Predicting the Effectiveness of a Mindfulness Virtual Community Intervention for University Students: Machine Learning Model

BACKGROUND

Students' mental health crisis was recognized before the COVID-19 pandemic. Mindfulness virtual community (MVC), an 8-week web-based mindfulness and cognitive behavioral therapy program, has proven to be an effective web-based program to reduce symptoms of depression, anxiety, and stress. Predicting the success of MVC before a student enrolls in the program is essential to advise students accordingly.

OBJECTIVE

The objectives of this study were to investigate (1) whether we can predict MVC's effectiveness using sociodemographic and self-reported features and (2) whether exposure to mindfulness videos is highly predictive of the intervention's success.

METHODS

Machine learning models were developed to predict MVC's effectiveness, defined as success in reducing symptoms of depression, anxiety, and stress as measured using the Patient Health Questionnaire-9 (PHQ-9), the Beck Anxiety Inventory (BAI), and the Perceived Stress Scale (PSS), to at least the minimal clinically important difference. A data set representing a sample of undergraduate students (N=209) who took the MVC intervention between fall 2017 and fall 2018 was used for this secondary analysis. Random forest was used to measure the features' importance.

RESULTS

Gradient boosting achieved the best performance both in terms of area under the curve (AUC) and accuracy for predicting PHQ-9 (AUC=0.85 and accuracy=0.83) and PSS (AUC=1 and accuracy=1), and random forest had the best performance for predicting BAI (AUC=0.93 and accuracy=0.93). Exposure to online mindfulness videos was the most important predictor for the intervention's effectiveness for PHQ-9, BAI, and PSS, followed by the number of working hours per week.

CONCLUSIONS

The performance of the models to predict MVC intervention effectiveness for depression, anxiety, and stress is high. These models might be helpful for professionals to advise students early enough on taking the intervention or choosing other alternatives. The students' exposure to online mindfulness videos is the most important predictor for the effectiveness of the MVC intervention.

TRIAL REGISTRATION

ISRCTN Registry ISRCTN12249616; https://www.isrctn.com/ISRCTN12249616.

Human Immunodeficiency Virus Treatment Attitudes and Bacterial Sexually Transmitted Infections Among Gay and Bisexual Men

BACKGROUNDS

Positive attitudes toward human immunodeficiency virus (HIV) treatment, such as reduced concern about HIV transmissibility, are associated with sexual behaviors that may increase the risk of bacterial sexually transmitted infections (STIs) among gay, bisexual, and other men who have sex with men (GBM). We examined associations between HIV treatment attitudes and bacterial STI diagnoses among GBM in Canada's three largest cities.

METHODS

We fit a structural equation model between HIV treatment attitudes and bacterial STI diagnoses via sexual behaviors in the Engage study's baseline data. We estimated direct and indirect paths between scores on HIV treatment attitudes and STIs via number of male anal sex partners, condomless anal sex, and oral sex. We conducted sub-analyses with participants stratified by HIV serostatus.

RESULTS

Among 2449 GBM recruited in 2017 to 2019, there was a direct association between HIV treatment attitudes and current STI diagnoses (β = 0.13; 95% CI, 0.07-0.19; P < 0.001). The mediated model revealed a positive total indirect effect through 2 pathways: (1) engaging in condomless anal sex and (2) number of male anal sex partners and condomless anal sex. These 2 indirect pathways remained in the stratified mediation models for both HIV negative GBM and for GBM living with HIV.

CONCLUSIONS

The association between HIV treatment attitudes and diagnosed STIs is mediated through a higher number of male anal sex partners and condomless anal sex. The results highlight the importance of providers educating patients when providing effective STI counseling, testing, and prevention for GBM about how accurate HIV treatment attitudes may inadvertently be associated with the bacterial STI epidemic.

Prevalence and nature of manufacturer-sponsored patient support programs for prescription drugs in Canada: a cross-sectional study

BACKGROUND

Globally, pharmaceutical companies offer patient support programs in tandem with their products, which aim to enhance medication adherence and patient experience through education, training, support and financial assistance. We sought to identify the proportion and characteristics of such patient support programs in Canada and to describe the nature of supports provided.

