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"Li, Madeline"
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The impact of extended reality cognitive behavioral therapy on mental disorders among children and youth: A systematic review and meta-analysis protocol
2025
The prevalence of mental disorders among children and youth has significantly increased, with rising rates of anxiety, depression, and other psychological disorders globally. Despite the widespread adoption of cognitive behavioral therapy (CBT) as a standardized treatment for various mental disorders, its efficacy can be constrained due to limited patient engagement, lack of commitment, and stigma, all challenges pronounced among children and youth. In this context, extended reality (XR) technologies (including virtual, augmented, and mixed reality) have emerged as innovative therapeutic tools offering immersive and engaging environments to overcome the limitations of traditional CBT.
This protocol aims to outline the methodology for conducting a systematic review and meta-analysis to evaluate the impact of XR-CBT on symptoms of mental disorders among children and youth.
This systematic review and meta-analysis will follow PRISMA-P 2015 guidelines. A comprehensive search will be conducted in PsycINFO, PubMed, EMBASE, Scopus, and Web of Science to identify relevant studies published between January 2014 and June 2024. Eligible studies must involve children and youth (ages 24 years or younger) diagnosed with a mental disorder (e.g., anxiety, depression, ADHD, PTSD) and compare XR-CBT interventions (virtual, augmented, or mixed reality) with traditional therapy or control groups (e.g., no treatment). The primary outcome will be the change in symptoms of mental disorders, measured using standardized instruments (e.g., PHQ-9, GAD-7, PSS). Data will be extracted on post-intervention means, standard deviations, and 95% confidence intervals. Effect sizes, calculated using Hedges' g, will be pooled with a random-effects model. Moreover, an a priori meta-regression within a random-effects framework will be conducted to examine how study-level characteristics influence effect sizes and address heterogeneity across studies. Heterogeneity will be assessed using the I2 statistic and the Cochran's Q test. Risk of bias in individual studies will be evaluated using the Cochrane risk-of-bias tool.
This protocol establishes a structured approach for assessing the efficacy of XR-CBT interventions on mental disorders among children and youth. The results of the systematic review and meta-analysis will fill a gap in current research and inform future therapeutic applications for mental health interventions among children and youth.
Journal Article
A Comparative Study of Forecasting Electricity Consumption Using Machine Learning Models
by
Gerogiannis, Vassilis
,
Thong, Pham
,
Lee, Madeline
in
adaptive neuro-fuzzy inference system
,
Adaptive systems
,
Air pollution
2022
Production of electricity from the burning of fossil fuels has caused an increase in the emission of greenhouse gases. In the long run, greenhouse gases cause harm to the environment. To reduce these gases, it is important to accurately forecast electricity production, supply and consumption. Forecasting of electricity consumption is, in particular, useful for minimizing problems of overproduction and oversupply of electricity. This research study focuses on forecasting electricity consumption based on time series data using different artificial intelligence and metaheuristic methods. The aim of the study is to determine which model among the artificial neural network (ANN), adaptive neuro-fuzzy inference system (ANFIS), least squares support vector machines (LSSVMs) and fuzzy time series (FTS) produces the highest level of accuracy in forecasting electricity consumption. The variables considered in this research include the monthly electricity consumption over the years for different countries. The monthly electricity consumption data for seven countries, namely, Norway, Switzerland, Malaysia, Egypt, Algeria, Bulgaria and Kenya, for 10 years were used in this research. The performance of all of the models was evaluated and compared using error metrics such as the root mean squared error (RMSE), average forecasting error (AFE) and performance parameter (PP). The differences in the results obtained via the different methods are analyzed and discussed, and it is shown that the different models performed better for different countries in different forecasting periods. Overall, it was found that the FTS model performed the best for most of the countries studied compared to the other three models. The research results can allow electricity management companies to have better strategic planning when deciding on the optimal levels of electricity production and supply, with the overall aim of preventing surpluses or shortages in the electricity supply.
