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Association of nutrition behavior and food intake with overweight and obesity among school-aged children and adolescents in Pakistan: a cross-sectional study. 巴基斯坦学龄儿童和青少年的营养行为和食物摄入与超重和肥胖的关系:一项横断面研究。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-21 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024040
Moazzam Tanveer, Ejaz Asghar, Umar Tanveer, Nadeem Roy, Asifa Zeba, Sameer Badri Al-Mhanna, Xiaoran Ma, Alexios Batrakoulis

Purpose: This study aimed to assess the association between nutrition behavior, food intake, being overweight, and obesity among school-aged children and adolescents aged 9 to 17 years. Additionally, it sought to examine how these factors influence being overweight and obese within this population.

Methods: A population-based cross-sectional study was conducted with a representative multistage cluster sample of 4200 Pakistani school-aged children and adolescents aged 9 to 17 years from 62 schools across seven random districts in Punjab province, Pakistan. Underweight (BMI < 5th percentile), overweight (85th ≤ BMI < 95th percentile), and obese (95th percentile ≤ BMI) were defined using the US Center for Disease Control (CDC) 2000 criteria, and a Chi-square test utilized for comparison. The Pearson correlation coefficient (r) assessed any correlations, while a linear regression analysis explored the predictive power of Nutrition Behavior/Food Intake factors (independent variables) on body-weight (dependent variable). A logistic regression analysis estimated the simultaneous influence of multiple factors on the dichotomous outcomes, and the 95% confidence intervals (CI) were calculated. The statistical significance level was set at p < 0.05.

Results: The study was comprised of 4108 Pakistani school children aged 9 to 17 years (mean age = 13.92 years, 59.3% boys) from 62 schools. Among them, the prevalence of being overweight and obese individuals was 19.4% and 10.7%, respectively. Factors such as skipping breakfast (OR 2.45, 95% CI 1.53-3.93, p < 0.001), consuming vegetables less than once a week (OR 4.12, 95% CI 3.06-5.55, p < 0.001), consuming soft drinks three or more times a week (OR 4.74, 95% CI 3.73-6.04, p < 0.001), and consuming fast food three or more times a week (OR 10.56, 95% CI 8.16-13.67, p < 0.001) were associated with a higher risk of obesity.

Conclusion: Being overweight and obese pose significant concerns among school-aged children and adolescents in Pakistan, showing a troubling upward trend. Poor nutrition behaviors, including frequenting fast-food restaurants and low consumption of fruits and vegetables, contribute to these issues. It is imperative to comprehend these risk factors to formulate impactful policies and dietary interventions that target childhood obesity in Pakistan. Identifying vulnerable populations and implementing tailored intervention strategies are essential for public health efforts. While further interventions may be needed to reduce the body mass index (BMI) and manage being overweight and obese, the findings of this study provide valuable insights into addressing these critical health challenges.

