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1.
Nervenarzt ; 93(5): 488-498, 2022 May.
Article in German | MEDLINE | ID: mdl-34114073

ABSTRACT

BACKGROUND: Based on international randomized controlled trials (RCT) the German Association for Psychiatry, Psychotherapy and Psychosomatics (DGPPN) recommends acute treatment in the domestic environment (AHU) and intensive outreach treatment (IAB) with the highest level of evidence; however, due to large differences in national healthcare systems the transference of results from international studies to the healthcare systems in Germany, Austria and Switzerland could be limited. OBJECTIVE: Evaluation of studies on outreach psychiatric treatment forms in Germany, Austria and Switzerland and discussion of the results in the light of international evidence. MATERIAL AND METHODS: A systematic literature search for clinical trials on outreach community treatment from Germany, Austria and Switzerland was conducted in the PubMed database. RESULTS: A total of 19 publications were identified which could be assigned to 5 publications on 4 studies with 2857 patients on AHU and 14 publications on 10 studies with 3207 patients on IAB. The studies on AHU showed this treatment form to be superior regarding the duration of inpatient stay and healthcare costs. The studies on IAB showed more positive outcomes in comparison to controls regarding symptoms, severity of illness, substance abuse, functioning level, remission, satisfaction with treatment, quality of life, healthcare costs, work and housing situations. CONCLUSION: The studies from Germany, Austria, and Switzerland suggest that outreach community treatment is superior regarding several outcome parameters. Thus, there are no indications suggesting that international evidence could not be valid for these countries. Additionally, with one RCT for AHU and one for IAB the requirements for an evidence level of 1b for outreach community treatment in the healthcare systems in question are fulfilled.


Subject(s)
Mental Disorders , Austria , Germany , Humans , Mental Disorders/diagnosis , Mental Disorders/epidemiology , Mental Disorders/therapy , Quality of Life , Switzerland
2.
Nervenarzt ; 93(5): 450-458, 2022 May.
Article in German | MEDLINE | ID: mdl-34905064

ABSTRACT

OBJECTIVE: To investigate whether implementation recommendations derived from the German guidelines "Prevention of coercion" can be implemented on acute psychiatric wards by means of implementation consultants into ward work and if this contributes to an increased level of adherence to guideline intervention recommendations approved by the DGPPN (Deutsche Gesellschaft für Psychiatrie und Psychotherapie, Psychosomatik und Nervenheilkunde)? MATERIAL AND METHODS: Two medical or nursing experts advised ward teams on the implementation of three individually selected recommendations from the guidelines in a structured consulting process over 6 months. The degree of implementation of the recommendations was assessed before and after the intervention by the ward teams together with the implementation consultants using a tool developed for this purpose (PreVCo rating tool). RESULTS: A total of five wards responsible for compulsorily admitted patients took part in the pilot study; three of them completed the intervention. On all three wards, implementation of the guideline recommendations improved for both selected and unselected recommendations. The strategy of using implementation consultants as well as the application of the PreVCo rating tool were well accepted and considered feasible by both the treatment teams and the implementation consultants. CONCLUSION: This pilot study showed that an implementation of recommendations on psychiatric wards derived from the German guidelines "Prevention of coercion" supported by implementation consultants is feasible, well acceptable among treatment teams and can lead to positive changes. The sample of five wards with diverse patient profiles was convincing. The efficacy in terms of reduction of coercive measures is currently being investigated in a randomized controlled trial on 55 psychiatric wards in different parts of Germany, with an intervention based on this pilot study.


Subject(s)
Coercion , Psychiatric Department, Hospital , Adult , Aggression , Germany , Humans , Pilot Projects
3.
Acta Psychiatr Scand ; 144(3): 277-287, 2021 09.
Article in English | MEDLINE | ID: mdl-34139020

