Enhancing psychiatric rehabilitation outcomes through a multimodal multitask learning model based on BERT and TabNet: An approach for personalized treatment and improved decision-making.

Evaluating the rehabilitation status of individuals with serious mental illnesses (SMI) necessitates a comprehensive analysis of multimodal data, including unstructured text records and structured diagnostic data. However, progress in the effective assessment of rehabilitation status remains limited. Our study develops a deep learning model integrating Bidirectional Encoder Representations from Transformers (BERT) and TabNet through a late fusion strategy to enhance rehabilitation prediction, including referral risk, dangerous behaviors, self-awareness, and medication adherence, in patients with SMI. BERT processes unstructured textual data, such as doctor's notes, whereas TabNet manages structured diagnostic information. The model's interpretability function serves to assist healthcare professionals in understanding the model's predictive decisions, improving patient care. Our model exhibited excellent predictive performance for all four tasks, with an accuracy exceeding 0.78 and an area under the curve of 0.70. In addition, a series of tests proved the model's robustness, fairness, and interpretability. This study combines multimodal and multitask learning strategies into a model and applies it to rehabilitation assessment tasks, offering a promising new tool that can be seamlessly integrated with the clinical workflow to support the provision of optimized patient care.

[Psychosomatic Rehabilitation for Post-COVID]. / Psychosomatische Rehabilitation bei Post-COVID.

Aim of the study Post-COVID is characterized by a large number of different symptoms. The indication for medical rehabilitation is based on the main symptom. Insured individuals who suffer from fatigue and have no relevant organic disorder are often rehabilitated in psychosomatic clinics. In the present study, the effectiveness of psychosomatic rehabilitation in patients with post-COVID will be investigated. Methods 91 patients with post-COVID are compared to 124 patients with mental disorders and 68 patients with cancer regarding the improvement of fatigue and depressiveness as well as satisfaction and socio-medical parameters. Results At admission, the level of fatigue did not differ in the three groups and was equally reduced. Patients with post-COVID and high depression scores at admission had clinically significant levels of fatigue at discharge. The proportion of patients with mental disorders who were discharged with a negative prognosis for employment was significantly increased. Discussion Although psychosomatic rehabilitation can reduce fatigue, the proportion of patients suffering from fatigue with post-COVID at discharge is still high. Conclusion The treatment concept for the rehabilitation of patients with post-COVID must take into account the often individual course of the disease. Psychosomatic rehabilitation can make an important contribution here.

Ethical challenges from a problem-solving intervention with workplace involvement: a qualitative study among employees with common mental disorders, first-line managers, and rehabilitation coordinators.

PURPOSE: This study aims to explore ethical challenges potentially arising from a problem-solving intervention with workplace involvement (PSI-WPI) in primary health care (with first-line manager involvement) for employees on sickness absence due to common mental disorders. METHODS: A qualitative design guided by the theoretical framework for systematic identification of ethical aspects of healthcare technologies. Semi-structured interviews were performed with coordinators (n = 6), employees (n = 13), and first-line managers (n = 8). Reflexive thematic analysis was used to analyse and interpret themes. RESULTS: A main theme was identified "the workplace and healthcare hold different organizational value logics" and four sub-themes: "the PSI-WPI challenged the organizational goals and values of the workplace and healthcare", "the PSI-WPI challenged organizational values on fairness", "the PSI-WPI challenged the professional roles of first-line managers and rehabilitation coordinators" and "the PSI-WPI introduced a need for the employee to juggle the employee and patient roles". CONCLUSION: Different organizational value logics, values, and goals can introduce ethical challenges. We advise clarifying stakeholders' roles and preparing employees and managers for the return to work process by providing sufficient information. The ethical challenges and suggested measures to minimize them, should be considered when planning return to work interventions that involve several stakeholders.

Participatory Research with Persons who Experience Mental Illness in Occupational Therapy: A Scoping Review.