目的:本研究旨在评估 9 至 17 岁学龄儿童和青少年的营养行为、食物摄入、超重和肥胖之间的关联。此外,它还试图研究这些因素如何影响该人群的超重和肥胖:对巴基斯坦旁遮普省 7 个随机地区 62 所学校的 4200 名 9 至 17 岁的巴基斯坦学龄儿童和青少年进行了一项基于人口的横断面研究。体重不足(体重指数小于第 5 百分位数)、超重(第 85 百分位数≤体重指数小于第 95 百分位数)和肥胖(第 95 百分位数≤体重指数)的定义采用美国疾病控制中心(CDC)2000 年的标准,并使用卡方检验进行比较。皮尔逊相关系数(r)评估了任何相关性,而线性回归分析则探讨了营养行为/食物摄入因素(自变量)对体重(因变量)的预测能力。逻辑回归分析估计了多个因素对二分结果的同时影响,并计算了 95% 的置信区间 (CI)。统计显著性水平设定为 p < 0.05:研究对象包括来自 62 所学校的 4108 名 9 至 17 岁的巴基斯坦学龄儿童(平均年龄 = 13.92 岁,59.3% 为男生)。其中,超重率为 19.4%,肥胖率为 10.7%。不吃早餐(OR 2.45,95% CI 1.53-3.93,p < 0.001)、每周吃蔬菜少于一次(OR 4.12,95% CI 3.06-5.55,p < 0.001)、每周喝软饮料三次或三次以上(OR 4.74,95% CI 3.73-6.04,p < 0.001)和每周食用快餐三次或三次以上(OR 10.56,95% CI 8.16-13.67,p < 0.001)与肥胖风险较高有关:超重和肥胖在巴基斯坦学龄儿童和青少年中引起了极大关注,并呈现出令人担忧的上升趋势。不良的营养行为,包括经常光顾快餐店、水果和蔬菜摄入量低等,都是造成这些问题的原因。当务之急是了解这些风险因素,以制定针对巴基斯坦儿童肥胖症的有影响力的政策和饮食干预措施。确定弱势群体并实施有针对性的干预策略对公共卫生工作至关重要。虽然可能需要采取进一步的干预措施来降低体重指数(BMI)并控制超重和肥胖,但本研究的结果为应对这些严峻的健康挑战提供了宝贵的见解。
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引用次数: 0
Explanatory factors of polydrug use in mid-late teens and the relevance of information sources: Correlational and configurational assessment in Tarragona (Spain). 中后期青少年使用多种药物的解释因素和信息来源的相关性:塔拉戈纳(西班牙)的相关性和配置性评估。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-18 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024039
Jorge de Andrés-Sánchez, Francesc Valls-Fonayet, Anna Sánchez-Aragón, Inma Pastor-Gosálbez, Angel Belzunegui-Eraso
<p><strong>Background: </strong>Substance use among adolescents is a public health problem, and the simultaneous use of multiple substances aggravates this problem. Although the facilitators of specific substance use in adolescents have been widely investigated, polydrug use is a less common topic. Likewise, the role that the origin of the information available to adolescents regarding substance use plays in relation to polydrug use is practically unexplored.</p><p><strong>Objectives: </strong>This work analyzed the relevance of the origin of the information sources available to adolescents regarding substance use, among which we distinguished those that were monitored (or supervised) by public agencies from those that were unmonitored (or unsupervised) in the consumption of more than one substance. As control variables, we considered three individual factors and four environmental factors. The relevance of these sources was analysed from a dual perspective: on the one hand, their statistical relevance was measured, and on the other hand, how they combined with the control variables was analysed to identify risk and risk-free profiles in substance poly-drug use.</p><p><strong>Methods: </strong>This paper utilized a sample of <i>N</i> = 573 adolescents aged ≥17 years. This sample was collected from a survey administered in the spring of 2023. We examined the impact of unmonitored information sources (peers, siblings, and the Internet) and supervised sources (school, parents, and media) on the combined consumption of alcohol, tobacco, and cannabis. Additionally, we took three individual factors (gender, early onset of alcohol, and tobacco use) and four environmental factors (parental control, alcohol, tobacco, and cannabis use among peers) into account as control variables. Initially, we conducted a regression analysis to adjust for the impact of these factors on polydrug use. Subsequently, we employed a fuzzy set qualitative analysis (fsQCA) to investigate how predictor factors combined with the formation of adolescent profiles associated with polydrug consumption and nonconsumption.</p><p><strong>Results: </strong>Unmonitored information sources were associated with a greater incidence of poly consumption, with ORs of 1.703 and p values of 0.004. However, the protective effects of regulated information sources remained ambiguous. Among the variables positively linked with of polydrug use, are female sex (<i>OR</i> = 1.329, <i>p</i> = 0.0076), early alcohol consumption (<i>OR</i> = 4.680, <i>p</i> < 0.0001), and early tobacco consumption (<i>OR</i> = 3.242, <i>p</i> < 0.001) were the most important. Peer drinking (<i>OR</i> = 1.556, <i>p</i> = 0.0187) and peer cannabis use (<i>OR</i> = 1.351, <i>p</i> = 0.0226) were also significantly correlated. The use of the fsQCA made it possible to identify the profiles of adolescents associated to polysubstance use and non-use. The conditions of the configurations that explained use were characterized by an
背景:青少年使用药物是一个公共卫生问题,而同时使用多种药物则加剧了这一问题。尽管青少年使用特定药物的诱因已得到广泛研究,但使用多种药物却是一个不太常见的话题。同样,青少年可获得的有关药物使用的信息来源在使用多种药物方面所起的作用实际上也未得到探讨:本研究分析了青少年可获得的有关药物使用的信息来源的相关性,其中我们区分了在消费一种以上药物方面受到公共机构监控(或监督)的青少年和不受监控(或监督)的青少年。作为控制变量,我们考虑了三个个人因素和四个环境因素。我们从两个角度分析了这些因素的相关性:一方面,衡量了这些因素的统计相关性;另一方面,分析了这些因素如何与控制变量相结合,以确定使用多种药物的风险和无风险情况:本文使用的样本为 N = 573 名年龄≥17 岁的青少年。该样本来自 2023 年春季进行的一项调查。我们研究了不受监控的信息来源(同伴、兄弟姐妹和互联网)和受监控的信息来源(学校、父母和媒体)对酒精、烟草和大麻综合消费的影响。此外,我们还考虑了三个个体因素(性别、酗酒早、吸烟早)和四个环境因素(父母控制、同龄人使用酒精、烟草和大麻)作为控制变量。首先,我们进行了回归分析,以调整这些因素对使用多种药物的影响。随后,我们采用模糊集定性分析(fsQCA)来研究预测因素如何与青少年消费和不消费多种毒品的相关特征的形成相结合:结果:未受监控的信息来源与更高的多药消费发生率相关,OR 值为 1.703,P 值为 0.004。然而,受监管信息来源的保护作用仍不明确。在与使用多种毒品呈正相关的变量中,女性性别(OR = 1.329,p = 0.0076)、早期饮酒(OR = 4.680,p < 0.0001)和早期吸烟(OR = 3.242,p < 0.001)最为重要。同伴饮酒(OR = 1.556,p = 0.0187)和同伴吸食大麻(OR = 1.351,p = 0.0226)也有显著相关性。使用 fsQCA 可以确定与使用和不使用多种物质相关的青少年特征。可以解释使用情况的配置条件的特点是较早开始共同消费烟草和酒精。不消费青少年的特征是,其同龄人不使用烟草或大麻,其来源受到父母的控制和监督。
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引用次数: 0
Lifestyle habit change related to presenteeism change among Japanese employees. 日本员工生活习惯的改变与旷工现象的改变有关。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-18 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024037
Momoko Tsuchida, Takafumi Monma, Sakiko Ozawa, Ayako Kikuchi, Fumi Takeda

