The Implementation of Recommender Systems for Mental Health Recovery Narratives: Evaluation of Use and Performance.

BACKGROUND: Recommender systems help narrow down a large range of items to a smaller, personalized set. NarraGive is a first-in-field hybrid recommender system for mental health recovery narratives, recommending narratives based on their content and narrator characteristics (using content-based filtering) and on narratives beneficially impacting other similar users (using collaborative filtering). NarraGive is integrated into the Narrative Experiences Online (NEON) intervention, a web application providing access to the NEON Collection of recovery narratives. OBJECTIVE: This study aims to analyze the 3 recommender system algorithms used in NarraGive to inform future interventions using recommender systems for lived experience narratives. METHODS: Using a recently published framework for evaluating recommender systems to structure the analysis, we compared the content-based filtering algorithm and collaborative filtering algorithms by evaluating the accuracy (how close the predicted ratings are to the true ratings), precision (the proportion of the recommended narratives that are relevant), diversity (how diverse the recommended narratives are), coverage (the proportion of all available narratives that can be recommended), and unfairness (whether the algorithms produce less accurate predictions for disadvantaged participants) across gender and ethnicity. We used data from all participants in 2 parallel-group, waitlist control clinical trials of the NEON intervention (NEON trial: N=739; NEON for other [eg, nonpsychosis] mental health problems [NEON-O] trial: N=1023). Both trials included people with self-reported mental health problems who had and had not used statutory mental health services. In addition, NEON trial participants had experienced self-reported psychosis in the previous 5 years. Our evaluation used a database of Likert-scale narrative ratings provided by trial participants in response to validated narrative feedback questions. RESULTS: Participants from the NEON and NEON-O trials provided 2288 and 1896 narrative ratings, respectively. Each rated narrative had a median of 3 ratings and 2 ratings, respectively. For the NEON trial, the content-based filtering algorithm performed better for coverage; the collaborative filtering algorithms performed better for accuracy, diversity, and unfairness across both gender and ethnicity; and neither algorithm performed better for precision. For the NEON-O trial, the content-based filtering algorithm did not perform better on any metric; the collaborative filtering algorithms performed better on accuracy and unfairness across both gender and ethnicity; and neither algorithm performed better for precision, diversity, or coverage. CONCLUSIONS: Clinical population may be associated with recommender system performance. Recommender systems are susceptible to a wide range of undesirable biases. Approaches to mitigating these include providing enough initial data for the recommender system (to prevent overfitting), ensuring that items can be accessed outside the recommender system (to prevent a feedback loop between accessed items and recommended items), and encouraging participants to provide feedback on every narrative they interact with (to prevent participants from only providing feedback when they have strong opinions).

A Missed Opportunity to Cultivate Positive Attitudes about Mental Health Recovery among Undergraduate Nursing Students - A Quasi-Experimental Controlled Study.

INTRODUCTION: Mental health recovery is a critical concept that needs to be thoroughly understood and supported by nurses. Undergraduate nurse educators have the opportunity to clarify misconceptions and cultivate positive recovery attitudes. AIM: To assess the impact of an undergraduate nursing course on attitudes toward mental health recovery and the relationship between recovery attitudes and prejudice toward those who experience a mental illness. METHODS: A quasi-experimental pretest-posttest, nonequivalent-control group study was conducted using a sample of undergraduate nursing students in New York City (N = 126). The intervention group was assigned to an undergraduate mental health nursing course and the control group to a pediatric/maternal health nursing course. Attitudes toward mental health recovery and prejudice were measured at the beginning and end of the semester. Two-way mixed analyses of variance were used to determine the differences in students' attitudes. Pearson product-moment correlation analyses were used to assess the relationship between prejudice toward people who experience a mental illness and attitudes toward recovery. RESULTS: The mental health nursing course had no measurable impact on students' recovery attitudes. However, there was a moderate-to-strong inverse relationship between recovery attitudes and prejudice toward those who experience a general mental illness (r = -0.54), depression (r = -0.60), or schizophrenia (r = -0.43). CONCLUSIONS: Curriculum reform is needed to optimize the impact of undergraduate education on students' attitudes. Possible changes include a more holistic approach to mental health that does not over accentuate the biomedical model, the use of nontraditional clinical sites that provide students an opportunity to interact with those further along in their recovery, and the inclusion of those in recovery in curriculum development. As there was a moderate-to-strong inverse relationship between recovery attitudes and prejudice, educational interventions that positively impact one may also impact the other. Further research is needed to investigate if the relationship is causal.

