Using random forest to identify correlates of depression symptoms among adolescents.

PURPOSE: Adolescent depression is a significant public health concern, and studying its multifaceted factors using traditional methods possess challenges. This study employs random forest (RF) algorithms to determine factors predicting adolescent depression scores. METHODS: This study utilized self-reported survey data from 56,008 Canadian students (grades 7-12) attending 182 schools during the 2021/22 academic year. RF algorithms were applied to identify the correlates of (i) depression scores (CESD-R-10) and (ii) presence of clinically relevant depression (CESD-R-10 ≥ 10). RESULTS: RF achieved a 71% explained variance, accurately predicting depression scores within a 3.40 unit margin. The top 10 correlates identified by RF included other measures of mental health (anxiety symptoms, flourishing, emotional dysregulation), home life (excessive parental expectations, happy home life, ability to talk to family), school connectedness, sleep duration, and gender. In predicting clinically relevant depression, the algorithm showed 84% accuracy, 0.89 sensitivity, and 0.79 AUROC, aligning closely with the correlates identified for depression score. CONCLUSION: This study highlights RF's utility in identifying important correlates of adolescent depressive symptoms. RF's natural hierarchy offers an advantage over traditional methods. The findings underscore the importance and additional potential of sleep health promotion and school belonging initiatives in preventing adolescent depression.

Reducing readmission rates for individuals discharged from acute psychiatric care in Alberta using peer and text message support: Protocol for an innovative supportive program.

BACKGROUND: Individuals discharged from inpatient psychiatry units have the highest readmission rates of all hospitalized patients. These readmissions are often due to unmet need for mental health care compounded by limited human resources. Reducing the need for hospital admissions by providing alternative effective care will mitigate the strain on the healthcare system and for people with mental illnesses and their relatives. We propose implementation and evaluation of an innovative program which augments Mental Health Peer Support with an evidence-based supportive text messaging program developed using the principles of cognitive behavioral therapy. METHODS: A pragmatic stepped-wedge cluster-randomized trial, where daily supportive text messages (Text4Support) and mental health peer support are the interventions, will be employed. We anticipate recruiting 10,000 participants at the point of their discharge from 9 acute care psychiatry sites and day hospitals across four cities in Alberta. The primary outcome measure will be the number of psychiatric readmissions within 30 days of discharge. We will also evaluate implementation outcomes such as reach, acceptability, fidelity, and sustainability. Our study will be guided by the Consolidated Framework for Implementation Research, and the Reach-Effectiveness-Adoption-Implementation-Maintenance framework. Data will be extracted from administrative data, surveys, and qualitative methods. Quantitative data will be analysed using machine learning. Qualitative interviews will be transcribed and analyzed thematically using both inductive and deductive approaches. CONCLUSIONS: To our knowledge, this will be the first large-scale clinical trial to assess the impact of a daily supportive text message program with and without mental health peer support for individuals discharged from acute psychiatric care. We anticipate that the interventions will generate significant cost-savings by reducing readmissions, while improving access to quality community mental healthcare and reducing demand for acute care. It is envisaged that the results will shed light on the effectiveness, as well as contextual barriers and facilitators to implementation of automated supportive text message and mental health peer support interventions to reduce the psychological treatment and support gap for patients who have been discharged from acute psychiatric care. TRIAL REGISTRATION: clinicaltrials.gov, NCT05133726 . Registered 24 November 2021.

Toward a moral commitment: Exposing the covert mechanisms of racism in the nursing discipline.

Recent Canadian and international events have sparked dialogue and action to address racism within the nursing discipline. While the urgency to seek and implement antiracist solutions demands the attention of nurses, we contend that a contemporary analysis of the mechanisms that continue to perpetuate racism within nursing's theoretical foundation is required first. This study reconsiders the perceived functions of racism within the current state of nursing concepts and theories. In particular, we expose the role that covert racism plays by inadvertently sustaining racism through nursing's theoretical foundation, and how this process strengthens white supremacy. We argue that, in the absence of exposing these covert mechanisms, the development of solutions will be futile in dismantling racism. By making visible the covert mechanisms of racism within nursing's theoretical foundation, we attempt to establish an opportunity for the nursing discipline to dismantle its racist foundation and engage in sustained antiracist action. Lastly, this study demonstrates the need to equip the discipline with a moral commitment to antiracism in an effort to emancipate nursing from its racist legacies.