This study aimed to examine the relationship between changes in lifestyle habits and presenteeism change according to sex. This retrospective cohort study was conducted using data from health checkups, the World Health Organization Health and Work Performance Questionnaire (WHO-HPQ) short form, and health insurance claims for 9366 Japanese corporate employees in 2015 and 2016. Changes in 11 lifestyle habits of sleeping, eating, exercise, drinking, and smoking were classified into four patterns by combining lifestyle habits (good/poor): (a) no worsening, (b) worsening, (c) no improvement, and (d) improvement. A multiple regression analysis was conducted for each sex, with changes in the WHO-HPQ score as the objective variable, lifestyle habits change (worsening or improvement) as the explanatory variables, and age, job position, department, diseases, lifestyle habits, and WHO-HPQ score at baseline as adjustment variables. The results showed worsening of good lifestyle habits, such as sleeping, regular exercise, and frequency of drinking in men, while sleeping in women was associated with negative changes in the WHO-HPQ score. On the other hand, the improvement of poor lifestyle habit of sleeping was associated with positive changes in the WHO-HPQ score. These findings suggest that maintaining good lifestyle habits of sleeping for both sexes, and exercising and drinking for men, may be beneficial in maintaining work performance, while improving the poor lifestyle habit of sleeping for women may be beneficial in improving work performance.

本研究旨在探讨不同性别的生活习惯变化与旷工之间的关系。这项回顾性队列研究使用了2015年和2016年9366名日本企业员工的健康体检数据、世界卫生组织健康和工作表现问卷(WHO-HPQ)简表以及健康保险索赔。综合生活习惯(良好/不良),将睡眠、饮食、运动、饮酒和吸烟等11种生活习惯的变化分为四种模式:(a) 无恶化、(b) 有恶化、(c) 无改善、(d) 有改善。以 WHO-HPQ 评分变化为客观变量,生活习惯变化(恶化或改善)为解释变量,年龄、工作岗位、科室、疾病、生活习惯和基线时的 WHO-HPQ 评分为调整变量,对每个性别进行了多元回归分析。结果显示,男性良好生活习惯(如睡眠、定期锻炼和饮酒频率)的恶化与 WHO-HPQ 评分的负向变化有关,而女性良好生活习惯(如睡眠)的改善与 WHO-HPQ 评分的负向变化有关。另一方面,睡眠这一不良生活习惯的改善与 WHO-HPQ 评分的正向变化相关。这些研究结果表明,男女保持良好的睡眠生活习惯、男性保持运动和饮酒习惯可能有利于保持工作绩效,而女性改善睡眠这一不良生活习惯可能有利于提高工作绩效。
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引用次数: 0
Nature's weapons: Bioactive compounds as anti-cancer agents. 大自然的武器作为抗癌剂的生物活性化合物。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-18 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024038
Amogh Auti, Madhura Tathode, Maria Michela Marino, Antonio Vitiello, Andrea Ballini, Francesco Miele, Valeria Mazzone, Alessia Ambrosino, Mariarosaria Boccellino