METHODS

We conducted a crosssectional study to identify and characterize all marketed prescription drugs available in Canada as of Aug. 23, 2022, using the Health Canada Drug Product and CompuScript databases. To describe the nature of supports provided, we conducted a content analysis of publicly available patient support program websites and Web-based documents. Using logistic regression, we identified characteristics of drugs associated with having a patient support program including brand-name or branded generic (generic medications with a proprietary name), orphan (medications for rare diseases) or biologic drug status; estimated total cost of prescriptions dispensed at retail pharmacies; and price per unit.

RESULTS

Of the 2556 prescription drugs marketed by 89 companies in the study period, 256 (10.0%) had a patient support program in Canada. Many of the 89 drug manufacturers (n = 55, 61.8%) offered at least 1 patient support program, frequently relying on third-party administrators for delivery. Brandname and branded generic medications, biologic agents and drugs with orphan status were more likely to have a patient support program than generic drugs. Compared with drugs priced $1.01-$10.00 per unit, drugs priced $10.01-$100.00 per unit were nearly 8 times more likely to have a patient support program (adjusted odds ratio 7.54, 95% confidence interval 4.07- 14.64). Most sampled patient support programs included reimbursement navigation (n = 231, 90.2%) and clinical case management (n = 223, 87.1%).

INTERPRETATION

About 1 in 10 drugs marketed in Canada has a manufacturersponsored patient support program, but these are concentrated around brand-name, branded generic, biologic and high-cost drugs, often for rare diseases. To understand the impact of patient support programs on health outcomes and sustainable access to cost-effective medicines, greater transparency and independent evaluation of patient support programs is necessary.

Crystal methamphetamine use and bacterial sexually transmitted infections (STIs) among gay, bisexual and other sexual minority men in Canada

OBJECTIVE

While crystal methamphetamine use by gay, bisexual, and other men who have sex with men (GBM) is associated with increased risk for sexually transmitted infection (STI) transmission, less is understood about the causal pathways between crystal methamphetamine use and STIs. We examined whether the association between greater crystal methamphetamine risk and prevalent bacterial STI diagnosis among GBM was mediated by two types of attitudinal variables: attitudes toward condoms, and sexual escape motives, defined as the use of substances to escape self-awareness during sex, and by sexual behaviors.

METHODS

We used computer-assisted self-interview questionnaires from 2449 sexually active GBM (18% living with HIV; median age = 33, interquartile range, 27-45) recruited via respondent-driven sampling in Vancouver, Toronto, and Montreal, Canada. Using the baseline data from the Engage cohort study, we fit a series of structural mediation models of the associations between greater crystal methamphetamine risk and bacterial STI (syphilis, gonorrhea, and chlamydia) diagnosis. We estimated indirect paths from greater crystal methamphetamine risk, attitudes toward condoms, sexual escape motives, and sexual risk behaviors, adjusting for self-reported demographic variables.

RESULTS

In the mediated model, the direct association between greater crystal methamphetamine risk and bacterial STI diagnosis was non-significant; however, five indirect paths were significant. Greater crystal methamphetamine risk was associated with bacterial STIs via condom use attitudes and escape motives, which in turn were associated with number of male anal sex partners, condomless anal sex, and oral sex.

DISCUSSION

Public health and counselling interventions for GBM who use crystal methamphetamine and who are at higher risk for STIs should target evidence-based causal paths that consider sexual attitudes and sexual practices.

Pre-exposure prophylaxis and bacterial sexually transmitted infections (STIs) among gay and bisexual men

OBJECTIVES

While pre-exposure prophylaxis (PrEP) prevents HIV acquisition among gay, bisexual and other men who have sex with men (GBM), PrEP-using GBM may be more likely to engage in sexual behaviours associated with bacterial STIs. We examined associations between PrEP use, condomless anal sex (CAS), number of anal sex partners, oral sex and bacterial STI diagnoses among GBM living in Canada's three largest cities.

METHODS

Among HIV-negative/unknown-status GBM in the baseline of the Engage cohort study, we fit a structural equation model of the associations between any PrEP use, sexual behaviours and bacterial STI diagnosis. We estimated direct and indirect paths between PrEP use and STI via CAS, number of anal sex partners and oral sex.

RESULTS

The sample included 2007 HIV-negative/unknown status GBM in Montreal, Toronto and Vancouver. There was a significant direct association between PrEP use and current STI diagnosis (β=0.181; 95% CI: 0.112 to 0.247; p<0.001), CAS (β=0.275; 95% CI: 0.189 to 0.361; p<0.001) and number of anal sex partners (β=0.193; 95% CI: 0.161 to 0.225; p<0.001). In the mediated model, the direct association between PrEP use and STIs was non-significant. However, the indirect paths from PrEP to CAS to STIs (β=0.064; 95% CI: 0.025 to 0.120; p=0.008), and from PrEP to greater number of anal sex partners to CAS to STIs were significant (β=0.059; 95% CI: 0.024 to 0.108; p=0.007).