ABSTRACT

OBJECTIVE: In recent decades, significant numbers of pharmaceutical trials have gradually been relocated to low- and middle-income countries. However, there is little evidence regarding the transferability of trial outcomes across countries. Analysing duloxetine randomised controlled trials (RCTs) conducted in different countries, we investigated whether per capita gross national income (GNI) and healthcare expenditure (HE) are associated with pre-post mean changes of depression severity and differences in duloxetine-placebo effect sizes. METHOD: Meta-analyses included RCTs investigating duloxetine efficacy in patients with depression. Individual participant data (IPD) from multi-centre duloxetine trials were provided by the manufacturer. Data extracted from published reports also entered analyses in case of trials conducted in only one country. A meta-regression approach was applied to analyse associations of GNI and HE with standardised pre-post mean change using raw score standardisation (SMCR) and comparative effect size, that is, the mean differences (MD) in pre-post effect size between duloxetine and placebo treatment. RESULTS: 23 trials with 8417 randomised participants entered analyses. Regression coefficients indicated a negative linear relationship of SMCR with GNI (z-standardised ß = -3.61, R2  = 14.8%, p < 0.001) and HE (ß = -4.72, R2  = 24.8%, p < 0.001) for participants treated with duloxetine. Similar associations were found for placebo treatment (GNI: ß = -3.52, R2  = 23.8%, p < 0.001; ß = -3.34, R2  = 21.0% p < 0.001). Neither GNI nor HE was associated with the MD between duloxetine and placebo pre-post differences. CONCLUSIONS: Findings challenge the idea of the universal transferability of antidepressant trial outcomes across countries. Understanding the results of antidepressant RCTs demands more sophisticated clarification of context factors involved in determining effectiveness of antidepressant medication and should be discussed with a view to socio-economic context in their countries of origin.


Subject(s)
Antidepressive Agents , Placebo Effect , Antidepressive Agents/therapeutic use , Duloxetine Hydrochloride , Humans , Regression Analysis
4.
BMC Psychiatry ; 21(1): 173, 2021 03 30.
Article in English | MEDLINE | ID: mdl-33781237

ABSTRACT

BACKGROUND: Over the last decades, many high-income countries have successfully implemented assertive outreach mental health services for acute care. Despite evidence that these services entail several benefits for service users, Germany has lagged behind and has been slow in implementing outreach services. In 2018, a new law enabled national mental health care providers to implement team-based crisis intervention services on a regular basis, allowing for different forms of Inpatient Equivalent Home Treatment (IEHT). IEHT is similar to the internationally known Home Treatment or Crisis Resolution Teams. It provides acute psychiatric treatment at the user's home, similar to inpatient hospital treatment in terms of content, flexibility, and complexity. METHODS/DESIGN: The presented naturalistic, quasi-experimental cohort study will evaluate IEHT in ten hospitals running IEHT services in different German regions. Within a multi-method research approach, it will evaluate stakeholders' experiences of care, service use, efficacy, costs, treatment processes and implementation processes of IEHT from different perspectives. Quantitative surveys will be used to recruit 360 service users. Subsequently, 180 service users receiving IEHT will be compared with 180 matched statistical 'twins' receiving standard inpatient treatment. Assessments will take place at baseline as well as after 6 and 12 months. The primary outcome is the hospital re-admission rate within 12 months. Secondary outcomes include the combined readmission rate, total number of inpatient hospital days, treatment discontinuation rate, quality of life, psycho-social functioning, job integration, recovery, satisfaction with care, shared decision-making, and treatment costs. Additionally, the study will assess the burden of care and satisfaction with care among relatives or informal caregivers. A collaborative research team made up of researchers with and without lived experience of mental distress will conduct qualitative investigations with service users, caregivers and IEHT staff teams to explore critical ingredients and interactions between implementation processes, treatment processes, and outcomes from a stakeholder perspective. DISCUSSION: By integrating outcome, process and implementation research as well as different stakeholder perspectives and experiences in one study, this trial captures the various facets of IEHT as a special form of home treatment. Therefore, it allows for an adequate, comprehensive evaluation on different levels of this complex intervention. TRIAL REGISTRATION: Trial registrations: 1) German Clinical Trials Register (DRKS), DRKS000224769. Registered December 3rd 2020, https://www.drks.de/drks_web/setLocale_EN.do ; 2) ClinicalTrials.gov, Identifier: NCT0474550 . Registered February 9th 2021.


