Bias in machine learning applications to address non-communicable diseases at a population-level: a scoping review.

Background: Machine learning (ML) is increasingly used in population and public health to support epidemiological studies, surveillance, and evaluation. Our objective was to conduct a scoping review to identify studies that use ML in population health, with a focus on its use in non-communicable diseases (NCDs). We also examine potential algorithmic biases in model design, training, and implementation, as well as efforts to mitigate these biases.

App for independence: A feasibility randomized controlled trial of a digital health tool for schizophrenia spectrum disorders.

Background: Given the widespread adoption of smartphone technologies, digital health strategies to address schizophrenia spectrum disorders hold considerable promise. However, there are relatively few trials of digital health interventions for schizophrenia. The App for Independence (A4i) is a multi-function digital platform co-designed by people with schizophrenia, their families, and service providers.

Correlates of low resilience and physical and mental well-being among black youths in Canada.

Background: Resilience has gained considerable attention in the mental health field as a protective factor that enables individuals to overcome mental health issues and achieve positive outcomes. A better understanding of resilience among Black youth is important for supporting the strengths and capacities within this population. This study seeks to investigate the correlates of resilience among Black youths in Canada.

A mixed methods analysis of existing assessment and evaluation tools (AETs) for mental health applications.

Introduction: Mental health Applications (MH Apps) can potentially improve access to high-quality mental health care. However, the recent rapid expansion of MH Apps has created growing concern regarding their safety and effectiveness, leading to the development of AETs (Assessment and Evaluation Tools) to help guide users. This article provides a critical, mixed methods analysis of existing AETs for MH Apps by reviewing the criteria used to evaluate MH Apps and assessing their effectiveness as evaluation tools.

"Dual Pandemics": Intersecting Influences of Anti-Black Racism and the COVID-19 Pandemic on the Mental Health of Black Youth.

Background: The intersection of the COVID-19 pandemic with systemic anti-Black racism in the form of police violence and the subsequent Black Lives Matter movement has created an especially critical juncture to examine the mental health of Black youth.

Purpose: The purpose of this study was to understand the intersecting impacts of anti-Black racism and the COVID-19 pandemic on the mental health of Black youth.

Methods: A youth-engaged research approach and intersectionality framework were utilized.

Nurturing an organizational context that supports team-based primary mental health care: A grounded theory study.

Background: The expansion of the Patient-Centred Medical Home model presents a valuable opportunity to enhance the integration of team-based mental health services in primary care settings, thereby meeting the growing demand for such services. Understanding the organizational context of a Patient-Centred Medical Home is crucial for identifying the facilitators and barriers to integrating mental health care within primary care. The main objective of this paper is to present the findings related to the following research question: "What organizational features shape Family Health Teams' capacity to provide mental health services for depression and anxiety across Ontario, Canada?"

Methods: Adopting a constructivist grounded theory approach, we conducted interviews with various mental health care providers, and administrators within Ontario's Family Health Teams, in addition to engaging provincial policy informants and community stakeholders.

Stakeholders' views and opinions on existing guidelines on "How to Choose Mental Health Apps".

Background: Mental health Applications (Mhealth Apps) can change how healthcare is delivered. However, very little is known about the efficacy of Mhealth Apps. Currently, only minimum guidance is available in Assessment and Evaluation Tools (AETs).

Access to Virtual Mental Healthcare and Support for Refugee and Immigrant Groups: A Scoping Review.

Immigrant and refugee populations face multiple barriers to accessing mental health services. This scoping review applies the (Levesque et al. in Int J Equity Health 12:18, 2013) Patient-Centred Access to Healthcare model in exploring the potential of increased access through virtual mental healthcare services VMHS for these populations by examining the affordability, availability/accommodation, and appropriateness and acceptability of virtual mental health interventions and assessments.

Culturally Adapted Cognitive Behaviour Therapy (CaCBT) to Improve Community Mental Health Services for Canadians of South Asian Origin: A Qualitative Study.

Background: South Asian (SA) Canadians are disproportionately affected by higher rates of mood and anxiety disorders. SA Canadians with depression report significant barriers to accessing mental health care and the highest proportion of unmet mental health needs. The Mental Health Commission of Canada (MHCC) advocates for culturally and linguistically relevant services for SA Canadians.

