Health Crisis Research Articles

The Impact of Chronic Diseases on Mental Health: AnOverview and Recommendations for Care Programs.

The current achievement of medical advancement is noteworthy; however, the occurrence of chronic diseases is increasing day by day, with a significant percentage of affected people aresuffering from a mental health crisis. This article aims to present a thorough yet brief review of methods that can be employed to build the emotional wellness of chronic patients. The mental health carestrategies include resilience-building, coping skills training, professional counseling, and lifestyle adaptations. Additionally, the article highlightsthe efficacy of several modern interventions, such as mindfulness-based therapies, cognitive behavioral therapy, eye movement desensitization, andrecovery from stress therapy. The global burden of chronic illness emphasizes the pressing need to mitigate mental health problems among chronic patients. By providing actionable insights, our study clears the path for targeted interventions and holistic approaches for chronic disease patients. Moreover, the article suggests to policymakers and clinicians the need for collaboration and multifaceted interventions.

Justification for coercion in a public health crisis: not just a matter of individual harm.

The COVID pandemic was an exceptional public health situation - which brought with it unprecedented restrictions across the global populace. But what was it about this pandemic which caused us to implement such drastic restrictions on liberty? Much of the ethical debate on restrictive measures such as lockdowns and vaccine requirements focused on the potential harm that individuals cause to other individuals by the risk of infection. I will suggest that this may come from a reliance on J.S. Mill's harm principle as providing the ultimate justification for coercion - i.e., the well-accepted principle that state coercion is justified in order to prevent the imposition of unacceptable risk of harm to others. Though there have been attempts, in the wider public health ethics literature, to use the harm principle as a basis for restricting contribution to collective harms, I will suggest that these attempts cannot rely on the harm principle alone. I will then turn to the ways in which an individual-based line of reasoning does not capture a distinctive sort of harm posed by the COVID pandemic (and others like it): the potential failure of healthcare systems. I will draw out three ways in which a focus on the harm that an individual poses to another individual fails to capture the full scope of harm wrought by the collapse of healthcare systems. First, it can't adequately capture the cumulative and "looping effects" of the harm caused by strained healthcare systems. Second, it fails to capture the widespread ripple effects the failure of a central societal institution can have on other institutions. And third, the failure of a healthcare system can impose "psychic costs", affecting the moral character of all members of society, reducing trust in institutions, and potentially posing an existential threat to the fabric of society. Finally, I will sketch some implications of the recognition of this distinctive sort of harm for the justification of coercive public health measures.

Public Preference for Financing Preventive Vaccines in Health Shocks: The Case of COVID-19 Vaccines in a Middle-Income Country.

To effectively manage health crises such as disease pandemics, health authorities require reliable information regarding people's preferences. This helps to ensure timely and targeted interventions and avoids increasing societal costs through developing evidence-based policies. This study investigates the Iranian people's preference for financing coronavirus disease 2019 (COVID-19) vaccines and the factors affecting this. A cross-sectional survey was performed during the third-wave peak of COVID-19 in Iran from 1 to 20 February 2021 utilizing various data collection methods. The public preference regarding imported and domestically produced vaccines, their willingness to fully or partially contribute to the financing of these vaccines, and their willingness to pay (WTP) for domestically produced vaccines using the contingent valuation method was assessed in different scenarios. The determinants of the probability of positive financing preferences were evaluated using an ordered probit regression model. Among the 2071 survey respondents, approximately 60% stated willingness to contribute to vaccine financing in the form of partial or full user fee payments. Forty percent of respondents are willing to be vaccinated if it is provided for free by the government. Interestingly, people's preference for financing the vaccine was not related to the type of vaccine. The regression analysis showed that income, having supplementary insurance, being male, perceived COVID-19 risk, education, and working in the health sector are significantly related to a higher probability of contribution to vaccine financing. Regardless of country of origin of COVID-19 vaccines, vaccination is very important for the Iranian people, and the majority of respondents in our study showed an inclination to contribute to vaccine funding, from partial to full user fees, to achieve higher protection against COVID-19 disease. Hence, ensuring timely access to vaccines during health crises such as pandemics is imperative, as it saves lives and reduces the economic burden of disease. This commitment from the health system can be supported by financial contributions from the general public. In this regard, considering public preferences is strongly advised to policymakers.