Racism and the mental health of East Asian diasporas in North America: a scoping review.

BACKGROUND: The COVID-19 pandemic heightened anti-Asian racism towards East Asian diasporas in North America. Experiences of racism encountered by East Asian communities have been documented to negatively impact their mental health. METHODS: A scoping review was undertaken following Arksey and O'Malley's (2005) methodology to (a) map the foci of literature on racism and the mental health of East Asian diasporas in North America and (b) identify gaps in the current literature. RESULTS: A total of 1309 articles were identified in May 2021. Based on the inclusion criteria, 35 records were included. Two distinct mental health foci were found: mental health outcomes and mental healthcare access and utilization. The majority (n = 22) of the articles focused on racism at the interpersonal level. Six articles provided anti-racism solutions at the individual level, such as overcoming biases. Five articles targeted anti-racism solutions from both the individual and institutional levels, while 1 article addressed barriers at the institutional level, such as dismantling sanctioned power hierarchies. CONCLUSION: The expanding knowledge base on COVID-19-related racial discrimination is reminiscent of previous literature examining the history of anti-Asian racism in North America. Greater attention is needed to navigate impactful anti-racism solutions for East Asian populations' mental health in North America.

The influence of democratic racism in nursing inquiry.

Neoliberal ideology and exclusionary policies based on racialized identities characterize the current contexts in North America and Western Europe. Nursing knowledge cannot be abstracted from social, political and historical contexts; the task of examining the influence of race and racial ideologies on disciplinary knowledge and inquiry therefore remains an important task. Contemporary analyses of the role and responsibility of the discipline in addressing race-based health and social inequities as a focus of nursing inquiry remain underdeveloped. In this article, we examine nursing's engagement with ideas about race and racism and explore the ways in which nursing knowledge and inquiry have been influenced by race-based ideological discourses. Drawing on Henry and Tator's framework of democratic racism, we consider how strategic discursive responses-the discourses of individualism, multiculturalism, colour-blindness, political correctness and denial-have been deployed within nursing knowledge and inquiry to reinforce the belief in an essentially fair and just society while avoiding the need to acknowledge the persistence of racist discourses and ideologies. Greater theoretical, conceptual and methodological clarity regarding race, racialization and related concepts in nursing inquiry is needed to address health and social inequities.

Migration and young people's mental health in Canada: A scoping review.

BACKGROUND: Young people's mental health is a public health priority. Given the influences of migration and resettlement on mental health, synthesis of current research with young people from migrant backgrounds can help inform mental health promotion initiatives that account for and are responsive to their needs. AIMS: This article distils the results of a review of published literature on the mental health of adolescent immigrants (ages 10-19) living in Canada. METHOD: Scoping review methods were used to define inclusion and exclusion criteria; inform the search strategies; and extract and synthesize key findings. RESULTS: Fourteen articles met criteria for inclusion. Analysis of the studies indicate diversity in mental health indicators, e.g., mental distress, emotional problems and behavioral problems, as well as a wide range of influences on mental health from age at migration and length of stay to place of residence, income and discrimination. CONCLUSIONS: Findings support the need to account for the array of influences on young people's mental health in relation to migration and to augment initiatives beyond the level of individual intervention.

Association Between Area-Level Income Inequality and Health-Related School Absenteeism: Evidence From the COMPASS Study.

BACKGROUND: Income inequality is theorized to impact health. However, evidence among adolescents is limited. This study examined the association between income inequality and health-related school absenteeism (HRSA) in adolescents. METHODS: Participants were adolescents (n = 74,501) attending secondary schools (n = 136) that participated in the 2018-2019 wave of the COMPASS study. Chronic (missing ≥3 days of school in the previous 4 weeks) and problematic (missing ≥11 days of school in the previous 4 weeks) HRSA was self-reported. Income inequality was assessed via the Gini coefficient at the census division (CD) level. Multilevel modeling was used. RESULTS: Greater income inequality was associated with a higher likelihood of chronic and problematic HRSA (chronic: OR = 1.17, 95% CI: 1.06, 1.30; problematic: OR = 1.29, 95% CI 1.11 to 1.50). Increased predicted probabilities for Problematic HRSA were observed at greater degrees of income inequality among students who identified as either white, black, Latinx, or mixed, while protective associations were observed among students who identified as Asian or other. No associations were modified by gender. CONCLUSION: Income inequality demonstrated unfavorable associations with HRSA, which was modified by racial identity.