Supporting self-determination in mental health recovery: Strategies employed by occupational therapists.

INTRODUCTION: Self-determination is a core component of mental health recovery and a predictor of positive outcomes. The literature calls for occupational therapists to lead practice change to greater recovery-orientation, including facilitating people's self-determination. However, systemic challenges thwart translation of policy into practice and therapists report a lack of confidence in implementing recovery-oriented principles. This study aimed to understand the strategies that mental health occupational therapists employ to support people's self-determination. METHODS: Data were collected through an international on-line questionnaire principally comprising two open-ended questions designed to elicit deep reflective personal accounts. Participants were asked about an experience in which they supported a person's self-determination and the factors that either facilitated or hindered this experience. Qualitative data were analysed using inductive thematic analysis, guided by constant comparative methods. FINDINGS: Thirty-four therapists, predominantly from Australia (n = 30), participated. Therapists described supporting self-determination as a multifaceted process that involved: (1) working on myself, (2) working with the person, and (3) working with others. They emphasised that the combined use of various strategies across these three areas of work was important to support people's self-determination. Further, awareness of and addressing issues of power in their practice was key. CONCLUSION: This study supports the translation of recovery-oriented principles into practice by revealing the nuanced strategies implemented by occupational therapists striving to support self-determination. Participants employed diverse strategies to empower people to take the 'driver's seat' in their mental health recovery journey. Insights from this study will support other occupational therapists to actualise recovery-oriented principles and better support self-determination in their practice. To effectively implement self-determination strategies, therapists must reflect on and address existing power differentials within mental health services, particularly between themselves and the people they support.

Community-based art groups in mental health recovery: A systematic review and narrative synthesis.

INTRODUCTION: Though the evidence of the role of the arts in mental health is growing, no systematic review has focused on the impact of art groups in non-clinical settings in the process of recovery following the CHIME framework. AIM: The aim of this study was to examine the effects of engaging in community-based art groups in mental health recovery. METHOD: A search in five electronic databases for relevant research using quantitative, qualitative or mixed methods published between 2000 and 2019 identified nine eligible studies. RESULTS: While there was great methodological heterogeneity, most studies were qualitative, used visual arts, facilitated by artists and assessed by mental health nurses, and took place in community locations or artistic venues. Quantitative outcomes, though few, provided evidence of increased well-being, and qualitative outcomes corresponded mostly with the recovery process of Connectedness. Additional outcomes related to the settings were a sense of safety and to the intervention: self-expression, development of skills and achievements, and the impact of final exhibitions and peer leadership. DISCUSSION: Studies should aim at prospective designs following mixed methods approaches, with larger and gender-sensitive samples, control groups and follow-up assessments, and evaluate cost-effectiveness. IMPLICATIONS FOR PRACTICE: Community-based art groups which increase well-being and promote connectedness should be key in recovery-action planning.

A Constructivist Grounded Theory Study on Mental Health Recovery from a Lived Experience Perspective in Singapore.

More contemporary personal recovery conceptualisation of mental health recovery emphasize the need to consider the perspectives of people who experience mental ill-health. Most lived experience research has been done in Western cultures with relatively few studies in Asian ones, creating a gap that needs to be addressed due to differences in cultural worldviews. This study explores the notion of recovery from the lens of people experiencing mental health challenges in Singapore. We adopted a constructivist grounded theory perspective to evaluate qualitative data from 21 participants. The core category which best represented what recovery meant was "reconciling and living with experiences of mental ill-health". Our findings suggest that a variety of societal aspects greatly influence perceptions of mental health recovery in Singapore, as participants often shared their desire to live a meaningful life within society but could only do so if they found a way to manage their symptoms more effectively.

Exploring gender impact on collaborative care planning: insights from a community mental health service study in Italy.

