine, Hempstead, NY, United States
| | | | - Anna Van Meter
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, United States
- The Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States
- Hofstra Northwell School of Medicine, Hempstead, NY, United States
| | - Victor Chen
- Georgia Institute of Technology, Atlanta, GA, United States
| | - Asra F Rizvi
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, United States
- The Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States
| | - Elizabeth Arenare
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, United States
- The Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States
| | | | - John M Kane
- The Zucker Hillside Hospital, Northwell Health, Glen Oaks, NY, United States
- The Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, United States
- Hofstra Northwell School of Medicine, Hempstead, NY, United States
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Stulz N, Wyder L, Maeck L, Hilpert M, Lerzer H, Zander E, Kawohl W, Grosse Holtforth M, Schnyder U, Hepp U. Home treatment for acute mental healthcare: randomised controlled trial. Br J Psychiatry 2020; 216:323-330. [PMID: 30864532 DOI: 10.1192/bjp.2019.31] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
BACKGROUND Home treatment has been proposed as an alternative to acute in-patient care for mentally ill patients. However, there is only moderate evidence in support of home treatment. AIMS To test whether and to what degree home treatment services would enable a reduction (substitution) of hospital use. METHOD A total of 707 consecutively admitted adult patients with a broad spectrum of mental disorders (ICD-10: F2-F6, F8-F9, Z) experiencing crises that necessitated immediate admission to hospital, were randomly allocated to either a service model including a home treatment alternative to hospital care (experimental group) or a conventional service model that lacked a home treatment alternative to in-patient care (control group) (trial registration at ClinicalTrials.gov: NCT02322437). RESULTS The mean number of hospital days per patient within 24 months after the index crisis necessitating hospital admission (primary outcome) was reduced by 30.4% (mean 41.3 v. 59.3, P<0.001) when a home treatment team was available (intention-to-treat analysis). Regarding secondary outcomes, average overall treatment duration (hospital days + home treatment days) per patient (mean 50.4 v. 59.3, P = 0.969) and mean number of hospital admissions per patient (mean 1.86 v. 1.93, P = 0.885) did not differ statistically significantly between the experimental and control groups within 24 months after the index crisis. There were no significant between-group differences regarding clinical and social outcomes (Health of the Nation Outcome Scales: mean 9.9 v. 9.7, P = 0.652) or patient satisfaction with care (Perception of Care questionnaire: mean 0.78 v. 0.80, P = 0.242). CONCLUSIONS Home treatment services can reduce hospital use among severely ill patients in acute crises and seem to result in comparable clinical/social outcomes and patient satisfaction as standard in-patient care.
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Affiliation(s)
- Niklaus Stulz
- Head of Research, Integrated Psychiatric Services Winterthur - Zurcher Unterland; Senior Researcher (Former Head of Research), Psychiatric Services Aargau; and Research Associate, Department of Psychology, University of Berne, Switzerland
| | - Lea Wyder
- Research Associate, Psychiatric Services Aargau; and Former PhD Student, Department of Psychology, University of Berne, Switzerland
| | - Lienhard Maeck
- Senior Physician, Psychiatric Services Aargau, Switzerland
| | - Matthias Hilpert
- Deputy Head of Department, Psychiatric Services Aargau, Switzerland
| | - Helmut Lerzer
- Deputy Head of Nursing Services, Psychiatric Services Aargau, Switzerland
| | - Eduard Zander
- Senior Physician, Psychiatric Services Aargau, Switzerland
| | - Wolfram Kawohl
- Head of Department, Psychiatric Services Aargau, Switzerland
| | - Martin Grosse Holtforth
- Associate Professor, Department of Psychology, University of Berne; and Head Researcher, Division of Psychosomatic Medicine, Department of Neurology, Inselspital, University Hospital Berne, Switzerland
| | | | - Urs Hepp
- Medical Director, Integrated Psychiatric Services Winterthur - Zurcher Unterland, Switzerland
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Stulz N, Pichler EM, Kawohl W, Hepp U. The gravitational force of mental health services: distance decay effects in a rural Swiss service area. BMC Health Serv Res 2018; 18:81. [PMID: 29402266 PMCID: PMC5800291 DOI: 10.1186/s12913-018-2888-1] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2017] [Accepted: 01/23/2018] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Previous research suggested a distance decay effect in health services systems, with people living closer to service facilities being more likely to use them. METHOD In this ecological cross sectional study, we conducted spatial and statistical analyses in a Swiss mental health services system being legally bound to provide primary mental health care to approximately 620,000 inhabitants. We examined a cohort of all patients who were over 18 years old and who were treated in the mental health services system between January and December 2011. RESULTS There were 5574 treatment cases during the 12-month period, 2161 inpatient cases and 3413 outpatient cases. Travel time by public transportation between patients' residence and the closest mental health service facility negatively predicted the utilization of outpatient services for all mental disorders, even after controlling for variability in ecological (e.g. socioeconomic) characteristics of the communities in the service provision area. For utilization of inpatient wards no geographical distance decay effect was observed, except for organic mental disorders. CONCLUSIONS Based on these findings, outpatient clinics should be most effectively located decentralized and in the largest communities to meet the needs of the population as close as possible to where people live and to avoid remote areas being insufficiently supplied with mental health care. For mental hospitals and inpatient services decentralized location seems to be less important.
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Affiliation(s)
- Niklaus Stulz
- Psychiatric Services Aargau, P.O. Box 432, 5201 Brugg, Switzerland
- Integrated Psychiatric Services Winterthur – Zurcher Unterland, P.O. Box 144, 8408 Winterthur, Switzerland
| | | | - Wolfram Kawohl
- Psychiatric Services Aargau, P.O. Box 432, 5201 Brugg, Switzerland
| | - Urs Hepp
- Integrated Psychiatric Services Winterthur – Zurcher Unterland, P.O. Box 144, 8408 Winterthur, Switzerland
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