Background. Persons who experience mental illness also face stigma and discrimination that frequently lead to a loss of ability to exercise autonomy and agency in their lives. Purpose. The range and breadth of literature exploring participatory research with persons living with mental illness are unknown in occupational therapy and occupation science. We initiated this study to fill this gap in the existing occupational therapy and occupational science literature. Method. Using the method of Arksey and O'Malley, we have conducted a scoping review to identify the range and breadth of literature. A qualitative content analysis was performed. Findings. A total of 34 articles were included in the narrative synthesis. The content analysis led to three related themes from the included studies: (1) coming together; (2) unique potential of participatory research; and (3) challenges in conducting participatory research. Conclusions. This review highlights that participatory research is well suited to research conducted with persons living with mental illness to support meaningful engagement and minimize stigma throughout the research process. This review can guide future participatory research and practice in occupational therapy and occupational science with persons living with mental illness.

Inpatient multimodal rehabilitation and the role of pain intensity and mental distress on return-to-work: causal mediation analyses of a randomized controlled trial.

OBJECTIVE: Studies suggest that symptom reduction is not necessary for improved return-to-work after occupational rehabilitation programmes. This secondary analysis of a randomized controlled trial examined whether pain intensity and mental distress mediate the effect of an inpatient programme on sustainable return-to-work. METHODS: The randomized controlled trial compared inpatient multimodal occupational rehabilitation (n = 82) with outpatient acceptance and commitment therapy (n = 79) in patients sick-listed due to musculoskeletal and mental health complaints. Pain and mental distress were measured at the end of each programme, and patients were followed up on sick-leave for 12 months. Cox regression with an inverse odds weighted approach was used to assess causal mediation. RESULTS: The total effect on return-to-work was in favour of the inpatient programme compared with the control (hazard ratio (HR) 1.96; 95% confidence interval (95% CI) 1.15-3.35). There was no evidence of mediation by pain intensity (indirect effect HR, 0.98; 95% CI, 0.61-1.57, direct effect HR, 2.00; 95% CI, 1.02-3.90), but mental distress had a weak suppression effect (indirect effect HR, 0.89; 95% CI, 0.59-1.36, direct effect HR, 2.19; 95% CI, 1.13-4.26). CONCLUSION: These data suggest that symptom reduction is not necessary for sustainable return-to-work after an inpatient multimodal occupational rehabilitation intervention.

Work performance and its clinical correlates in patients with chronic mental illness: The Chinese version of Vocational Cognitive Rating Scale and the work behavior inventory.

OBJECTIVE: Occupational function assessment is essential for rehabilitation of severe mental illness but lacks comprehensive tools. METHOD: This study examines the psychometric properties of the Chinese versions of the Vocational Cognitive Rating Scale (VCRS) and the Work Behavior Inventory (WBI) in 60 chronic patients from a psychiatric daycare center and identifies clinical correlates of occupational function measured on the Positive and Negative Syndrome Scale (PANSS). RESULTS: The Chinese VCRS and WBI showed adequate internal consistency, interrater and test-retest reliability, and good convergent validity with the Comprehensive Occupational Therapy Evaluation Scale. Factor analysis favored a one-factor solution of the VCRS; and a four-factor structure in the WBI including Efficiency, Social Interaction, Appropriateness, and Regularity. The VCRS and Efficiency were predicted by fewer disorganization but greater affective symptoms. Social Interaction was negatively predicted by resistance symptoms. Appropriateness was associated with all but negative symptoms. Regularity was predicted by fewer negative symptoms. Considering work behavior altogether, WBI total scores were predicted by fewer negative, fewer disorganization, and greater affective symptoms. CONCLUSIONS AND IMPLICATION FOR PRACTICE: Findings suggest that the Chinese VCRS and WBI have sound psychometric properties and are suitable for both clinical trials and for planning personalized rehabilitation programs. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Vocational rehabilitation in persons with mental illness in India: A scoping review.