INTRODUCTION: Personal recovery is associated with socio-demographic and clinical factors, and gender seems to influence the recovery process. This study aimed to investigate: i) differences in the recovery goals of men and women users of a community mental health service in Italy; ii) any differences by gender in recovery over six months using the Mental Health Recovery Star (MHRS). METHODS: Service users and staff completed the MHRS together at recruitment and six months later to agree the recovery goals they wished to focus on. Socio-demographic and clinical characteristics and ratings of symptoms (BPRS), needs (CAN), functioning (FPS), and functional autonomy (MPR) were collected at recruitment and six months follow-up. Comparisons between men and women were made using t-tests. RESULTS: Ten women and 15 men completed the MHRS with 19 mental health professionals. Other than gender, men and women had similar socio-demographic, and clinical characteristics at recruitment. Women tended to choose recovery goals that focused on relationships whereas men tended to focus on work related goals. At follow-up, both men and women showed improvement in their recovery (MHRS) and women were less likely to focus on relationship related goals, perhaps because some had found romantic partners. There were also gains for both men and women in engagement with work related activities. Ratings of functional autonomy (MPR) improved for both men and women, and men also showed improvement in symptoms (BPRS) and functioning (FPS). CONCLUSIONS: Our findings suggest that collaborative care planning tools such as the MHRS can assist in identifying individualized recovery goals for men and women with severe mental health problems as part of their rehabilitation.

Afectación de la espiritualidad en el proceso de recuperación de personas con diagnóstico dual / The effect of the spirituality in the recovery process of people with dual diagnosis

Objetivos: medir el impacto de la participación en actividades espirituales en el proceso de recuperación de patología dual. Métodos: estudio observacional descriptivo con metodología mixta realizado con una muestra de 20 usuarios hombre, tratados en régimen interno en la Comunidad Terapéutica (CT): Ayuda a la Recuperación de Politoxicómanos de Málaga (ARPOM), en Málaga, España. La espiritualidad se ha medido según el Cuestionario de Espiritualidad de Parsian y Dunning validado al español; y el proceso de recuperación, a través de grupo focal. Resultados: la puntuación media de la espiritualidad ha sido de 2,9 en un rango de 0-4, donde 4 se corresponde a “totalmente de acuerdo” en base a afirmaciones realizadas sobre la espiritualidad. Los grupos focales mostraron que los usuarios en su mayoría asocian la espiritualidad a la religión, y no a la ética y moral; y que su deseo en el proceso de recuperación es implementar la realización de actividades espirituales en su tratamiento. Conclusiones: la realización de actividades espirituales influencia positivamente el proceso de recuperación de los usuarios con patología dual.(AU)

Objective: To assess the influence of participation in spiritual activities on the recovery process of individuals with dual pathology. Methods: A descriptive observational study with a sample of 20 users treated internally in the Therapeutic Community: Ayuda a la Recuperación de Politoxicómanos de Málaga, in Málaga, Spain. Spirituality was assessed using the Parsian and Dunning Spirituality Questionnaire, which has been validated in Spanish, and the recovery process was examined through focus groups. Results: The mean spirituality score was 2.9 on a scale of 0-4, where 4 corresponds to "totally agree," based on statements about spirituality. The focus groups showed that users mostly associate spirituality with religion, not with ethics and morality, and that users in the recovery process desire to implement spiritual activities in their treatment. Conclusions: Performing spiritual activities positively impacts the recovery process of users with dual pathology.(AU)

Effectiveness of museum-based participatory arts in mental health recovery.

The World Health Organization encourages mental health services to adopt a strategic intersectoral approach by acknowledging the potential of the arts and the value of culture on the process of mental health recovery. The aim of this study was to evaluate the impact of participatory arts in museums on mental health recovery. A quasi-experimental, pre-post and multicentre study was carried out. By using a mixed methods evaluation at baseline and at 3 months, quantitative outcome measures were used to assess the changes in recovery and social support and qualitative interviews to explore the self-perceived impact on five processes of recovery. One hundred mental health service users participated for 3 years in the face-to-face programme RecuperArte, of which the data of 54 were analysed. The results indicate a significant increase in recovery measured with the QPR-15-SP (42 vs. 44; p = 0.034) and almost significant in functional social support measured with the DUKE-UNC (41.50 vs. 43.50; p = 0.052), with almost large (r = 0.29) and medium (r = 0.26) effect sizes, respectively. Participants perceived mostly an impact on the recovery process of Meaning in life 30/54 (55.56%), Hope and optimism about the future 29/54 (53.7%) and Connectedness 21/54 (38.89%), followed by Identity 6/54 (11.11%) and Empowerment 5/54 (9.26%). The findings contribute to the growing evidence of the potential of the arts as a therapeutic tool, the value of museums as therapeutic spaces and the role of nurses in intersectoral coordination, between the mental health and cultural sectors, as facilitators and researchers of these evidence-based practices.