Subject(s)
Mental Health , Quality of Life , Cohort Studies , Germany , Humans , Inpatients
5.
Qual Life Res ; 29(8): 2073-2087, 2020 Aug.
Article in English | MEDLINE | ID: mdl-32170584

ABSTRACT

PURPOSE: This study (a) assessed quality of life (QoL) in a patient sample with severe mental illness in an integrated psychiatric care (IC) programme in selected regions in Germany, (b) compared QoL among diagnostic groups and (c) identified socio-demographic, psychiatric anamnestic and clinical characteristics associated with QoL. METHODS: This cross-sectional study included severely mentally ill outpatients with substantial impairments in social functioning. Separate dimensions of QoL were assessed with the World Health Organisation's generic 26-item quality of life (WHOQOL-BREF) instrument. Descriptive analyses and analyses of variance (ANOVAs) were conducted for the overall sample as well as for diagnostic group. RESULTS: A total of 953 patients fully completed the WHOQOL-BREF questionnaire. QoL in this sample was lower than in the general population (mean 34.1; 95% confidence interval (CI) 32.8 to 35.5), with the lowest QoL in unipolar depression patients (mean 30.5; 95% CI 28.9 to 32.2) and the highest in dementia patients (mean 53.0; 95% CI 47.5 to 58.5). Main psychiatric diagnosis, living situation (alone, partner/relatives, assisted), number of disease episodes, source of income, age and clinical global impression (CGI) scores were identified as potential predictors of QoL, but explained only a small part of the variation. CONCLUSION: Aspects of health care that increase QoL despite the presence of a mental disorder are essential for severely mentally ill patients, as complete freedom from the disorder cannot be expected. QoL as a patient-centred outcome should be used as only one component among the recovery measures evaluating treatment outcomes in mental health care.


Subject(s)
Mentally Ill Persons/psychology , Outpatients/psychology , Quality of Life/psychology , Cross-Sectional Studies , Female , Humans , Male , Middle Aged
6.
Psychother Psychosom Med Psychol ; 68(11): 475-480, 2018 Nov.
Article in German | MEDLINE | ID: mdl-30359994

ABSTRACT

INTRODUCTION: Severe mental illness (SMI) is associated with a large burden for affected individuals and their relatives. Psychosocial therapies are a central pillar of the treatment in SMI. MATERIAL & METHODS: Recommendations on psychosocial treatment on the basis of current scientific evidence and structured consensus-finding procedure are provided in the update of the S3 guideline "Psychosocial therapies for severe mental illness". RESULTS: The update of the guideline includes 33 recommendations and 12 statements in the areas of system-level and individual-level interventions (e. g., to work, housing and psychoeducation) as well as on approaches to self-help (e. g. to self-management and peer services) and on general strategies and orientations (e. g., recovery). A so-called Matrix Chapter meets the specifics of the German healthcare system. DISCUSSION: There is a large body of international scientific evidence on various psychosocial interventions, outlining chances of improved social and work participation of people with severe mental illness (SMI). Further developments in the areas of implementation and quality assurance are urgently needed.


Subject(s)
Evidence-Based Medicine , Mental Disorders/therapy , Mentally Ill Persons , Psychotherapy/methods , Germany , Humans , National Health Programs , Self-Help Groups
8.
Eur Arch Psychiatry Clin Neurosci ; 265(3): 173-88, 2015 Apr.
Article in English | MEDLINE | ID: mdl-25384674

ABSTRACT

The burden of severe and persistent mental illness is high. Beside somatic treatment and psychotherapeutic interventions, treatment options for patients with severe mental illness also include psychosocial interventions. This paper summarizes the results of a number of systematic literature searches on psychosocial interventions for people with severe mental illness. Based on this evidence appraisal, recommendations for the treatment of people with severe mental illness were formulated and published in the evidence-based guideline series of the German Society for Psychiatry, Psychotherapy and Neurology (DGPPN) as an evidence-based consensus guideline ("S3 guideline"). Recommendations were strongly based on study results, but used consensus processes to consider external validity and transferability of the recommended practices to the German mental healthcare system. A distinction is made between system-level interventions (multidisciplinary team-based psychiatric community care, case management, vocational rehabilitation and participation in work life and residential care interventions) and single psychosocial interventions (psychoeducation, social skills training, arts therapies, occupational therapy and exercise therapy). There is good evidence for the efficacy of the majority of psychosocial interventions in the target group. The best available evidence exists for multidisciplinary team-based psychiatric community care, family psychoeducation, social skills training and supported employment. The present guideline offers an important opportunity to further improve health services for people with severe mental illness in Germany. Moreover, the guideline highlights areas for further research.


Subject(s)
Evidence-Based Medicine , Mental Disorders/psychology , Mental Disorders/rehabilitation , Psychotherapy/methods , Psychotherapy/standards , Humans
10.
Psychiatr Prax ; 51(2): 104-109, 2024 Mar.
Article in German | MEDLINE | ID: mdl-38159564

ABSTRACT

The equality of mentally ill people with somatically ill people and the provision of community care were central topics of the Psychiatry-Enquête. With regard to medical rehabilitation services, this goal has not been implemented to date. The amendments to the Ninth Book of the Social Code (SGB IX) made by the Federal Participation Act (BTHG) again open up the possibility of making outreach medical rehabilitation services accessible to people with severe mental illnesses.