BACKGROUND: Employment has a therapeutic impact, enhances community integration and improves the quality of life of persons with mental illness (PwMI). Vocational rehabilitation (VR) models must be sensitive to existing needs and resources. Several VR models have been tested in high income countries. Mapping different VR models in India would help both practitioners and policymakers. AIM: The study aimed to comprehensively review VR models tested among PwMI in India. METHODS: We adhered to the Preferred Reporting Items for Systematic Reviews extension for Scoping Reviews. We included interventional studies, case studies and grey literature carried out for the VR of PwMI in India. The search was done in PubMed, PsychInfo, worldwide science and Web of Science. Google Scholar was used to supplement the search. A Boolean search using MeSH terms was carried out for the period January 2000 to December 2022. RESULTS: A total of twelve studies (one feasibility study, four case studies, four institute-based intervention studies and two studies reporting NGOs' role) were included in the final synthesis. The studies included in the review were either quasi-experimental studies or case based. Types of VR included supported employment or place and train or train and place models, case management and prevocational skills training. CONCLUSION: Limited studies exist on VR in PwMI from India. Most studies assessed a restricted set of outcomes. The experiences of NGOs should be published so that practical challenges can be understood. There is a need for public-private partnerships in designing and testing services and should involve all the stakeholders.

Making un/equal: reassessing inequality and mental health through a praxeographic approach on welfare categorization processes.

PURPOSE: In recent decades, Europe has seen a steady increase in psychiatric diagnoses, which, besides affecting the population in many ways, also challenges the organization of welfare. This paper explores how welfare classification processes impact the contemporary production of mental (ill) health and social inequality in the German welfare state. METHODS: Based on comprehensive ethnographic research in the public mental healthcare landscape in Berlin between 2011 and 2017, this paper discusses in detail the case of a mandatory prescription of a psychosocial rehabilitation measure for Ms Reisch, a psychiatric service user and ethnographic research partner. The analysis draws on the methodological approach of praxeography to examine how this case challenges the social determinants of mental health framework and the conceptual work of the sociology of inequality on which the categories of welfare are largely built. RESULTS: The paper highlights the essentializing properties of social categories, whether in the sociology of inequality or in social and mental health policy. It also demonstrates the strength of praxeography to expose how multiple welfare categorization processes shape experiences and events of dis/ability in practice, potentially contradicting the stated intentions of social policy. CONCLUSION: The results suggest that the attachment of categories to people in public welfare needs to be changed to make public administration more flexible to responding to the situated processes that bring about differentiations of equal and unequal in practice. The paper, therefore, encourages social inquiry into the potentialities of a post-categorical social policy framework.

Factors associated with return-to-work outcomes in inpatient rehabilitation - a systematic scoping review.

Inpatient rehabilitation is common in Germany to improve return-to-work outcomes. The objective of this systematic scoping review was to identify factors associated with return-to-work outcomes in musculoskeletal, psychological and oncological health conditions to improve tailoring of rehabilitation therapies. A search was completed in Embase, Medline, PsycInfo and AMED until May 2023 for articles investigating inpatient rehabilitation including working-age patients with oncological, musculoskeletal, or psychological diseases using a quantitative design and reporting factors associated with return-to-work outcomes. Screening of all titles and abstracts was completed by one reviewer, full texts were read by two reviewers. Quality appraisal and data extraction was completed by two reviewers. Data was analysed using a narrative synthesis. Eighteen studies of moderate quality were included. The review identified a wide range of return-to-work parameters including employment status, work ability, sickness absence, retirement status and duration of employment since rehabilitation. In addition, 48 psychological, health- and work-related factors associated with return-to-work parameters were identified. Only one RCT investigated the relationship between a depression prevention intervention and a return-to-work outcome (work ability), which showed a significant effect. In addition to the depression prevention intervention, only the factor 'health literacy' could be considered modifiable and be addressed as part of an inpatient rehabilitation programme. Furthermore, gradual work reintegration programs and/or workplace interventions in addition to inpatient rehabilitation should be further explored to improve return-to-work outcomes.

[Effectiveness and Cost-Effectiveness of Individual Placement and Support (Ips) in Germany - A Controlled Trials with Individuals with Psychosis]. / Effektivität und Kosteneffizienz von Individual Placement and Support (IPS) in Deutschland ­ eine Vergleichsstudie bei Menschen mit Psychosen.