"The Walls Had Been Built": A Qualitative Study of Canadian Adolescent Perspectives on Mental Health During the COVID-19 Pandemic.

Public health measures (PHMs) implemented during the COVID-19 pandemic introduced sudden changes to adolescents' everyday routines and required adolescents to repeatedly adapt their routines at a critical developmental stage. While meant to protect physical health, the PHMs destabilized mental health. Using a youth-engaged approach and interpretive description, this study explored adolescents' perspectives on their mental health in relation to the COVID-19 pandemic-related PHMs in Canada from March 2020 to the time of data collection in March 2022. Four Youth Research Collaborators contributed an adolescent lens to informing study activities, and a total of 33 high-school aged adolescents ages 14 to 19 completed individual interviews. Findings suggest an overarching concept of a "timeline" through which adolescents described their experiences. Most adolescents described their mental health as worsening during the initial lockdown, although some adolescents experienced positive mental health outcomes. Several adolescents felt their mental health had not recovered after the PHMs were fully lifted. This study contributes young Canadians' unique voices to the literature on the pandemic-related PHMs and adolescent mental health. It is essential that the impacts of the pandemic on adolescent mental health continue to be a focus of research and programming to better understand and address its ongoing effects.

Youth mental health care use during the COVID-19 pandemic in Alberta, Canada: an interrupted time series, population-based study.

BACKGROUND: During the COVID-19 pandemic, youth had rising mental health needs and changes in service accessibility. Our study investigated changes in use of mental health care services for Canadian youth in Alberta before and during the COVID-19 pandemic. We also investigated how youth utilization patterns differed for subgroups based on social factors (i.e., age, gender, socioeconomic status, and geography) previously associated with health care access. METHODS: We used cross-sectional population-based data from Alberta, Canada to understand youth (15-24 year) mental health care use from 2018/19 to 2021/22. We performed interrupted time series design, segmented regression modeling on type of mental health care use (i.e., general physician, psychiatrist, emergency room, and hospitalization) and diagnosis-related use. We also investigated the characteristics of youth who utilized mental health care services and stratified diagnosis-related use patterns by youth subgroups. RESULTS: The proportion of youth using mental health care significantly increased from 15.6% in 2018/19 to 18.8% in 2021/22. Mental health care use showed an immediate drop in April 2020 when the COVID-19 pandemic was declared and public health protections were instituted, followed by a steady rise during the next 2 years. An increase was significant for general physician and psychiatrist visits. Most individual diagnoses included in this study showed significant increasing trends during the pandemic (i.e., anxiety, adjustment, ADHD, schizophrenia, and self-harm), with substance use showing an overall decrease. Mortality rates greatly increased for youth being seen for mental health reasons from 71 per 100,000 youth in 2018/19 to 163 per 100,000 in 2021/22. In addition, there were clear shifts over time in the characteristics of youth using mental health care services. Specifically, there was increased utilization for women/girls compared to men/boys and for youth from wealthier neighborhoods. Increases over time in the utilization of services for self-harm were limited to younger youth (15-16 year). CONCLUSIONS: The study provides evidence of shifts in mental health care use during the COVID-19 pandemic. Findings can be used to plan for ongoing mental health needs of youth, future pandemic responses, and other public health emergencies.

Complementary and alternative medicine (CAM) use in advanced cancer: a systematic review.

This systematic review synthesizes knowledge about the use of complementary and alternative medicine (CAM) among advanced cancer patients. EBSCO and Ovid databases were searched using core concepts, including advanced cancer, CAM, integrative medicine, and decision-making. Articles included in the final review were analyzed using narrative synthesis methods, including thematic analysis, concept mapping, and critical reflection on the synthesis process. Results demonstrate that advanced cancer patients who are younger, female, more educated, have longer duration of disease, and have previously used CAM are more likely to use CAM during this stage of illness. Key themes identified include patterns of and reasons for use; and barriers and facilitators to informed CAM decision-making. Knowledge regarding the use of CAM in advanced cancer remains in its nascent stages. Findings suggest a need for more research on understanding the dynamic process of CAM decision-making in the advanced cancer population from the patients' perspective.