Excess mortality in Denmark, Finland, Norway and Sweden during the COVID-19 pandemic 2020-2022.

The Nordic countries represent a unique case study for the COVID-19 pandemic due to socioeconomic and cultural similarities, high-quality comparable administrative register data and notable differences in mitigation policies during the pandemic. We aimed to compare weekly excess mortality in the Nordic countries across the three full pandemic years 2020-2022. Using data on weekly all-cause mortality from official administrative registers in Denmark, Finland, Norway and Sweden, we employed time series regression models to assess mortality developments within each pandemic year, with the period 2010-2019 used as reference period. We then compared excess mortality across the countries in 2020-2022, taking differences in population size and age- and sex-distribution into account. Results were age- and sex-standardized to the Danish population of 2020. Robustness was examined with a variety of sensitivity analyses. While Sweden experienced excess mortality in 2020 [75 excess deaths per 100 000 population (95% prediction interval 29-122)], Denmark, Finland and Norway experienced excess mortality in 2022 [52 (14-90), 130 (83-177) and 88 (48-128), respectively]. Weekly death data reveal how mortality started to increase in mid-2021 in Denmark, Finland and Norway, and continued above the expected level through 2022. Although the Nordic countries experienced relatively low pandemic excess mortality, the impact and timing of excess mortality differed substantially. These estimates-arguably the most accurate available for any region in capturing pandemic-related excess deaths-may inform future research and policy regarding the complex mortality dynamics in times of a health crisis such as the COVID-19 pandemic.

Global perspectives on the burden of sexually transmitted diseases: A narrative review.

Sexually transmitted diseases (STDs) pose a significant global health challenge with far-reaching social, economic, and public health implications. These infections have haunted humanity from ancient times to today, transcending geographical boundaries and cultural contexts. This article explores the multifaceted landscape of STDs, delving into their epidemiology, pathophysiology, clinical manifestations, and global response strategies. The global prevalence of STDs is staggering, with millions of new cases reported annually. Prominent among these infections is HIV/AIDS, which remains a major global health crisis, affecting over 38 million people worldwide. Additionally, bacterial STDs like chlamydia, gonorrhea, and syphilis continue to pose significant health risks, with millions of new cases reported yearly. Beyond the physical manifestations, STDs have profound social and economic implications. They can result in severe reproductive health issues, stigma, discrimination, and psychological distress, burdening healthcare systems and affecting individuals' quality of life. The global response to STDs has been multifaceted, with international organizations and governments implementing various prevention and control strategies, including sexual education programs and scaling up access to testing and treatment. However, challenges persist, including disparities in healthcare access, sociocultural factors influencing transmission, and evolving pathogens with increasing resistance to treatment. Through case studies and real-world examples, we illuminate the human stories behind the statistics, highlighting the lived experiences of individuals grappling with STDs and the complex interplay of factors shaping their journeys. Ultimately, this review calls for continued research, innovative strategies, and sustained global commitment to mitigating the burden of STDs and promoting sexual health and well-being for all.

A Novel Fatty Acid Mimetic with Pan-PPAR Partial Agonist Activity Inhibits Diet-Induced Obesity and Metabolic Dysfunction-Associated Steatotic Liver Disease.