Journal Article
Perspectives of Canadian health leaders on the relationship between medical assistance in dying and palliative and end-of-life care services: a qualitative study
by
Allin, Sara, PhD
,
Lau, Sharlane C.L., HBSc
,
Tong, Eryn, MSc
in
Assisted suicide
,
Beliefs, opinions and attitudes
,
Canada
2024
ABSTRACTBackgroundMedical assistance in dying (MAiD) was legalized in Canada in 2016, but coordination of MAiD and palliative and end-of-life care (PEOLC) services remains underdeveloped. We sought to understand the perspectives of health leaders across Canada on the relationship between MAiD and PEOLC services and to identify opportunities for improved coordination. MethodsIn this quantitative study, we purposively sampled health leaders across Canada with expertise in MAiD, PEOLC, or both. We conducted semi-structured interviews between April 2021 and January 2022. Interview transcripts were coded independently by 2 researchers and reconciled to identify key themes using content analysis. We applied the PATH framework for Integrated Health Services to guide data collection and analysis. ResultsWe conducted 36 interviews. Participants expressed diverse views about the optimal relationship between MAiD and PEOLC, and the desirability of integration, separation, or coordination of these services. We identified 11 themes to improve the relationship between the services across 4 PATH levels: client-centred services (e.g., educate public); health operations (e.g., cultivate compassionate and proactive leadership); health systems (e.g., conduct broad and inclusive consultation and planning); and intersectoral initiatives (e.g., provide standard practice guidelines across health care systems). InterpretationHealth leaders recognized that cooperation between MAiD and PEOLC services is required for appropriate referrals, care coordination, and patient care. They identified the need for public and provider education, standardized practice guidelines, relationship-building, and leadership. Our findings have implications for MAiD and PEOLC policy development and clinical practice in Canada and other jurisdictions.
Journal Article
Academic Performance and the Link with Depressive Symptoms among Rural Han and Minority Chinese Adolescents
by
Li, Madeline Lu
,
Ma, Yue
,
Shao, Teresa
in
Academic achievement
,
Academic Performance
,
Adolescent
2022
The objectives of this paper were to examine the risk of depression and depressive symptoms among Han and minority children and adolescents in rural China, the links between academic performance and depressive symptoms, and the prevalence of these links among specific subgroups. A total of 8392 4th, 5th, and 6th grade students at 105 sample rural schools in eight low-income counties and districts in a prefectural-level city in Southwestern China were randomly selected using a three-step sampling strategy. A total of 51% of the sample were female (SD = 0.50), and the age range was 7 to 19 years (mean = 11.35 years; SD = 1.05). Using the Patient Health Questionnaire 8-item depression scale, the prevalence of depressive symptoms in the sample was assessed, while data on students’ academic performance (standardized math test) and demographic characteristics were also collected. Our results show that the rates of major depression were 19% for Han students, 18% for Tibetan students, and 22% for Yi students; the rates of severe depression were 2% for Han and Tibetan students, and 3% for Yi students. Yi students were at significantly higher risks for major and severe depression than Han students. We conducted multivariate regression and heterogeneous analyses. Academic performance was negatively and significantly correlated to depressive symptoms. Across the whole sample, students with lower math scores, minority students, boys, younger students, and students with migrant parents were most vulnerable to depressive symptoms. The heterogeneous analysis suggests that among poor-performing students, subgroups at higher risk for depression include boys, non-boarding students, and students whose mothers had graduated from high school or above. These findings indicate a need to improve mental health outcomes of rural Han and minority primary school students, targeting academic performance for possible intervention.
Journal Article
Health leaders’ perspectives and attitudes on medical assistance in dying and its legalization: a qualitative study
by
Nissim, Rinat
,
Allin, Sara
,
Rodin, Gary
in
Adult
,
Assisted suicide
,
Attitude of Health Personnel
2025
Background
Medical Assistance in Dying (MAiD) has transformed health policy and practice on death and dying. However, there has been limited research on what shaped its emergence in Canada and the beliefs and views of health leaders who hold positions of influence in the healthcare system and can guide policy and practice. The objective of this study was to examine health leaders’ perspectives on the factors that led to the emergence of MAiD and explore their attitudes about the legalization of MAiD.
Methods
In this qualitative study, we conducted online semi-structured interviews with health leaders from April 2021 to January 2022. Purposive and snowball sampling techniques were used to recruit health leaders who have expertise and engagement with the delivery of MAiD or palliative and end-of-life care, and who hold positions of leadership relevant to MAiD in their respective organisations. Inductive thematic analysis was used to analyze the transcribed interviews.
Results
Thirty-six health leaders were interviewed. Participants identified six factors that they believed to have led to the introduction of MAiD in Canada: public advocacy and influence; judicial system and notable MAiD legal cases; political ideology and landscape; policy diffusion; healthcare system emphasis on a patient-centred care approach; and changes in societal and cultural values. Participants expressed wide-ranging attitudes on the legalization of MAiD. Some described overall agreement with the introduction of MAiD, while still raising concerns regarding vulnerability. Others held neutral attitudes and indicated that their attitudes changed on a case-by-case basis. Participants described four factors that they considered to have had influence on their attitudes: personal illness experiences; professional experiences and identity; moral and religious beliefs; and, the valence of patient autonomy and quality of life.
Conclusions
This study highlights the wide-ranging and complex attitudes health leaders may hold towards MAiD and identifies the convergence of multiple factors that may have contributed to the legalization of MAiD in Canada. Understanding health leaders’ attitudes and perspectives on the legalization of MAiD may inform stakeholders in other countries who are considering the legalization of assisted dying.