Cancer represents a major global health burden, prompting continuous research for effective therapeutic strategies. Natural compounds derived from plants have emerged as potential strategies for preventing cancer and treatment because of their inherent pharmacological properties. This comprehensive review aimed to evaluate the therapeutic potential of five key natural compounds: apigenin, quercetin, piperine, curcumin, and resveratrol in cancer prevention and therapy. By examining their molecular mechanisms and preclinical evidence, this review seeks to elucidate their role as potential adjuvants or stand-alone therapies in cancer management. The exploration of natural compounds as cancer therapeutics offers several advantages, including low toxicity, wide availability, and compatibility with conventional chemotherapeutic agents. We highlighted the current understanding of their anticancer mechanisms and clinical applications for advancing personalized cancer care to improve patient outcomes. We discussed the empirical findings from in vitro, in vivo, and clinical studies reporting biological activity and therapeutic efficacy in antioxidant, immunomodulatory, anti-carcinogenic, and chemo-sensitizing modes. Innovative delivery systems and personalized treatment approaches may further enhance their bioavailability and therapeutic utility in a synergistic approach with chemo- and radiotherapeutic disease management. This review underscores the importance of natural compounds in cancer prevention and treatment, promoting a multidisciplinary approach to the development of innovative therapeutic strategies.

癌症是全球健康的一大负担,促使人们不断研究有效的治疗策略。从植物中提取的天然化合物因其固有的药理特性,已成为预防和治疗癌症的潜在策略。本综述旨在评估五种主要天然化合物(芹菜素、槲皮素、胡椒碱、姜黄素和白藜芦醇)在癌症预防和治疗中的治疗潜力。通过研究它们的分子机制和临床前证据,本综述试图阐明它们在癌症治疗中作为潜在辅助药物或独立疗法的作用。探索天然化合物作为癌症疗法具有多种优势,包括低毒性、广泛可用性以及与传统化疗药物的兼容性。我们重点介绍了目前对天然化合物抗癌机制的了解,以及在推进个性化癌症治疗以改善患者预后方面的临床应用。我们讨论了体外、体内和临床研究的经验性发现,这些研究报告了抗氧化、免疫调节、抗癌和化疗增敏模式的生物活性和疗效。创新的给药系统和个性化治疗方法可进一步提高其生物利用率和治疗效用,与化疗和放疗等疾病治疗方法形成协同效应。这篇综述强调了天然化合物在癌症预防和治疗中的重要性,提倡采用多学科方法开发创新治疗策略。
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引用次数: 0
Silicosis mortality in Spain (1999-2020): A temporal and geographical approach. 西班牙矽肺病死亡率(1999-2020 年):时间和地理方法。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-12 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024036
Germán Sánchez-Díaz, Greta Arias-Merino, Elisa Gallego, Rodrigo Sarmiento-Suárez, Verónica Alonso-Ferreira

Background: Silicosis is an occupational respiratory disease linked to silica dust inhalation. The main driver was traditional coal mining, but in recent decades, new sources of exposure have emerged. Our aim in this study was to assess the temporal and spatial distribution of mortality due to this disease over a 22-year period in Spain.

Methods: Silicosis records, as an Underlying Cause of Death, were extracted from the National Institute of Statistics from 1999 to 2020 using the International Classification of Diseases 10th revision (code J62.8). Age- and sex-adjusted mortality rates per 1,000,000 inhabitants were calculated for the territory and by province. A geographic analysis was performed, and clusters of deaths were identified at the municipal level, and then the outcomes were compared in two periods of 11 years.