Competing Discourses about Youth Sexual Exploitation in Canadian News Media.

Media holds the power to create, maintain, or break down stigmatizing attitudes, which affect policies, funding, and services. To understand how Canadian news media depicts the commercial sexual exploitation of children and youth, we examined 835 Canadian newspaper articles from 1989-2008 using a mixed methods critical discourse analysis approach, comparing representations to existing research about sexually exploited youth. Despite research evidence that equal rates of boys and girls experience exploitation, Canadian news media depicted exploited youth predominantly as heterosexual girls, and described them alternately as victims or workers in a trade, often both in the same story. News media mentioned exploiters far less often than victims, and portrayed them almost exclusively as male, most often called 'customers' or 'consumers,' and occasionally 'predators'; in contrast, research has documented the majority of sexually exploited boys report female exploiters. Few news stories over the past two decades portrayed the diversity of victims, perpetrators, and venues of exploitation reported in research. The focus on victims but not exploiters helps perpetuate stereotypes of sexual exploitation as business or a 'victimless crime,' maintains the status quo, and blurs responsibility for protecting youth under the UN Convention on the Rights of the Child. Health care providers and researchers can be advocates for accuracy in media coverage about sexual exploitation; news reporters and editors should focus on exploiters more than victims, draw on existing research evidence to avoid perpetuating stereotypes, and use accurate terms, such as commercial sexual exploitation, rather than terms related to business or trade.

A Concept Analysis of Structural Competency.

Structural competency is a concept that offers a way to understand and respond to health inequities and work toward antiracism in health care. This article undertakes a concept analysis of structural competency using Rodgers' evolutionary method. Based on this analysis, structural competency refers to the ability to recognize and act on structural inequities, skill development, multidisciplinary collaboration, and the reproduction of inequity over time. The meanings and use of this concept differ among disciplines. Multidisciplinary applications of structural competency offer insight into how this concept can foster health equity and antiracism in nursing care, education, research, and health services delivery.

Youth Perspectives on Barriers and Opportunities for the Development of a Peer Support Model to Promote Mental Health and Prevent Suicide.

Suicide prevention is a public health priority. The purpose of this study was to elicit and document the perspectives of youth (ages 15-24) on the development of a peer support model for mental health promotion and suicide prevention for youth in small communities in western Canada. A qualitative descriptive approach informed by a socioecological framework was used to conduct the study. Eleven youth participated in a series of three co-design workshops. Data collection was conducted remotely using Zoom. Data were analyzed using thematic analysis. The following three themes are identified: (a) contextual factors for youth; (b) community spaces and social media; and (c) apps and integrated care. These themes elucidated challenges faced by the youth, strategies for reducing barriers for youth who need support, and opportunities for enhancing youth mental health through responsive community-identified services. Overall, youth were supportive of the potential use of peer support to augment services in their communities.

An Account From a Sexual Assault Nurse Examiner on Caring for a Transgender Survivor: A Case Report.

ABSTRACT: Transgender individuals represent a gender minority population that has been underserved within the healthcare system and underrepresented in population health and sexuality research, specifically as it pertains to sexual assault. This case report aims to explore how sexual assault nurse examiners (SANEs) approach the care of transgender people who have survived sexual assault. Key components and findings related to the SANE's encounter will be examined including an evaluation of the biases and assumptions held by the SANE and other healthcare providers. Concepts such as cisnormativity, heteronormativity, and intersectionality will be examined in terms of how these can shape the experience of the survivor, influence the care provided by SANEs, and interact with gender stereotypes and nonaffirming practices faced by transgender people. This case report highlights the importance of acknowledging and undermining nursing approaches that can (re)traumatize sexual assault survivors and explores ways in which SANEs can help to shift views of gender and bodies with the goal of providing better care for gender minority populations.

Racism in Health Services for Adolescents: A Scoping Review.