Subject(s)
Mental Disorders , Outpatients , Humans , Germany , Psychotherapy , Mental Disorders/rehabilitation
11.
Psychiatr Prax ; 51(2): 92-98, 2024 Mar.
Article in German | MEDLINE | ID: mdl-37944945

ABSTRACT

AIM OF THE STUDY: Comparison of psychiatric services use in the 12-month follow-up period between Inpatient Equivalent Home Treatment (IEHT) and inpatient psychiatric treatment. METHODS: In a retrospective 12-month follow-up study, 223 patients from the Inpatient Equivalent Home Treatment (IEHT) intervention group (IG) were compared to a matched inpatient control group (CG) on their utilization of psychiatric services. RESULTS: The inpatient readmission rate in the IG was significantly 11% lower than in the CG. The number of treatment days in the IG was significantly lower than in the CG. In the IG, psychiatric services at the outpatient clinic were used significantly more often for the first time than in the CG. CONCLUSION: The present study suggests that IEHT is superior to inpatient treatment in terms of the risk of inpatient readmission and the duration of inpatient treatment days. An outpatient services use effect following IEHT is observed.


Subject(s)
Inpatients , Humans , Follow-Up Studies , Retrospective Studies , Cohort Studies , Propensity Score , Germany
12.
Front Psychiatry ; 14: 1089484, 2023.
Article in English | MEDLINE | ID: mdl-36824670

ABSTRACT

Introduction: The use of restraint as a means of managing patients is considered a critical factor that interferes with recovery. Strategies to create a less restrictive environment within psychiatric facilities are therefore eagerly sought. Peer support workers (PSWs) are increasingly employed in mental health settings. The prevailing theory is that PSWs have the potential to contribute to conflict and restraint prevention efforts in acute psychiatric wards. However, to date, research in support of this claim remains limited. Objective: The present study aimed at assessing the effectiveness of employing peer support workers with regard to reducing the use of restraint. Methods: This prospective controlled pre-post study sought to evaluate the implementation of peer support in one locked ward compared to treatment as usual (TAU) with no implementation of peer support in a second locked ward of a psychiatry department in Berlin, Germany. The pre-post comparison was planned to consist of two assessment periods of 3 months each, taking place directly before and after peer support implementation or TAU. Both assessments were extended to a period of 6 months, before and after the initially planned 12-month implementation process, in order to balance the effects of disruptions and of the COVID-19 pandemic. Using routine data, the proportion, frequency, and duration of mechanical restraint, forced medication as well as mechanical restraint in combination with forced medication, were evaluated. Results: In the control group, an increase in the proportion of patients subjected to measures of restraint was found between pre- and post-assessment, which was accompanied by a further increase in the mean number of events of restraint per patient within this group. In the intervention group, no significant change in the application of restraint was observed during the study period. Discussion: There is some indication that peer support may be protective with regard to restraint in acute wards. However, our study faced major challenges during the implementation process and the post-assessment period, such as COVID-19 and staff reorganization. This may have led to peer support not reaching its full potential. The relationship between the implementation of peer support and the use of restraint therefore merits further investigation.

13.
Psychiatr Prax ; 50(2): 98-102, 2023 Mar.
Article in German | MEDLINE | ID: mdl-36455601

ABSTRACT

OBJECTIVE: Evaluation of long-term effects of the implementation of the Safewards Model (SM) among staff and patients in acute psychiatry in Germany. METHOD: Assessment of ward atmosphere, job satisfaction, fidelity, and coercive interventions in 2 locked wards directly before and 15 months after implementation of the SM. RESULTS: Ward atmosphere was assessed significantly better after implementation, job satisfaction was still above-average at both times, coercive interventions declined significantly in one ward, fidelity and degree of implementation were still high. CONCLUSIONS: The implementing of the SM in locked wards in acute psychiatry can also have positive effects in long run.