Propiedades psicométricas de la escala de experiencias de recuperación en trabajadores dependientes peruanos / Psychometric properties of the recovery experience scale in Peruvian salaried workers

Objetivo: analizar las propiedades psicométricas de la escala de experiencias de recupera-ción en trabajadores dependientes (asalariados) peruanos.Método: estudio transversal donde participaron voluntariamente 462 trabajadores depen-dientes de ambos sexos, de entre 20 a 66 años de edad, de las tres regiones del Perú. Los participantes fueron reclutados de empresas del sector financiero, turismo, educación, salud y telecomunicaciones. El instrumento objeto de validación fue la escala de experien-cias de recuperación validada para profesores peruanos. Se analizó la estructura interna mediante el análisis factorial confirmatorio, la consistencia interna con el coeficiente Alpha de Cronbach y la validez convergente a través del coeficiente de correlación de Pearson.Resultados: el análisis factorial confirmatorio reportó un ajuste adecuado para la estructura original de cuatro factores (x2= 141.782., p < 0,001, CFI = 0,981, RMSEA = 0,065. y SRMR = 0,035). Las cargas factoriales resultantes se encuentran entre 0,71 y 0,90 y la consistencia interna α entre 0,81 y 0,92. Con respecto a la validez convergente, se hallaron correlaciones directas y significativas entre las dimensiones de experiencias de recuperación y la escala de bienestar general (r= 0,126 a r=0,287).Conclusiones: la escala de experiencias de recuperación demuestra validez basada en la estructura interna, fiabilidad y validez convergente, y puede ser aplicada en la gestión de la salud ocupacional para trabajadores dependientes peruanos (AU)

Introduction: After facing a health crisis, it is important for workers to develop recovery ex-periences; therefore, the objective of this study was to analyze the psychometric properties of the recovery experience scale in Peruvian salaried workers.Method: A cross-sectional study of 462 salaried workers of both sexes, between 20 and 66 years of age, from the three regions of Peru, who participated voluntarily. The partici-pants were recruited from companies in the financial, tourism, education, health and tele-communications sectors. The survey instrument was the recovery experience scale, which had been previously validated for Peruvian teachers. The internal structure was analyzed by confirmatory factor analysis, internal consistency with Cronbach's alpha (α) coefficient and convergent validity through Pearson's correlation coefficient.Results: The confirmatory factor analysis showed an adequate fit for the original four-factor structure (x2= 141.782, p < 0.001, CFI = 0.981, RMSEA = 0.065 and SRMR = 0.035). The re-sulting factor loadings were between 0.71 and 0.90 and the internal consistency α between 0.81 and 0.92. With respect to convergent validity, direct and significant correlations were found between the recovery experience dimensions and the general well-being scale (r= 0.126 to r=0.287). Conclusions: The recovery experience scale demonstrates validity, based on internal struc-ture, reliability and convergent validity, and can be used in the occupational health manage-ment of Peruvian salaried workers (AU)

A Testimony of Christian Drug Rehabilitation: Transformed by the Power of God.

ABSTRACT: Drug addiction is at crisis level in the United States. Nurses caring for persons affected by substance use disorder (SUD) have a resource in Mr. Ming Ho Liu's testimony on Good TV (Taiwan)-translated and summarized in this article-of his addiction experiences and successful treatment at Operation Dawn, a Christian drug rehabilitation center. Recovery from SUD is possible by God's power. In Mr. Liu's case, his recovery was accomplished without medication.

Mental Health Recovery in Social Psychiatric Policies: A Reflexive Thematic Analysis.