Addressing racism within health systems and services is critical to addressing health vulnerabilities and promoting health equity for racialized populations. Currently, there is limited knowledge about the ways in which racism affects health services for adolescents. A scoping review was undertaken following the Joanna Briggs Institute Manual for Evidence Synthesis methodology and guided by the research questions: (1) What are the characteristics of the literature examining racism in health service use for adolescents? (2) What are the foci of the literature on systemic racism and health services for adolescents? A systematic literature search was conducted in April 2021 to identify all relevant published studies. The search identified 3049 unique articles, with a total of 13 articles included in this review. Multiple levels of racism were examined in the included articles across various health care settings. Five foci were identified: racism prevention, missed care, quality of care, racial bias, and experiences of racism. Our review indicates a current emphasis on interpersonal racism within this field of study, with emergent discussion of the impact of systemic racism. However, greater attention is needed that would investigate multiple forms of racism (institutional, interpersonal, internalized) in relation to specific contexts and adolescent populations.

Caring in the Context of Systems: Service Provider Perspectives on the Mental Health Needs of Newcomer Young Men.

In this study, we applied an intersectional framework to explore service providers' perspectives on the mental health needs of newcomer young men. We conducted focus groups and interviews with 26 service providers in Edmonton, Calgary, and Vancouver, Canada. Findings show that service providers made sense of young men's mental health needs and service access in the context of systems. We identified three interconnected themes: newcomer young men's senses of self in relation to macro-systems, including racism and economic marginalization; settling well as a determinant of mental health; and systems capacities and interdependent resilience. While service providers are engaged in cross-sectoral work in support of newcomer young men's mental health, this work is not being sufficiently supported. Further work is needed around cross-sector capacity bridging and advocacy, as well as the tailoring of services to young men without the assumption and reinforcement of gender stereotypes.

User Satisfaction With a Daily Supportive Text Message Program (Text4PTSI) for Public Safety Personnel: Longitudinal Cross-Sectional Study.

BACKGROUND: Public safety personnel (PSP) are exposed to traumatic events due to their work environments, which increases the risk of mental health challenges. Providing effective and evidence-based interventions, such as SMS text messaging programs, can improve PSP's overall mental well-being with high user satisfaction rates. OBJECTIVE: This study aims to evaluate users' satisfaction, receptiveness, and perceptions of a cognitive behavioral therapy (CBT)-based supportive SMS text messaging intervention (Text4PTSI). METHODS: Participants self-subscribed to Text4PTSI and received unidirectional cognitive behavioral-based supportive text messages for 6 months. Participants completed a web-based survey delivered via SMS text message at enrollment, and 6 weeks, 3 months, and 6 months post enrollment. Respondents' perception and receptivity of the program were assessed using a questionnaire measured on a 5-point Likert scale. Data were collected as categorical variables, and overall satisfaction with the Text4PTSI program was measured on a scale from 0 to 100. RESULTS: There were 131 subscribers to the Text4PTSI program; however, only 81 subscribers responded to the survey, producing 100 survey responses across the 3 follow-up time points. The overall mean score of satisfaction was 85.12 (SD 13.35). More than half of the survey responses agreed or strongly agreed that Text4PTSI helped participants cope with anxiety (79/100 responses, 79%), depressive symptoms (72/100 responses, 72%), and loneliness (54/100 responses, 54%). Similarly, most of the survey responses agreed or strongly agreed that the Text4PTSI program made respondents feel connected to a support system, improved their overall mental well-being (84/100 responses, 84%), felt more hopeful about managing concerns about their mental health or substance use (82 out of responses, 82%), and helped enhance their overall quality of life (77/100 responses, 77%). The available survey responses suggest that the majority always read the supportive text messages (84/100 responses, 84%), took time to reflect on each message (75/100 responses, 75%), and returned to read the text messages more than once (76/100 responses, 76%). CONCLUSIONS: PSP who responded to the follow-up surveys reported high user satisfaction and appreciation for receiving the Text4PTSI intervention during the 6-month program. The reported satisfaction with the service provided could pave the way to ensuring a better uptake of the service with potential effectiveness to end users.

Text4PTSI: A Promising Supportive Text Messaging Program to Mitigate Psychological Symptoms in Public Safety Personnel.