The prevalence of metabolic diseases is increasing globally at an alarming rate; thus, it is essential that effective, accessible, low-cost therapeutics are developed. Peroxisome proliferator-activated receptors (PPARs) are transcription factors that tightly regulate glucose homeostasis and lipid metabolism and are important drug targets for the treatment of type 2 diabetes and dyslipidemia. We previously identified LDT409, a fatty acid-like compound derived from cashew nut shell liquid, as a novel pan-active PPARα/γ/δ compound. Herein, we aimed to assess the efficacy of LDT409 in vivo and investigate the molecular mechanisms governing the actions of the fatty acid mimetic LDT409 in diet-induced obese mice. C57Bl/6 mice (8-month-old) were fed a chow or high fat diet (HFD) for 4 weeks; mice thereafter received once daily intraperitoneal injections of vehicle, 10 mg/kg Rosiglitazone, 40 mg/kg WY14643, or 40 mg/kg LDT409 for 18 days while continuing the HFD. During treatments, body weight, food intake, glucose and insulin tolerance, energy expenditure, and intestinal lipid absorption were measured. On day 18 of treatment, tissues and plasma were collected for histological, molecular, and biochemical analysis. We found that treatment with LDT409 was effective at reversing HFD-induced obesity and associated metabolic abnormalities in mice. LDT409 lowered food intake and hyperlipidemia, while improving insulin tolerance. Despite being a substrate of both PPARα and PPARγ, LDT409 was crucial for promoting hepatic fatty acid oxidation and reducing hepatic steatosis in HFD-fed mice. We also highlighted a role for LDT409 in white and brown adipocytes in vitro and in vivo where it decreased fat accumulation, increased lipolysis, induced browning of WAT, and upregulated thermogenic gene Ucp1. Remarkably, LDT409 reversed HFD-induced weight gain back to chow-fed control levels. We determined that the LDT409-induced weight-loss was associated with a combination of increased energy expenditure (detectable before weight loss was apparent), decreased food intake, increased systemic fat utilization, and increased fecal lipid excretion in HFD-fed mice. Collectively, LDT409 represents a fatty acid mimetic that generates a uniquely favorable metabolic response for the treatment of multiple abnormalities including obesity, dyslipidemia, metabolic dysfunction-associated steatotic liver disease, and diabetes. LDT409 is derived from a highly abundant natural product-based starting material and its development could be pursued as a therapeutic solution to the global metabolic health crisis.

U.S. Parental Vaccine Hesitancy and the COVID-19 Vaccine: A Scoping Review.

Parental vaccine hesitancy has been a hotly debated issue long before the COVID-19 pandemic. Still, the emergence of a new vaccine during this public health crisis made even pro-vaccine individuals reconsider vaccines for their children. This scoping review was conducted to understand why parents expressed hesitancy towards the COVID-19 vaccine for children under 12 years old. The search included primary sources of evidence published in English from 2020-2022. A final 41 articles met the criteria. Overall, more vaccine-hesitant characteristics were non-white, female, lower education level, lower income, on public insurance, conservative political affiliation, younger age, and rural residence. Concerns affecting confidence in the vaccine were the risk of possible side effects and lack of trust in the development of the emergency approval of the vaccine. School nurses can acknowledge parental fears and provide parents with evidence-based information when communicating with them about vaccinations.

Clinical and healthcare use outcomes after cessation of long term opioid treatment due to prescriber workforce exit: quasi-experimental difference-in-differences study

ABSTRACTObjectiveTo examine the association between prescriber workforce exit, long term opioid treatment discontinuation, and clinical outcomes.DesignQuasi-experimental difference-in-differences studySetting20% sample of US Medicare beneficiaries, 2011-18.ParticipantsPeople receiving long term opioid treatment whose...

"I pity the TB patient": a mixed methods study assessing the impact of the COVID-19 pandemic on TB services in two major Indonesian cities and distilling lessons for the future.

In Indonesia, a country with around 280 million people and the second-highest tuberculosis (TB) incidence rate in the world, the impact of the COVID-19 pandemic on TB care needs careful assessment so that future response strategies can be strengthened. We conducted a study comparing TB testing and treatment rates before and during the first 2 years of the COVID-19 pandemic in Indonesia, and the reasons for any disruptions to care. We conducted retrospective secondary data analysis and qualitative interviews in Yogyakarta and Bandung, Indonesia. Routine data on TB testing and treatment were sourced from the national TB information system operated by the Indonesian Ministry of Health. TB testing and treatment outcomes were compared between two time periods: pre-COVID (2018-19); and during COVID-19 (2020-21). In-depth interviews were conducted with patients and health workers to explore their experiences in accessing and providing TB services during the pandemic. There was a 45% (21 937/39 962) reduction in the number of patients tested for TB during the pandemic compared with pre-COVID-19, while the proportion of TB tests returning a positive result increased from 12% (4733/39 962) to 50% (10 945/21 937). The proportion of TB patients completing treatment increased by 2.6% during the pandemic, yet the proportion cured and the number of patients successfully treated both decreased (by 7% and 4.4%, respectively). Our qualitative interviews highlighted several factors influencing TB service access and delivery, including fear of being diagnosed with COVID-19 during TB-related clinic visits, fear of COVID-19 exposure among patients and health workers, healthcare facilities prioritising COVID-19 over other services, and mandatory mobility restrictions affecting both patients and health workers. The COVID-19 pandemic impacted TB testing and treatment outcomes in Bandung and Yogyakarta. Policymakers should consider these findings in designing strategies to ensure TB services are maintained and supported during future health crises.