South Asian youth mental health in Peel Region, Canada: Service provider perspectives.

The Peel Region of Toronto, Canada is home to over a third of the province's South Asian population. Youth are at a vulnerable time period in terms of their mental health. South Asian youth populations may face additional challenges to their mental health such as acculturative stress, intergenerational conflict, and racism and discrimination.

Advancing Curriculum Development and Design in Health Professions Education: A Health Equity and Inclusion Framework for Education Programs.

The COVID-19 pandemic has exacerbated pre-existing health inequities in vulnerable and marginalized patient populations. Continuing professional development (CPD) can be a critical driver of change to improve quality of care, health inequities, and system change. In order for CPD to address these disparities in care for patient populations most affected in the health care system, CPD programs must first address issues of equity and inclusion in their education development and delivery.

Assessing Virtual Mental Health Access for Refugees during the COVID-19 Pandemic Using the Levesque Client-Centered Framework: What Have We Learned and How Will We Plan for the Future?

During the COVID-19 pandemic, mental health services rapidly transitioned to virtual care. Although such services can improve access for underserved populations, they may also present unique challenges, especially for refugee newcomers. This study examined the multidimensional nature of access to virtual mental health (VMH) care for refugee newcomers during the COVID-19 pandemic, using Levesque et al.

Neighbourhood-level social capital, marginalisation, and the incidence of schizophrenia and schizoaffective disorder in Toronto, Canada: a retrospective population-based cohort study.

Background: Studies have shown mixed results regarding social capital and the risk of developing a psychotic disorder, and this has yet to be studied in North America. We sought to examine the relationship between neighbourhood-level marginalisation, social capital, and the incidence of schizophrenia and schizoaffective disorder in Toronto, Canada.

Methods: We used a retrospective population-based cohort to identify incident cases of schizophrenia and schizoaffective disorder over a 10 year period and accounted for neighbourhood-level marginalisation and a proxy indicator of neighbourhood social capital.

Protocol for a multi-phase, mixed methods study to develop and evaluate culturally adapted CBT to improve community mental health services for Canadians of south Asian origin.

Background: Canadians of South Asian (SA) origin comprise the largest racialized group in Canada, representing 25.6% of what Statistics Canada terms "visible minority populations". South Asian Canadians are disproportionately impacted by the social determinants of health, and this can result in high rates of mood and anxiety disorders.

Inequities in the delivery of mental health care: a grounded theory study of the policy context of primary care.

Background: Strengthening capacity for mental health in primary care improves health outcomes by providing timely access to coordinated and integrated mental health care. The successful integration of mental health in primary care is highly dependent on the foundation of the surrounding policy context. In Ontario, Canada, policy reforms in the early 2000's led to the implementation of a new interprofessional team-model of primary care called Family Health Teams.

Climate Change, Weather, Housing Precarity, and Homelessness: A Systematic Review of Reviews.

This systematic review of reviews was conducted to examine housing precarity and homelessness in relation to climate change and weather extremes internationally. In a thematic analysis of 15 reviews (5 systematic and 10 non-systematic), the following themes emerged: risk factors for homelessness/housing precarity, temperature extremes, health concerns, structural factors, natural disasters, and housing. First, an increased risk of homelessness has been found for people who are vulnerably housed and populations in lower socio-economic positions due to energy insecurity and climate change-induced natural hazards.

Cross-Cutting Symptom Domains Predict Functioning in Psychotic Disorders.

Objective: Previous research shows elevated disability in psychotic disorders. However, co-occurring symptomatology has been increasingly highlighted as predictive of clinical outcomes in the psychotic spectrum. The current study investigates how both psychotic and nonpsychotic symptom domains predict functioning across psychotic disorders.

Patient perspectives on quality of care for depression and anxiety in primary health care teams: A qualitative study.

Background: Widespread policy reforms in Canada, the United States and elsewhere over the last two decades strengthened team models of primary care by bringing together family physicians and nurse practitioners with a range of mental health and other interdisciplinary providers. Understanding how patients with depression and anxiety experience newer team-based models of care delivery is essential to explore whether the intended impact of these reforms is achieved, identify gaps that remain and provide direction on strengthening the quality of mental health care.

Objective: The main study objective was to understand patients' perspectives on the quality of care that they received for anxiety and depression in primary care teams.