OBJECTIVE: To establish the effectiveness of Individual Placement and Support (IPS) to integrate people with mental illness into the general labor market, controlled comparisons with usual rehabilitative practice in terms of employment rates and cost-effectiveness are needed. METHODS: 20 IPS participants with psychoses (primarily schizophrenia spectrum disorders) were compared with 20 controls who were offered usual rehabilitative practices in adjacent counties (rehabilitation as usual, RAU) over 18 months. RESULTS: IPS was significantly superior to RAU on all job-related criteria with moderate to high effect sizes, with no differences in absenteeism, hospital days, or dropout rates. IPS was significantly superior to RAU on cost-effectiveness. CONCLUSION: This study provides evidence that IPS is an effective and cost-efficient addition to existing vocational rehabilitation services for people with psychoses.

Recomendación De Actividad Física A Pacientes Con Trastorno De Salud Mental Por Los Profesionales De Atención Primaria De Salud Y Variables Asociadas A La Cumplimentación De Las Recomendaciones Estudio Transversal / Recommendation of Physical Activity to Patients with Mental Health Disorders by Primary Health Care Professionals and Variables Associated with Compliance with Recommendations Cross-sectional Study

Introducción: Fomentar la recomendación de activos para la salud junto a "factores de estilo de vida" como la actividad física, han mostrado sus efectos beneficiosos sobre la salud mental. Objetivo: Estimar la cumplimentación de la prescripción de actividad física en pacientes diagnosticados de enfermedad mental. Metodología: Estudio descriptivo transversal mediante encuesta. 215 participantes. Se recogieron variables sociodemográficas, de salud y se elaboró un cuestionario ad hoc sobre la realización de ejercicio físico. Con el estadístico chi-cuadrado se analizó la relación de la recomendación de AF y las características sociodemográficas, de salud y las variables del médico/a de familia, para la correlación entre tiempo invertido en la realización de AF y percepción de estado de salud se utilizó el estadístico Rho de Spearman. Se realizó una regresión logística multivariante, cuya variable dependiente fue la recomendación de AF. Resultados: Variables significativas que predicen que se les prescriba AF son ser mujer y que el médico/a de familia tenga 50 años o menos. No hay una relación significativa entre la recomendación por un profesional sanitario y realizar AF (pvalor=0,058). Existe una correlación directa significativa entre el tiempo de dedicación a realizar AF y la percepción de su estado de salud (Rho de Spearman= 0,780; pvalor=0,039). Discusión: La AF mejora el bienestar y la salud mental pero prescribirla requiere habilidad clínica y formación. Sería necesario el apoyo de un especialista en ejercicio o promoción de la actividad física como parte de un enfoque multidisciplinario para la atención de la salud mental.(AU)

[Outpatient Medical Rehabilitation Services: A New Socio-Law Perspective In Psychiatric Care]. / Ambulante Leistungen der medizinischen Rehabilitation: Eine neue sozialrechtliche Perspektive in der psychiatrischen Versorgung.

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.

Disparities in severe loneliness between adults with and without a serious mental illness.

OBJECTIVE: Severe loneliness infrequently occurs in the general population but has very significant impacts on health and quality of life. This study examined the extent to which severe loneliness is experienced by adults with serious mental illnesses (SMIs) relative to adults in the general population and its possible implications for psychiatric rehabilitation services. METHOD: Data were gathered from samples of individuals with SMI (N = 231) and a general community sample of adults (N = 300) using the University of California, Los Angeles Loneliness Scale. RESULTS: The results indicate that loneliness was much greater among those with SMI than the general adult population sample (Cohen's d = 1.220) and approximately 41% of the participants with SMI were "severely lonely" versus 7.3% of the non-SMI adult sample. CONCLUSIONS AND IMPLICATIONS FOR PRACTICE: Severe loneliness is extremely common among individuals with SMI. Psychiatric rehabilitation services that focus on socialization and mattering are needed to address this significant public health issue. (PsycInfo Database Record (c) 2024 APA, all rights reserved).

Riding the tides: Directions in mental health rehabilitation in NSW.