Subject(s)
Psychiatric Department, Hospital , Psychiatry , Humans , Follow-Up Studies , Germany , Coercion
14.
Psychiatr Prax ; 50(8): 407-414, 2023 Nov.
Article in German | MEDLINE | ID: mdl-37683674

ABSTRACT

AIM: The quasi-experimental AKtiV study investigates the effects inpatient-equivalent home treatment (IEHT). This paper describes the study population based on demographic and clinical parameters at baseline and compares the index treatment. METHODS: Over a period of 12 months 200 IEHT users were included in the intervention group (IG) and 200 inpatients were included in the control group (CG). The comparability of the two groups was ensured by propensity score matching (PSM). RESULTS: In addition to the PSM variables, IG and CG did not differ significantly from each other variables at study inclusion. The duration of the index treatment was significantly longer in the IG (M=37.2 days) compared to the CG (M=27.9 days; p<0.001). CONCLUSION: The similarity of the two groups enables comparisons over 12 months, investigating IEHT effects on long-term outcomes.


Subject(s)
Hospitalization , Inpatients , Humans , Treatment Outcome , Germany
15.
Eur Psychiatry ; 66(1): e71, 2023 09 08.
Article in English | MEDLINE | ID: mdl-37681407

ABSTRACT

BACKGROUND: Inpatient equivalent home treatment (IEHT), implemented in Germany since 2018, is a specific form of home treatment. Between 2021 and 2022, IEHT was compared to inpatient psychiatric treatment in a 12-months follow-up quasi-experimental study with two propensity score matched cohorts in 10 psychiatric centers in Germany. This article reports results on the treatment during the acute episode and focuses on involvement in decision-making, patient satisfaction, and drop-out rates. METHODS: A total of 200 service users receiving IEHT were compared with 200 matched statistical "twins" in standard inpatient treatment. Premature termination of treatment as well as reasons for this was assessed using routine data and a questionnaire. In addition, we measured patient satisfaction with care with a specific scale. For the evaluation of patient involvement in treatment decisions, we used the 9-item Shared Decision Making Questionnaire (SDM-Q-9). RESULTS: Patients were comparable in both groups with regard to sociodemographic and clinical characteristics. Mean length-of-stay was 37 days for IEHT and 28 days for inpatient treatment. In both groups, a similar proportion of participants stopped treatment prematurely. At the end of the acute episode, patient involvement in decision-making (SDM-Q-9) as well as treatment satisfaction scores were significantly higher for IEHT patients compared to inpatients. CONCLUSIONS: Compared to inpatient care, IEHT treatment for acute psychiatric episodes was associated with higher treatment satisfaction and more involvement in clinical decisions.


Subject(s)
Decision Making, Shared , Inpatients , Humans , Inpatients/psychology , Patient Participation , Patient Satisfaction , Personal Satisfaction , Decision Making
16.
Psychiatr Prax ; 2023 Nov 21.
Article in German | MEDLINE | ID: mdl-37989203

ABSTRACT

This part of the AKtiV Study focuses on treatment satisfaction of patients and their relatives within Inpatient Equivalent Home Treatment (IEHT) and regular treatment. Stress of relatives and job satisfaction and workload of employees in IEHT is also considered. Relevant Parameters were collected via established as well as newly adapted questionnaires at the end of treatment. Patients and relatives in IEHT are significantly more satisfied. The stress experienced by relatives is reduced in both forms of treatment. Employees in IEHT are generally very satisfied, although there is no correlation with the satisfaction of relatives and patients. Known limitations of satisfaction surveys must be taken into account. In general these results encourage the expansion and continuous development of this new form of treatment in Germany.

17.
Psychother Psychosom Med Psychol ; 62(11): 425-8, 2012 Nov.
Article in German | MEDLINE | ID: mdl-23143829

ABSTRACT

Severe mental illness is associated with long-lasting symptoms and various impairments including individual, social and occupational aspects. The S3 guideline on psychosocial therapies in severe mental illness of the Germany Society for Psychiatry, Psychotherapy and Neurology (DGPPN) offers recommendations for psychosocial interventions. This paper emphasizes specific characteristics of the S3 guidelines on psychosocial therapies in severe mental illness and summarizes the primary results. Areas of future mental health service research are identified.