Journal Article
The impact of COVID-19 on the experiences of patients and their family caregivers with medical assistance in dying in hospital
by
Nissim, Rinat
,
Isenberg-Grzeda, Elie
,
Thangarasa, Tharshika
in
Assisted dying
,
Assisted suicide
,
Canada
2023
Background
The COVID-19 pandemic and its containment measures have drastically impacted end-of-life and grief experiences globally, including those related to medical assistance in dying (MAiD). No known qualitative studies to date have examined the MAiD experience during the pandemic. This qualitative study aimed to understand how the pandemic impacted the MAiD experience in hospital of persons requesting MAiD (patients) and their loved ones (caregivers) in Canada.
Methods
Semi-structured interviews were conducted with patients who requested MAiD and their caregivers between April 2020 and May 2021. Participants were recruited during the first year of the pandemic from the University Health Network and Sunnybrook Health Sciences Centre in Toronto, Canada. Patients and caregivers were interviewed about their experience following the MAiD request. Six months following patient death, bereaved caregivers were interviewed to explore their bereavement experience. Interviews were audio-recorded, transcribed verbatim, and de-identified. Transcripts were analyzed using reflexive thematic analysis.
Results
Interviews were conducted with 7 patients (mean [SD] age, 73 [12] years; 5 [63%] women) and 23 caregivers (mean [SD] age, 59 [11] years; 14 [61%] women). Fourteen caregivers were interviewed at the time of MAiD request and 13 bereaved caregivers were interviewed post-MAiD. Four themes were generated with respect to the impact of COVID-19 and its containment measures on the MAiD experience in hospital: (1) accelerating the MAiD decision; (2) compromising family understanding and coping; (3) disrupting MAiD delivery; and (4) appreciating rule flexibility.
Conclusions
Findings highlight the tension between respecting pandemic restrictions and prioritizing control over the dying circumstances central to MAiD, and the resulting impact on patient and family suffering. There is a need for healthcare institutions to recognize the relational dimensions of the MAiD experience, particularly in the isolating context of the pandemic. Findings may inform strategies to better support those requesting MAiD and their families during the pandemic and beyond.
Journal Article
Exploring key stakeholders’ attitudes and opinions on medical assistance in dying and palliative care in Canada: a qualitative study protocol
2021
IntroductionCanadians have had legal access to medical assistance in dying (MAiD) since 2016. However, despite substantial overlap in populations who request MAiD and who require palliative care (PC) services, policies and recommended practices regarding the optimal relationship between MAiD and PC services are not well developed. Multiple models are possible, including autonomous delivery of these services and formal or informal coordination, collaboration or integration. However, it is not clear which of these approaches are most appropriate, feasible or acceptable in different Canadian health settings in the context of the COVID-19 pandemic and in the post-pandemic period. The aim of this qualitative study is to understand the attitudes and opinions of key stakeholders from the government, health system, patient groups and academia in Canada regarding the optimal relationship between MAiD and PC services.Methods and analysisA qualitative, purposeful sampling approach will elicit stakeholder feedback of 25–30 participants using semistructured interviews. Stakeholders with expertise and engagement in MAiD or PC who hold leadership positions in their respective organisations across Canada will be invited to provide their perspectives on the relationship between MAiD and PC; capacity-building needs; policy development opportunities; and the impact of the COVID-19 pandemic on the relationship between MAiD and PC services. Transcripts will be analysed using content analysis. A framework for integrated health services will be used to assess the impact of integrating services on multiple levels.Ethics and disseminationThis study has received ethical approval from the University Health Network Research Ethics Board (No 19-5518; Toronto, Canada). All participants will be required to provide informed electronic consent before a qualitative interview is scheduled, and to provide verbal consent prior to the start of the qualitative interview. Findings from this study could inform healthcare policy, the delivery of MAiD and PC, and enhance the understanding of the multilevel factors relevant for the delivery of these services. Findings will be disseminated in conferences and peer-reviewed publications.