Results: There were 2618 deaths due to silicosis in Spain. The mean age of death increased significantly by 0.66% annually from 1999 to 2013. The age-adjusted mortality rate decreased by 7.30% per year, falling from 3.00 to 0.65 per 1,000,000 inhabitants. The temporal pattern showed a significant decrease of mortality rate in 31% of the provinces (16 out of 52), while it increased in Pontevedra. Regarding the spatial analysis, 11 clusters were found in both periods, but some variations were observed in terms of their distribution in the Spanish territory, as well as in the affected municipalities.

Conclusions: The decrease in mortality due to Silicosis could be related to less exposure to silica dust over the years and an improvement in the survival of those affected. It is thus essential to analyze the role of preventive measures for this occupational disease.

背景:矽肺病是一种与吸入矽尘有关的职业性呼吸道疾病。矽肺病的主要诱因是传统的煤矿开采,但近几十年来,出现了新的接触源。我们这项研究的目的是评估西班牙 22 年间该疾病死亡率的时间和空间分布情况:采用国际疾病分类第 10 次修订版(代码 J62.8)从国家统计局提取了 1999 年至 2020 年期间作为基本死因的矽肺病记录。计算了全国和各省每 100 万居民的年龄和性别调整后死亡率。此外,还进行了地理分析,确定了市一级的死亡集群,然后对 11 年中两个时期的结果进行了比较:结果:西班牙共有 2618 人死于矽肺病。从1999年到2013年,平均死亡年龄每年大幅上升0.66%。年龄调整后的死亡率每年下降 7.30%,从每 100 万居民 3.00 例降至 0.65 例。时间模式显示,31%的省份(52 个省份中的 16 个)的死亡率显著下降,而庞特韦德拉省的死亡率则有所上升。在空间分析方面,两个时期都发现了 11 个集群,但其在西班牙领土和受影响城市的分布存在一些差异:矽肺病死亡率的下降可能与多年来接触矽尘的机会减少以及患者生存率的提高有关。因此,分析预防措施对这种职业病的作用至关重要。
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引用次数: 0
Is resistance to Covid-19 vaccination a "problem"? A critical policy inquiry of vaccine mandates for healthcare workers. 抵制 Covid-19 疫苗接种是 "问题 "吗?对医护人员疫苗接种规定的重要政策调查。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-06-12 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024035
Claudia Chaufan, Natalie Hemsing

As the COVID-19 global vaccination campaign was launched in December of 2020, vaccination became mandatory for many healthcare workers (HCWs) worldwide. Large minorities resisted the policy, and the responses of authorities to this resistance led to damaged professional reputations, job losses, and suspension or termination of practice licenses. The joint effect of dismissals, early retirements, career changes, and vaccine injuries disabling some compliant HCWs from adequate performance has exacerbated existing crises within health systems. Nevertheless, leading health authorities have maintained that the benefits of a fully vaccinated healthcare labor force-believed to be protecting health systems, vulnerable patient populations, and even HCWs themselves-achieved through mandates, if necessary, outweigh its potential harms. Informed by critical policy and discourse traditions, we examine the expert literature on vaccine mandates for HCWs. We find that this literature neglects evidence that contradicts official claims about the safety and effectiveness of COVID-19 vaccines, dismisses the science supporting the contextual nature of microbial virulence, miscalculates patient and system-level harms of vaccination policies, and ignores or legitimizes the coercive elements built into their design. We discuss the implications of our findings for the sustainability of health systems, for patient care, and for the well-being of HCWs, and suggest directions for ethical clinical and policy practice.

随着 COVID-19 全球疫苗接种活动于 2020 年 12 月启动,全球许多医护人员 (HCW) 都必须接种疫苗。大量少数人抵制这一政策,当局对这种抵制的反应导致了职业声誉受损、失业、执业许可证被吊销或终止。解雇、提前退休、职业变动以及疫苗伤害等因素共同作用,使一些遵守规定的医护人员无法充分履行职责,从而加剧了卫生系统内的现有危机。尽管如此,主要的卫生部门仍坚持认为,必要时通过强制措施建立一支全面接种疫苗的医疗卫生劳动力队伍,可以保护卫生系统、脆弱的患者群体,甚至是医护人员本身,其益处大于潜在的危害。在批判性政策和话语传统的指导下,我们研究了有关医护人员疫苗接种规定的专家文献。我们发现,这些文献忽视了与官方宣称的 COVID-19 疫苗安全性和有效性相矛盾的证据,否定了支持微生物毒力背景性质的科学依据,错误估计了疫苗接种政策在患者和系统层面的危害,忽视了疫苗设计中的强制因素或使其合法化。我们讨论了我们的研究结果对卫生系统的可持续性、对患者护理以及对医护人员福祉的影响,并提出了临床和政策伦理实践的方向。
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引用次数: 0
Discriminating insulin resistance in middle-aged nondiabetic women using machine learning approaches. 利用机器学习方法判别中年非糖尿病妇女的胰岛素抵抗。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-05-09 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024034
Zailing Xing, Henian Chen, Amy C Alman

Objective: We employed machine learning algorithms to discriminate insulin resistance (IR) in middle-aged nondiabetic women.