Lessons Learned-A Case for Required Student Services 1:1 Orientation.

Both faculty and student learners associated with physician assistant/associate (PA) programs continue to suffer from the effects of the ongoing mental health crisis. Furthermore, student learners may have other personal needs impacting their potential success in PA school (ie, financial, academic, or other). A proactive approach to supporting student learners early in their PA educational journey is warranted. Required 1:1 face-to-face orientations between incoming PA students and a representative from the Office of Wellness and Academic Support (OWAS) were implemented during the first week of PA program orientation. Students were allowed time and space to privately share their individual experiences and concerns as they entered PA school. In addition, the student services representative from OWAS was able to provide customized education on the variety of resources available for students. The student services representative from OWAS established personal relationships with each of the incoming PA students. Multiple follow-up appointments and referrals were made to various service lines including tutoring, learner accommodations, and mental health counseling. The implementation of required 1:1 face-to-face orientations between incoming PA students and student services during the first week of PA program orientation was highly effective. The primary lesson learned is that a simple, preventative, proactive approach can be extremely impactful if we are willing to view the challenges of student learners in PA education through a different lens.

Reducing Commercial Tobacco Sales to Youth On and Around California Tribal Reservations with a Reward and Reminder Retail Intervention.

High prevalence of commercial tobacco product (CTP) use among American Indian and Alaska Native (AI/AN) youth is a public health crisis. A multi-level Tribal-community-based participatory research project under Tribal public health authority implemented a retailer-focused intervention to reduce AI/AN youth CTP use. We sought resolutions in support of a retailer-focused CTP intervention from Tribal Nations organized by a tribally-directed research program. We identified tobacco retail outlets operating on and within 5 miles of 9 Tribal reservations, and CTP products sold at these outlets. We conducted a four-wave Reward and Reminder intervention with apparent minor buyers. Clerks who complied with the law received a modest reward and commendation in social media posts to the local Tribal communities, while clerks who sold without age verification were reminded of the laws. Of 18 retail outlets selling CTP, 8 sold e-cigarettes, and all sold combustible cigarettes. The Reward and Reminder intervention showed an approximate 25% reduction in sales of CTP to apparent minors, with a 33% baseline CTP sales rate without age verification and an 8% intervention CTP sales rate without age verification. The intervention increased awareness of laws prohibiting CTP sales to minors and mandating age verification for young adults seeking to buy CTP. The intervention, which had support from all governing Tribal Nations, builds the evidence base of effective practices which Tribal public health authorities may utilize to reduce youth access to CTP on and around Tribal reservations. Sovereign Tribes have authority over commercial businesses operating on their lands. Tobacco 21 laws aiming to restrict commercial tobacco availability to youth are supported by Tribes. A retailer intervention in which apparent minors attempt commercial tobacco purchases can offer accountability feedback to retailers both on and near Tribal reservations. Obtaining Tribal support and publicizing the interventions helps mobilize Tribal communities to support commercial tobacco prevention and promote healthy youth.

Declining Chinese attitudes toward the United States amid COVID-19

In this paper, we present findings from four separate studies using different data sources and methods to examine Chinese attitudes toward the United States amid the COVID-19 pandemic. The empirical results consistently indicate a marked and significant decline in Chinese attitudes toward the US between late 2019 and the end of 2022. Using a quasi-experimental design and granular survey data that exploit daily variations in public opinion, we offer additional evidence that the decline in Chinese attitudes toward the United States followed a distinct pattern not true for Chinese attitudes toward other countries. Specifically, the rise in Chinese unfavorability toward the United States closely corresponded to the heightened Chinese attention to the pandemic's progression in the United States. These results collectively suggest a causal effect of COVID-19, shedding light on how public health crises, international relations, and media jointly shape the increasing enmity between the two great powers.

Difference in Rumor Dissemination and Debunking Before and After the Relaxation of COVID-19 Prevention and Control Measures in China: Infodemiology Study.