Journal Article
Medically assisted dying in Canada and unjust social conditions: a response to Wiebe and Mullin
2024
In the paper, titled ‘Choosing death in unjust conditions: hope, autonomy and harm reduction,’ Wiebe and Mullin argue that people living in unjust social conditions are sufficiently autonomous to request medical assistance in dying (MAiD). The ethical issue is that some people may request MAiD primarily because of unjust social conditions, not their illness, disease, disability or decline in capability. It is easily agreed that people living in unjust social conditions can be autonomous. Nevertheless, Wiebe and Mullin fail to appreciate that autonomy is only a necessary condition for MAiD. In addition to autonomy, one must decide that providing assisted dying to a patient because they are living in unjust social conditions is ethical. Central to making this ethical decision is the principle of non-maleficence, famously articulated as ‘do no harm.’ The authors admit that performing MAiD in response to unjust social circumstances is harmful, but they justify this harmful action by appealing to the principle of harm reduction. A fundamental flaw of their approach is that it relies on the legislative definition of intolerable suffering, which is based on circular reasoning and given that 99.2% of patients that have applied for MAiD satisfied this criterion, it is essentially equivalent to no standard/criterion. Canadian society is struggling with the ethical implications of its permissive MAiD programme, and, fundamental to this debate, will be determining the proper balance between autonomy and non-maleficence for people living in unjust social conditions.
Journal Article
A Case Control Study Examining the Patterns and Predictors of Referral to Cancer Rehabilitation at Canada's Largest Comprehensive Cancer Centre
2025
Background Cancer rehabilitation has become increasingly relevant as the number of cancer survivors grows, coupled with the high‐documented rates of adverse effects and related disability. Cancer rehabilitation can reduce functional limitations among cancer survivors and enhance their well‐being. However, only a small proportion of individuals are referred to rehabilitation services. To identify and address disparities and foster access, it is essential to develop a better understanding of the factors that drive referral to cancer rehabilitation services. Methods The purpose of this study was to: (1) describe the sociodemographic and clinical characteristics and symptom burden of patients who were referred to the Princess Margaret Cancer Rehabilitation and Survivorship (CRS) Program between 2017 and 2019 and (2) Compare these variables between patients who were referred to CRS (n = 2783) and matched cases who were not referred over this period (n = 18,434). A retrospective secondary analysis of data extracted from the Princess Margaret (PM) Cancer Registry, electronic patient records, and patient‐reported outcome data (PROMs) (including ESAS‐r and ECOG status) was performed. Summary statistics were used to describe the patients referred to the CRS program. Multivariable logistic regression modelling was used to identify factors associated with likelihood of referral. Results Most referred patients were female (74%), English speakers (93%) and half lived within 15 km of the referred hospital. The most common reasons for referral were musculoskeletal impairment (26%) and lymphedema (25.4%). Many patients (45%) had multiple reasons for referral. Several key predictors of referral were identified including closer distance to hospital, lower age (< 65 years), cancer site, and completion of PROMs. For those who completed PROMs, patient reported function status and pain scores were related to referral. Conclusion The findings can be helpful in optimizing the referral processes and addressing disparities regarding access to cancer rehabilitation. Solutions are likely multifaceted including health care provider and patient education and systemic changes to address barriers.
Journal Article
At-home Breast Oncology care Delivered with EHealth solutions (ABODE) study protocol: a randomised controlled trial
by
Koch, C Anne
,
Mina, Daniel Santa
,
Schaffer, Dalia
in
Breast cancer
,
Breast Neoplasms - psychology
,
Breast Neoplasms - therapy
2025
IntroductionThe COVID-19 pandemic disrupted healthcare delivery for patients with breast cancer. eHealth solutions enable remote care and may improve patient activation, which is defined as having the knowledge, skills and confidence to manage one’s health. Thus, we developed the Breast Cancer Treatment Application (app) for patients and practitioners to use throughout the cancer care continuum. The app facilitates virtual assistance, delivers educational resources, collects patient-reported outcome measures and provides individualised support via volunteer e-coaches. Among newly diagnosed patients with breast cancer, we will compare changes in patient activation, other patient-reported outcomes and health service outcomes over 1 year between those using the app and Fitbit, and those receiving standard care and Fitbit only.Methods and analysisThis randomised controlled trial will include 200 patients with breast cancer seen at a tertiary care cancer centre in Ontario, Canada. The intervention group (n=100) will use the app in addition to standard care and Fitbit for 13 months following diagnosis. The control group (n=100) will receive standard care and Fitbit only. Patients will complete questionnaires at enrolment, 6 and 12 months post-diagnosis to measure patient activation (Patient Activation Measure-13 score), distress, anxiety, quality of life and experiences with their care and information received. All patients will also receive Fitbits to measure activity and heart rate. We will also measure wait times and number of visits to ambulatory care services to understand the impact of the app on the use of in-person services.Ethics and disseminationEthics approval was obtained on 6 January 2023. Protocol version 2.0 was approved on 6 January 2023. The trial is registered with ClinicalTrials.gov. Study findings will be disseminated via publication in a peer-reviewed journal and shared with participants, patient programmes and cancer awareness groups. The app has also been approved as a secure communication method at our trial institution, thus we are well-positioned to support future integration of the app into standard care through collaboration with our hospital network.Trial registration numberNCT05989477.
Journal Article