Methods: The data was from the National Health and Nutrition Examination Survey (2007-2018). The study subjects were 2084 nondiabetic women aged 45-64. The analysis included 48 predictors. We randomly divided the data into training (n = 1667) and testing (n = 417) datasets. Four machine learning techniques were employed to discriminate IR: extreme gradient boosting (XGBoosting), random forest (RF), gradient boosting machine (GBM), and decision tree (DT). The area under the curve (AUC) of receiver operating characteristic (ROC), accuracy, sensitivity, specificity, positive predictive value, negative predictive value, and F1 score were compared as performance metrics to select the optimal technique.

Results: The XGBoosting algorithm achieved a relatively high AUC of 0.93 in the training dataset and 0.86 in the testing dataset to discriminate IR using 48 predictors and was followed by the RF, GBM, and DT models. After selecting the top five predictors to build models, the XGBoost algorithm with the AUC of 0.90 (training dataset) and 0.86 (testing dataset) remained the optimal prediction model. The SHapley Additive exPlanations (SHAP) values revealed the associations between the five predictors and IR, namely BMI (strongly positive impact on IR), fasting glucose (strongly positive), HDL-C (medium negative), triglycerides (medium positive), and glycohemoglobin (medium positive). The threshold values for identifying IR were 29 kg/m2, 100 mg/dL, 54.5 mg/dL, 89 mg/dL, and 5.6% for BMI, glucose, HDL-C, triglycerides, and glycohemoglobin, respectively.

Conclusion: The XGBoosting algorithm demonstrated superior performance metrics for discriminating IR in middle-aged nondiabetic women, with BMI, glucose, HDL-C, glycohemoglobin, and triglycerides as the top five predictors.

目的:我们采用机器学习算法来判别非糖尿病中年女性的胰岛素抵抗(IR):我们采用机器学习算法来判别中年非糖尿病女性的胰岛素抵抗(IR):数据来自美国国家健康与营养调查(2007-2018 年)。研究对象为 2084 名 45-64 岁的非糖尿病女性。分析包括 48 个预测因子。我们将数据随机分为训练数据集(n = 1667)和测试数据集(n = 417)。我们采用了四种机器学习技术来判别 IR:极端梯度提升(XGBoosting)、随机森林(RF)、梯度提升机(GBM)和决策树(DT)。比较了接收者操作特征曲线下面积(AUC)、准确率、灵敏度、特异性、阳性预测值、阴性预测值和 F1 分数等性能指标,以选择最佳技术:XGBoosting算法使用48个预测因子对IR进行判别,在训练数据集和测试数据集上的AUC分别达到了0.93和0.86,相对较高,其次是RF、GBM和DT模型。在选择前五个预测因子建立模型后,XGBoost 算法的 AUC 为 0.90(训练数据集)和 0.86(测试数据集),仍然是最佳预测模型。SHapley Additive exPlanations(SHAP)值揭示了五个预测因子与 IR 之间的关联,即体重指数(对 IR 有强烈的正向影响)、空腹血糖(强烈的正向影响)、高密度脂蛋白胆固醇(中度负向影响)、甘油三酯(中度正向影响)和糖化血红蛋白(中度正向影响)。BMI、血糖、HDL-C、甘油三酯和糖化血红蛋白识别 IR 的阈值分别为 29 kg/m2、100 mg/dL、54.5 mg/dL、89 mg/dL 和 5.6%:XGBoosting算法在判别中年非糖尿病女性的红外方面表现出卓越的性能指标,BMI、血糖、HDL-C、甘油三酯和甘油三酯是前五大预测指标。
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引用次数: 0
A systematic review of the literature: Gender-based violence in the construction and natural resources industry. 文献系统回顾:建筑和自然资源行业中的性别暴力。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-05-08 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024033
Joyce Lo, Sharan Jaswal, Matthew Yeung, Vijay Kumar Chattu, Ali Bani-Fatemi, Aaron Howe, Amin Yazdani, Basem Gohar, Douglas P Gross, Behdin Nowrouzi-Kia