Subject(s)
Mental Disorders/therapy , Psychotherapy/standards , Evidence-Based Medicine , Germany , Guidelines as Topic , Humans , Social Support
18.
Front Sociol ; 7: 805604, 2022.
Article in English | MEDLINE | ID: mdl-35755483

ABSTRACT

The perception of mental distress varies with time and culture, e.g., concerning its origin as either social or medical. This may be one reason for the moderate reliability of descriptive psychiatric diagnoses. Additionally, the mechanisms of action of most psychiatric treatments and psychotherapeutic interventions are generally unknown. Thus, these treatments have to be labeled as mostly unspecific even if they help in coping with mental distress. The psychiatric concept of mental disorders therefore has inherent limitations of precision and comprises rather fuzzy boundaries. Against this background, many people question the current process of diagnosing and categorizing mental illnesses. However, many scholars reject new approaches discussed in this context. They rather hold on to traditional diagnostic categories which therefore still play a central role in mental health practice and research and. In order to better understand the adherence to traditional psychiatric concepts, we take a closer look at one of the most widely adopted traditional concepts - the Stress-Vulnerability Model. This model has originally been introduced to tackle some problems of biological psychiatry. However, it has been misapplied with the result of drawing attention preferentially to biological vulnerability instead of a wider array of vulnerability factors including social adversity. Thus, in its current use, the Stress-Vulnerability Model provides only a vague theory for understanding mental phenomena. Therefore, we discuss the advantages and allegedly limited applicability of Crisis Theory as an alternative heuristic model for understanding the nature and development of mental distress. We outline the problems of this theory especially in applying it to severe mental disorders. We finally argue that an understanding of Crisis Theory supported by a systemic approach can be applied to most types of severe psychological disturbances implying that such an understanding may prevent or manage some negative aspects of the psychiatrization of psychosocial problems.

19.
Psychiatr Prax ; 49(8): 405-410, 2022 Nov.
Article in German | MEDLINE | ID: mdl-34674201

ABSTRACT

OBJECTIVE: Effectiveness of Inpatient Equivalent Home Treatment (IEHT) was examined in comparison to standard psychiatric inpatient treatment. IEHT is similar to the internationally known Home Treatment or Crisis Resolution Teams. It provides acute psychiatric treatment at the user's home, similar to inpatient hospital treatment in terms of content, flexibility, and complexity. METHODS: This retrospective matched control study used routine data of 86 patients (IEHT, n = 43, standard inpatient treatment n = 43). Readmission rates and cumulative hospital days were compared within a 12-month-follow-up time period. RESULTS: The readmission rate was lower and cumulative treatment days were longer after IETH. However, both group differences were not statistically significant. CONCLUSION: The present study indicates that IEHT is not inferior to standard inpatient treatment in terms of the risk of readmission.


Subject(s)
Hospitalization , Inpatients , Humans , Cohort Studies , Retrospective Studies , Germany , Patient Readmission
20.
PLoS One ; 17(4): e0266352, 2022.
Article in English | MEDLINE | ID: mdl-35363806

ABSTRACT

High utilizers (HU) are patients with an above-average use of psychiatric inpatient treatment. A precise characterization of this patient group is important when tailoring specific treatment approaches for them. While the current literature reports evidence of sociodemographic, and socio-clinical characteristics of HU, knowledge regarding their psychological characteristics is sparse. This study aimed to investigate the association between patients' psychological characteristics and their utilization of psychiatric inpatient treatment. Patients from the University Psychiatric Clinics (UPK) Basel diagnosed with schizophrenia spectrum or bipolar affective disorders participated in a survey at the end of their inpatient treatment stay. The survey included assessments of psychological characteristics such as quality of life, self-esteem, self-stigma, subjective experience and meaning of psychoses, insight into the disease, and patients' utilization of psychiatric inpatient treatment in the last 30 months. The outcome variables were two indicators of utilization of psychiatric inpatient treatment, viz. "utilization pattern" (defined as HU vs. Non-HU [NHU]) and "length of stay" (number of inpatient treatment days in the last 30 months). Statistical analyses included multiple regression models, the least absolute shrinkage and selection operator (lasso) method, and the random forest model. We included 112 inpatients, of which 50 were classified as HU and 62 as NHU. The low performance of all statistical models used after cross-validation suggests that none of the estimated psychological variables showed predictive accuracy and hence clinical relevance regarding these two outcomes. Results indicate no link between psychological characteristics and inpatient treatment utilization in patients diagnosed with schizophrenia spectrum or bipolar affective disorders. Thus, in this study, the examined psychological variables do not seem to play an important role in patients' use of psychiatric inpatient treatment; this highlights the need for additional research to further examine underlying mechanisms of high utilization of psychiatric inpatient treatment.


Subject(s)
Inpatients , Quality of Life , Cross-Sectional Studies , Hospitalization , Humans , Machine Learning
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