The information epidemic emerged along with the COVID-19 pandemic. While controlling the spread of COVID-19, the secondary harm of epidemic rumors to social order cannot be ignored. The objective of this paper was to understand the characteristics of rumor dissemination before and after the pandemic and the corresponding rumor management and debunking mechanisms. This study aimed to provide a theoretical basis and effective methods for relevant departments to establish a sound mechanism for managing network rumors related to public health emergencies such as COVID-19. This study collected data sets of epidemic rumors before and after the relaxation of the epidemic prevention and control measures, focusing on large-scale network rumors. Starting from 3 dimensions of rumor content construction, rumor propagation, and rumor-refuting response, the epidemic rumors were subdivided into 7 categories, namely, involved subjects, communication content, emotional expression, communication channels, communication forms, rumor-refuting subjects, and verification sources. Based on this framework, content coding and statistical analysis of epidemic rumors were carried out. The study found that the rumor information was primarily directed at a clear target audience. The main themes of rumor dissemination were related to the public's immediate interests in the COVID-19 field, with significant differences in emotional expression and mostly negative emotions. Rumors mostly spread through social media interactions, community dissemination, and circle dissemination, with text content as the main form, but they lack factual evidence. The preferences of debunking subjects showed differences, and the frequent occurrence of rumors reflected the unsmooth channels of debunking. The χ2 test of data before and after the pandemic showed that the P value was less than .05, indicating that the difference in rumor content before and after the pandemic had statistical significance. This study's results showed that the themes of rumors during the pandemic are closely related to the immediate interests of the public, and the emotions of the public accelerate the spread of these rumors, which are mostly disseminated through social networks. Therefore, to more effectively prevent and control the spread of rumors during the pandemic and to enhance the capability to respond to public health crises, relevant authorities should strengthen communication with the public, conduct emotional risk assessments, and establish a joint mechanism for debunking rumors.

Seeing and Thinking about Urban Blue‒Green Space: Monitoring Public Landscape Preferences Using Bimodal Data

Urban blue‒green spaces (UBGSs) are a significant avenue for addressing the worldwide mental health crisis. To effectively optimise landscape design and management for the promotion of health benefits from UBGS, it is crucial to objectively understand public preferences. This paper proposes a method to evaluate public landscape preference from the perspective of seeing and thinking, takes the examples of seven parks around the Dianchi Lake in Kunming, China, and analyses the social media data by using natural language processing technology and image semantic segmentation technology. The conclusions are as follows: (1) The public exhibits significantly high positive sentiments towards various UBGSs, with over 93% of comments expressed positive sentiments. (2) Differences exist in the frequency and perception of landscape features between image and text modalities. Landscape elements related to stability are perceived more in images than in text, while dynamic and experiential elements are perceived more in text than in images. (3) In both modalities, the distinctive landscape features of parks are more frequently perceived and preferred by the public. In the end, the intrinsic links between landscape elements and public sentiment and preferences are discussed, and suggestions for design and management improvements are made to consolidate their health benefits to the public.

Crown ether decorated silicon photonics for safeguarding against lead poisoning

Lead (Pb2+) toxification is a concerning, unaddressed global public health crisis that leads to 1 million deaths annually. Yet, public policies to address this issue have fallen short. This work harnesses the unique abilities of crown ethers, which selectively bind to specific ions. This study demonstrates the synergistic integration of highly-scalable silicon photonics, with crown ether amine conjugation via Fischer esterification in an environmentally-friendly fashion. This realizes an integrated photonic platform that enables the in-operando, highly-selective and quantitative detection of various ions. The development dispels the existing notion that Fischer esterification is restricted to organic compounds, facilitating the subsequent amine conjugation for various crown ethers. The presented platform is specifically engineered for selective Pb2+ detection, demonstrating a large dynamic detection range, and applicability to field samples. The compatibility of this platform with cost-effective manufacturing indicates the potential for pervasive implementation of the integrated photonic sensor technology to safeguard against societal Pb2+ poisoning.

Inverting social innovation to transform health system responses to climate change adaptation and mitigation in the global south

Systems thinking is aimed at understanding and solving complex problems that cut across sectors, an approach that requires accurate, timely, and multisectoral data. Citizen-driven big data can advance systems thinking, considering the widespread use of digital devices. Using digital platforms, data from these devices can transform health systems to predict and prevent global health crises and respond rapidly to emerging crises by providing citizens with real-time support. For example, citizens can obtain real-time support to help with public health risks via a digital app, which can predict evolving risks. These big data can be aggregated and visualized on digital dashboards, which can provide decision-makers with advanced data analytics to facilitate jurisdiction-level rapid responses to evolving climate change impacts (e.g., direct public health crisis communication). In the context of climate change, digital platforms can strengthen rapid responses by integrating information across systems (e.g., food, health, and social services) via citizen big data. More importantly, these big data can be used for rapid decision-making,a paradigm-changing approach that can invert social innovation, which we define as co-conceptualizing societal solutions with vulnerable communities to improve economic development with a focus on community wellbeing. However, to foster equitable and inclusive digital partnerships that invert social innovation, it is critical to avoid top-down approaches that sometimes result when researchers in the Global North and South collaborate. Equitable Global South–North partnerships can be built by combining digital citizen science and community-based participatory research to ethically leverage citizen-driven big data for rapid responses across international jurisdictions.