CONCLUSIONS

Our study adds to the growing awareness that PrEP use among GBM may be associated with bacterial STIs because PrEP users have more anal sex partners and are more likely to engage in CAS. The results underscore the importance of providing effective STI counselling and regular testing to PrEP users, adapting PrEP care and related STI testing to individual needs, and the need for effective prevention strategies for bacterial STIs.

Interest in Hypothetical Preexposure Prophylaxis Against Herpes Simplex Virus: A Cross-Sectional Survey

ABSTRACT

We surveyed 383 men who have sex with men attending sexual health clinics regarding interest in hypothetical preexposure prophylaxis against herpes simplex virus. Overall interest was 62.5% and was associated with the number of different sexually transmitted infections previously diagnosed (adjusted odds ratio, 1.9; 95% confidence interval, 1.5-2.6) and previous HIV preexposure prophylaxis use (adjusted odds ratio, 2.9; 95% confidence interval, 1.1-8.3).

Total Adverse Childhood Experiences and Preterm Birth: A Systematic Review

INTRODUCTION

Total adverse childhood experiences (ACEs) are gaining prominence as a risk factor for preterm birth (PTB). The emerging literature examining this relationship reports inconsistent findings. The purpose of this systematic review was to summarize the available evidence exploring whether total ACEs predict PTB.

METHODS

A total of 386 studies were returned from searches on PubMed, PsycINFO, and Cumulative Index to Nursing and Allied Health Literature (CINAHL). Nine studies were selected for final analysis and synthesis based on reporting of total ACEs and preterm birth gestational weeks or standard definition of birth before 37 weeks' gestational age. A systematic review rather than meta-analysis was selected to present the findings given the clinical and methodological (e.g., sample studied, measurement tools) heterogeneity of the retrieved studies and pregnancy outcomes measured.

RESULTS

The nine studies report on birth outcomes for 6,087 women from a range of sociodemographic and ethnic backgrounds. Despite a wide range of study designs, measurement tools, and timings of ACEs exposure across studies, seven of the nine included studies showed significant relationships between ACEs and PTB.

CONCLUSION

Systematic review of the literature suggests that total ACEs are associated with PTB and provides an overview on the known associations. However, to date only nine studies have assessed this link, and more studies are needed, to explore the associations between ACEs and PTB using appropriate and valid instruments and doing so among more diverse populations. Future research should also explore possible biological mechanisms (allostatic load), and moderating and mediating variables.

Speaking Up Against Hierarchy: A Simulation Geared Towards Nursing Students

Background

As simulation science continues to advance, the focus previously put on scenario creation and debriefing must now be applied to other components of the learning experience. There is a need to examine the effectiveness of pre-simulation activities and how they relate to the overall simulation experience and learning outcomes. However, few randomized controlled trials have been conducted comparing different approaches in the pre-simulation preparatory phase and the impact on learning outcomes.

Methods

A randomized controlled trial was conducted with undergraduate nursing students (n=83) who were randomized to a traditional paper case study (control group) or an interactive pre-simulation activity (intervention group). The use of the two-challenge rule and Satisfaction and Self Confidence in Learning (SSL) was evaluated.

Results

The proportion of students who utilized the two-challenge rule in the intervention group was significantly higher than the control group. Results from the two independent-samples Wilcoxon-Mann-Whitney test showed a significant difference in the median of the total score of the SSL W=2.5, p <0.001, satisfaction W=6.0, p <0.001, and self-confidence W=68.0, p <0.001 in learning between third-year nursing students in the control and intervention groups.

Conclusion

Our results showed significant differences in the use of the two-challenge rule by students who completed an interactive pre-simulation activity (intervention group) compared to those who completed the paper case study (control group). Additionally, students in the intervention group were more self-confident and satisfied with the entire simulation intervention than the control group. From a pedagogical perspective, this study also emphasizes the need to ground simulations in theory. Moreover, there is value in using progressive frameworks, i.e., revised Medical Research Council (2014) in simulation design and research to ensure high quality. More studies are required to examine the right dosage and type of pre-simulation activity and impact on learning outcomes.