BACKGROUND: Public safety personnel experience various mental health conditions due to their work's complex and demanding nature. There are barriers to seeking support and treatment; hence, providing innovative and cost-effective interventions can help improve mental health symptoms in public safety personnel. OBJECTIVE: The study aimed to evaluate the impact of Text4PTSI on depression, anxiety, trauma, and stress-related symptoms, and the resilience of public safety personnel after six months of providing supportive text message intervention. METHODS: Public safety personnel subscribed to Text4PTSI and received daily supportive and psychoeducational SMS text messages for six months. Participants were invited to complete standardized self-rated web-based questionnaires to assess depression, anxiety, posttraumatic stress disorder (PTSD), and resilience symptoms measured on the Patient Health Questionnaire-9 (PHQ-9), Generalized Anxiety Disorder-7 scale (GAD-7), Posttraumatic Stress Disorder Checklist-Civilian Version (PCL-C), and the Brief Resilience Scale (BRS), respectively. The assessment of mental health conditions was conducted at baseline (enrolment) and six weeks, three months, and six months after enrollment. RESULTS: One hundred and thirty-one subscribers participated in the Text4PTSI program, and eighteen completed both the baseline and any follow-up survey. A total of 31 participants completed the baseline survey and 107 total surveys were recorded at all follow-up time points. The baseline prevalence of psychological problems among public safety personnel were as follows: likely major depressive disorder (MDD) was 47.1%, likely generalized anxiety disorder (GAD) was 37.5%, low resilience was 22.2%, and likely PTSD was 13.3%. At six months post-intervention, the prevalence of likely MDD, likely GAD, and likely PTSD among respondents reduced; however, a statistically significant reduction was reported only for likely MDD (-35.3%, X2 (1) = 2.55, p = 0.03). There was no significant change in the prevalence of low resilience between baseline and post-intervention. There was a decrease in the mean scores on the PHQ-9, GAD-7, PCL-C, and the BRS from baseline to post-intervention by 25.8%, 24.7%, 9.5%, and 0.3%, respectively. However, the decrease was only statistically significant for the mean change in GAD-7 scores with a low effect size (t (15) = 2.73, p = 0.02). CONCLUSIONS: The results of this study suggest a significant reduction in the prevalence of likely MDD as well as the severity of anxiety symptoms from baseline to post-intervention for subscribers of the Text4PTSI program. Text4PTSI is a cost-effective, convenient, and easily scalable program that can augment other services for managing the mental health burdens of public safety personnel.

A Virtual, Simulated Code White for Undergraduate Nursing Students.

BACKGROUND: Nurses and nursing students are increasingly vulnerable to workplace violence, both verbal and physical, as health care settings and clients cope with unprecedented challenges including the COVID-19 pandemic. Concurrently, clinical learning opportunities for nursing students have been curtailed by public health restrictions and limited capacity. While virtual simulations have been promoted as an alternative to clinical hours, their effectiveness as an educational intervention on workplace violence has yet to be assessed. PURPOSE: The authors sought to evaluate a virtual, simulated code white-a set of organized responses to a client, visitor, or staff member exhibiting the potential for violence-involving 4th year undergraduate nursing students, randomly sorted into an intervention group and a control group. METHODS: Pre and post test measures of knowledge and attitudes about mental health, workplace violence and virtual simulation were collected, as well as qualitative data from focus groups. FINDINGS: While the sample size (n = 24) was insufficient to detect meaningful differences between the intervention and control groups, descriptive statistics and focus group data revealed significant gaps in participants' knowledge around managing workplace violence. Participants rated the virtual simulation highly for its realism and the opportunity to experience working in a virtual environment, while they felt the preamble and debrief were too short. CONCLUSIONS: The findings illustrate a virtual code white simulation has clear educational benefits, and that multiple iterations, both virtual and in person, would most likely increase the benefits of the intervention.

Chinese University Students' Perspectives on Help-Seeking and Mental Health Counseling.

Psychological distress and mental illness have become increasingly pervasive among Chinese university students. However, many university students who need mental health treatment or psychological support do not actively seek help from professional counselors or service providers, which could lead to poor mental health outcomes. To promote help-seeking, we undertook a qualitative study to understand Chinese university students' perspectives on help-seeking and mental health counseling. We conducted 13 focus group interviews with students in six universities in Jinan, China, and altogether 91 (62%) female students, and 56 (38%) male students participated in the study. Our results indicate that students' misconception and distrust of on-campus counseling, stigma of mental illness, low mental health literacy, and hard-to-access mental health services are the major barriers that impede students help-seeking behaviors. Internal struggles and systematic and organizational barriers are identified to shed light on future work to promote mental health literacy among Chinese university students.