Death of the suicide law: A changing standard of liability for clinicians.

High rates of suicide continue to plague the modern world, with clinicians, researchers, and policymakers working urgently to ameliorate what has been recognized as a worldwide public health crisis. Under American Law, individuals- including health care providers, could generally not be held liable for causing the suicide of another person. This article presents a review of suicide law in the United States in the context of a recent civil case in which a physician with expertise in mental health was sued for the death of an ex-partner who committed suicide in his home. Historical events and landmark legal cases spanning the 15th century to now are examined and presented as a narrative review to inform society and mental health clinicians a-like towards interpreting the changing medical-legal landscape. As modern advances in science continue to discern the critical biopsychosocial factors that contribute to the act of suicide, there is an inevitably growing concern that suicide may no longer be an incomprehensible nor irrational event as has been assumed for centuries. Thus, it may be considered that individual with expertise and qualification to treat a group of individuals at higher risk of suicide (severe mental illness) may be subject to a different standard than the average individual. This article seeks to present a complex matter where no simple or broad-sweeping conclusions can yet be drawn, however remains a critically important matter for mental health clinicians.

Religious engagement and antibody response to the COVID-19 vaccine.

This research examined religious engagement and subsequent antibody responses to the COVID-19 vaccine. Using publicly available data from the Understanding Society survey, we employed a longitudinal design. Between January 2016 and May 2018, respondents completed measures of religious belonging, frequency of attending religious services (i.e., extrinsic religiosity), and the difference religion made to their lives (i.e., intrinsic religiosity). A COVID-19 survey wave was collected in March 2021 and measured antibody responses to the COVID-19 vaccine via blood draw. A final sample of 746 adults [462 (61.9%) females, Mage = 61.94, SD = 19.07] was achieved. Mediation analyses (PROCESS, Model 4; Hayes, Introduction to mediation, moderation, and conditional process analysis: A regression-based approach, The Guildford Press, 2022; Introduction to mediation, moderation, and conditional process analysis: A regression-based approach; The Guildford Press) revealed one pathway through which religion and antibody responses to the COVID-19 vaccine are associated, namely via extrinsic factors-attendance at religious services. In contrast, intrinsic religious factors which is the difference religion can make to one's life, was not a significant mediator. Overall, this analysis provides evidence that behavioural enactment of religion matters to the effectiveness of vaccination and the management of public health crises. It also highlights the value of social resources associated with engagement in valued social groups-and in particular religious social groups-for public health.

RISK MANAGEMENT IN INSURANCE INDUSTRY AMID THE HEALTH CRISIS: A STUDY OF A SAMPLE OF DAMAGE INSURANCE COMPANIES IN ALGERIA

Purpose: This study examined the effectiveness of risk management in the insurance industry in light of the health crisis of the Algerian insurance companies, which are estimated at 24 companies. Methodology: In this study, we used a questionnaire tool that includes closed questions, containing four axes, and we want to analyze the fourth axis, which consists of six questions. The response of 13 damages insurance companies was analyzed using the statistical program SPSS, using various statistical methods. Finding and Conclusion: The study concluded that insurance companies rely on allocating participatory committees for all specializations to predict future risks, and this is explained by the presence of statistical significance in the level of identifying alternatives and choosing the appropriate method, in addition to most of the answers agreeing at a rate of 100% and ranked first according to the ranking of the sample phrases of the study. Originality/Value: The findings of this study provide the dynamic adaptability of the insurance sector in response to global challenges, demonstrating its critical role in maintaining economic stability and facilitating growth during times of crisis. The findings from this study not only reflect the resilience of the sector but also underscore the importance of continuous innovation and strategic foresight in navigating the complexities of the modern economic landscape.

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

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