OBJECTIVE: This paper outlines the evolution of mental health rehabilitation in NSW, where allocation of health resources has repeatedly contradicted the policy intention to reorient services from inpatient to community-based services, leaving community rehabilitation the poor and disconnected cousin of inpatient services. The expanding role of community-managed organisations (CMOs) in psychosocial rehabilitation, the introduction of the National Disability Insurance Scheme (NDIS), and emerging service models have helped foster a maturing housing and social care environment, but present reality and the integration of health and social care services remains at a distance from best evidence practice. CONCLUSION: The challenge of the next decade of mental health reform is to embrace and consolidate greater service diversity and complexity. Understanding what factors influenced present reality is important in providing guardrails for the future, enabling the current wave of renewal and reinvestment in NSW to build on the strengths of past developments and steer a course around their weaknesses.

Evaluation of a mental health service reform program, the Pathways to Community Living Initiative, for people with severe mental illness and complex needs.

OBJECTIVE: The Pathways to Community Living Initiative (PCLI) aims to reform mental health care for people with severe and persistent mental illness (SPMI) and complex needs. This study reports independent evaluation findings on transitions from hospital and practice change in mental health services. METHODS: Data for this mixed-methods evaluation were obtained from administrative collections and semi-structured interviews with PCLI program managers, teams and executive leads; aged care managers; and leaders in inpatient, community and older people's mental health services. RESULTS: Between July 2015 and December 2020, 674 participants (67% of those eligible for the PCLI) were transitioned from hospital to community. Of those transitioned, 21 required subsequent long-stay admissions. The PCLI introduced resources, clearly defined processes, and state-wide networks to guide changes in practice which are becoming embedded in the operations and governance of mental health services across New South Wales. CONCLUSIONS: Severe and persistent mental illness and complex needs can be managed in community settings with highly individualised planning and care, supported by specialised clinical teams in partnership with mental health, aged care and disability services. Evaluation findings highlight the importance of continued investment in rehabilitation psychiatry.

Constructing recovery: A Lived Experience and post-structuralist exploration of how the meaning of personal recovery and rehabilitation has changed over time.

OBJECTIVE: This article explores how the concept of 'recovery' has been much debated and often sits at odds with our notion of rehabilitation. METHOD: This article provides a Lived Experience and post-structural commentary on the ever-changing meaning of recovery and rehabilitation. RESULTS: Building on the contemporary Consumer Movement's use of the term recovery, this article explores how constructions of recovery try to create a boundary which stops people being invalidated based on their experience, or perceived experience, of mental distress. The concept of recovery has insufficiently influenced rehabilitation practices. Recovery is also frequently reappropriated, often with no or minimal consumer input, and reconstructed in line with notions of progress and improvement. CONCLUSION: People with Lived Experience have challenged the concept of rehabilitation; however, rehabilitation may still have relevance if it is redefined according to Lived Experience values and recovery-oriented practice.

Social Cognition and Other Determinants of Perceived Social Support in Individuals With Serious Mental Illness.

ABSTRACT: Social support provides protective effects for those with serious mental illness (SMI), but these effects may be attenuated by factors that hinder positive perceptions of support. Improved understanding of social support and its determinants may hold relevance for clinical interventions and provide avenues to promote recovery and improve functioning. The present study is a cross-sectional, correlational analysis investigating the relationships among social cognition (Mayer-Salovey-Caruso Emotional Intelligence Test-Managing Emotions subscale), social anxiety (Liebowitz Social Anxiety Scale), negative symptoms (Scale for the Assessment of Negative Symptoms), and perceived social support (Interpersonal Support Evaluation List) among individuals with SMI. Data were analyzed for 59 participants from a psychosocial rehabilitation treatment study at a public, urban academic-affiliated medical center in the Midwest. Bivariate Pearson correlations revealed statistically significant associations among perceived social support and social cognition (total perceived social support, p < 0.05; appraisal support, p < 0.01), negative symptoms (appraisal support, p < 0.05), and social anxiety (self-esteem support, p < 0.05). Further, multiple linear regression revealed social cognition remained a significant predictor of perceived social support ( p < 0.05) when controlling for social anxiety and negative symptoms. Overall findings suggest a correlative relationship between social cognition and perceived social support. Conclusions, limitations, and future directions are discussed.