The realisation of recovery as an overarching goal of mental health care services has proven difficult to achieve in practice. At present, concepts of recovery are contested and unclear, which affects their implementation in psychiatric practices. We examined social psychiatric policies about recovery with the aim to explore their underlying assumptions about recovery. Relevant texts from the policies' knowledge bases were subjected to reflexive thematic analysis. We developed a central theme: "A clinical standardisation of the concept of recovery". The theme involved meaning clusters that encompassed conflicting and commonly shared assumptions about recovery across the text corpus. We discussed the findings from discourse analytical and governmentality perspectives. In conclusion, the policies' aim of providing clarity about recovery was circumvented by the very knowledge bases used to support their endeavours.

Validity and Reliability Study of Mental Health Recovery Measure's Turkish Version. / Ruh Sagligi Iyilesme Ölçegi'nin Türkçe Formunun Geçerlik ve Güvenirlik Çalismasi.

OBJECTIVE: The present study aims to translate into Turkish and investigate the validity and reliability of the Mental Health Recovery Measure (MHRM). METHOD: The sample consisted of 343 outpatients - and in-patients under treatment for a variety of psychiatric diagnoses at a state hospital and a university research hospital. The MHRM along with the Subjective Recovery Assessment Scale (SRAS), Psychological Well Being Scale (PWBS), Emotional Eating Scale (EES), and The Internalized Stigma of Mental Illness Scale (ISMI). RESULTS: The mean MHRM total score was estimated at 31.66 (sd=10.02). Exploratory factor analysis revealed one single robust factor explaining 64% of the variance of the total scores. Alpha internal consistency coefficient was calculated as 0.94 and corrected item-total correlation coefficients were entirely above 0.60. The MHRM scores showed positive and strong correlations with the PWBS (r=0.695; p<0.001) and SRAS (r=0.732; p<0.001), negative and strong correlation with the ISMI (r=-0.696; p<0.001) and no correlation with the EES scores (r=-0.021; p=0.703). CONCLUSION: Our data provides initial evidence supporting the validity and reliability of the Turkish MHRM in evaluating the tendency for recovery of mental health consumers for clinical and research purposes. Further studies addressing psychometric properties of the scale are warranted.

Association between housing damage, present bias and delayed-onset post-traumatic stress symptoms among older adults 9 years after a natural disaster.

BACKGROUND: Previous studies suggest that experience of natural disasters may heighten present bias. Research also suggests that impaired self-control (in particular, heightened present bias) could be linked to delayed-onset post-traumatic stress symptoms (PTSS) among survivors of natural disasters. We examined a hypothesis that the association between disaster experiences and delayed-onset PTSS is mediated through present bias among older survivors of the 2011 Japan earthquake and tsunami. METHODS: The baseline survey was conducted for older adults who lived in a city located 80 km west of the epicentre 7 months before the disaster. Approximately 2.5 and 8.5 years after the disaster, we surveyed older survivors to assess the trajectory of PTSS (2230 participants). We implemented analyses by three analytical groups: (1) resilient versus delayed-onset, (2) resilient versus improved and (3) resilient versus persistent. RESULTS: Logistic regression models showed that major housing damage was linked to raised present bias in all analytical groups (OR 2.47, 95% CI 1.04 to 5.87; OR 2.75, 95% CI 1.20 to 6.29; OR 2.65, 95% CI 1.15 to 6.10, respectively). The present bias, however, was significantly associated with only delayed-onset PTSS (OR 2.05, 95% CI 1.14 to 3.69). In the group of resilient versus delayed onset, housing destruction was also associated with delayed-onset PTSS (OR 2.44, 95% CI 1.11 to 5.37), and the association was attenuated by present bias (OR 2.36, 95% CI 1.07 to 5.18). CONCLUSIONS: Present bias could mediate the association between housing damage and delayed-onset PTSS among older survivors of a natural disaster.

Statistical analysis plans for two randomised controlled trials of the Narrative Experiences Online (NEON) Intervention: impact of receiving recorded mental health recovery narratives on quality of life in people experiencing psychosis (NEON) and people experiencing non-psychosis mental health problems (NEON-O).

BACKGROUND: Mental health recovery narratives are a first-hand account of an individual's recovery from mental health distress, access to narratives can aid recovery. The NEON Intervention is a web-application providing access to a managed collection of narratives. We present the statistical analysis plan for assessing the effectiveness of the NEON Intervention in improving quality of life at 1-year post-randomisation. We pay particular focus on the statistical challenges encountered due to the online nature of this trial. METHODS AND DESIGN: The NEON Intervention is assessed in two trial populations, one for people with experience of psychosis in the last 5 years, and mental health distress in the last six months (NEON Trial) and one for people with experience of non-psychosis mental health problems (NEON-O Trial). Both NEON trials are two-arm randomised controlled superiority trials comparing the effectiveness of the NEON Intervention with usual care. The target sample size is 684 randomised participants for NEON and 994 for NEON-O. Participants were randomised centrally in a 1:1 ratio. RESULTS: The primary outcome is the mean score of subjective items on the Manchester Short Assessment of Quality-of-Life questionnaire (MANSA) at 52 weeks. Secondary outcomes are scores from the Herth Hope Index, Mental Health Confidence Scale, Meaning of Life questionnaire, CORE-10 questionnaire and Euroqol 5-Dimension 5-Level (EQ-5D-5L). CONCLUSION: This manuscript is the statistical analysis plan (SAP) for the NEON trials. Any post hoc analysis, such as those requested by journal reviewers will be clearly labelled as such in the final trial reporting. Trial registration Both trials were prospectively registered. NEON Trial: ISRCTN11152837, registered on 13 August 2018. NEON-O Trial: ISRCTN63197153, registered on 9 January 2020.

The impact of physical environments on outpatient mental health recovery: A design-oriented qualitative study of patient perspectives.

The physical environment has been shown to affect the emotional states of patients receiving mental health treatment, yet it remains unknown whether physical space design may play a role in optimizing the delivery of mental health care. Principles of architectural design and human-centered co-design have been applied to enhance the patient experience of facility environments; however, little is known about how patients view the impact of physical spaces on their recovery. In this qualitative study, we aimed to understand patient perspectives of how physical environments contribute to mental wellbeing and personal experiences of recovery, in the context of informing future design efforts. Semi-structured telephone interviews were conducted with 13 participants receiving outpatient mental health treatment at the Kaiser Permanente San Jose Adult Psychiatry Clinic. Interviews were transcribed and themes were extracted that could inform future design concepts. The sample was comprised of nine female and three male participants, and one unidentified-gender participant, between the ages of 26-64, and across several self-reported racial/ethnic subgroups. We found four dimensions of physical environments that participants reported as impactful: 1) sensory design elements (colors, sounds, and textures), 2) engagement qualities (intensity of distracted activity such as crafting or commuting), 3) social relational aspects (privacy or connection), and 4) affective experiences evoked by being present in the space itself (feeling safe, calm, in control, self-aware, or creative was beneficial). Many of these elements were similarly noted across clinic and non-clinic environments. This study identifies key dimensions of physical environments that can serve as potential metrics of design success in supporting and facilitating mental health recovery. In the midst of the current COVID-19 pandemic, where mental health treatment has increasingly shifted outside of traditional clinics, our findings can support patients and clinicians seeking to harness potential in situ therapeutic benefits of physical environments.

An exploration of the concept of mental health recovery: Insights from practitioners and trainees.

BACKGROUND: Recovery concepts were conceived by, and for, people living with mental health issues. Practitioners are key in translating recovery principles into action. Therefore, practitioners' perceptions should be routinely assessed to facilitate in-service training, professional development, and curriculum redesign. AIM: To explore practitioners' and trainees' current perspectives regarding the concept of recovery. METHODS: The study used a qualitative exploratory design with in-depth interviews to explore ten fully trained practitioners and eight trainees' perspectives on recovery. RESULTS: The findings revealed a shared understanding of recovery among practitioners and trainees. Many responses explained recovery as a process involving internal and external conditions, however, some revealed medically oriented perspectives and/or were unclear about recovery terminologies. CONCLUSIONS: There is convergence and growing acceptance of the recovery practice principles among practitioners and trainees. However, the results suggest that the recovery principles/terminologies have not yet been universally adopted. IMPLICATIONS FOR PRACTICE AND RESEARCH: Continuous training on recovery principles is needed, incorporating emerging terminologies and principles. Also, education providers are encouraged to continue to review their training to incorporate emerging issues and trends in recovery-oriented practice. Finally, research is needed to enhance the development and delivery of recovery-focused practice.