Gender-based violence (GBV) poses a significant concern in the construction and natural resources industries, where women, due to lower social status and integration, are at heightened risk. This systematic review aimed to identify the prevalence and experience of GBV in the construction and natural resources industries. A systematic search across databases including PubMed, OVID, Scopus, Web of Science, and CINAHL was conducted. The Risk of Bias Instrument for Cross-sectional Surveys of Attitudes and Practices by McMaster University and the Critical Appraisal of Qualitative Studies by the Center for Evidence Based Medicine at the University of Oxford were used to assess the studies included in the review. Six articles were included after full-text analysis. GBV was reported in the construction, mining, urban forestry, and arboriculture sectors. Workplace GBV was measured differently across the studies, and all studies examined more than one form of GBV. The main forms of GBV discussed in these studies were discrimination, sexual harassment, and sexism. The studies provided some insight for demographic factors that may or may not be associated with GBV, such as age, region of work, and number of years working in the industry. The review also suggests that workplace GBV has a negative impact on mental health and well-being outcomes, such as higher levels of stress and lower job satisfaction. The current research has not established the effectiveness of interventions, tools, or policies in these workplaces. Thus, additional research should include intervention studies that aim to minimize or prevent GBV in male-dominated workplaces. The current study can bring awareness and acknowledgement towards GBV in the workplace and highlight the importance of addressing it as this review outlines the negative consequences of GBV on mental health and well-being in these male-dominated industries.

基于性别的暴力(GBV)是建筑和自然资源行业的一个重大问题,在这些行业中,由于妇女的社会地位和融入程度较低,她们面临的风险更大。本系统性综述旨在确定 GBV 在建筑和自然资源行业中的流行程度和经历。我们在 PubMed、OVID、Scopus、Web of Science 和 CINAHL 等数据库中进行了系统性检索。采用麦克马斯特大学(McMaster University)的 "态度与实践横断面调查偏差风险工具 "和牛津大学循证医学中心(Center for Evidence Based Medicine)的 "定性研究批判性评估 "对纳入综述的研究进行评估。经过全文分析,共纳入六篇文章。据报道,GBV 发生在建筑、采矿、城市林业和树木栽培等行业。不同研究对工作场所基于性别的暴力的衡量标准不同,所有研究都对一种以上的基于性别的暴力形式进行了研究。这些研究中讨论的基于性别的暴力的主要形式是歧视、性骚扰和性别歧视。这些研究对可能与基于性别的暴力有关或无关的人口统计因素提供了一些见解,如年龄、工作地区和在该行业工作的年数。综述还表明,工作场所性别暴力会对心理健康和幸福感产生负面影响,如更大的压力和更低的工作满意度。目前的研究尚未确定这些工作场所的干预措施、工具或政策的有效性。因此,更多的研究应包括旨在尽量减少或预防男性主导的工作场所中的性别暴力的干预研究。当前的研究可以提高人们对工作场所中性别暴力的认识和认可,并强调解决这一问题的重要性,因为本综述概述了性别暴力在这些男性主导的行业中对心理健康和幸福感造成的负面影响。
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引用次数: 0
On mathematical modelling of measles disease via collocation approach. 通过搭配法建立麻疹疾病的数学模型。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-05-06 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024032
Shahid Ahmed, Shah Jahan, Kamal Shah, Thabet Abdeljawad

Measles, a highly contagious viral disease, spreads primarily through respiratory droplets and can result in severe complications, often proving fatal, especially in children. In this article, we propose an algorithm to solve a system of fractional nonlinear equations that model the measles disease. We employ a fractional approach by using the Caputo operator and validate the model's by applying the Schauder and Banach fixed-point theory. The fractional derivatives, which constitute an essential part of the model can be treated precisely by using the Broyden and Haar wavelet collocation methods (HWCM). Furthermore, we evaluate the system's stability by implementing the Ulam-Hyers approach. The model takes into account multiple factors that influence virus transmission, and the HWCM offers an effective and precise solution for understanding insights into transmission dynamics through the use of fractional derivatives. We present the graphical results, which offer a comprehensive and invaluable perspective on how various parameters and fractional orders influence the behaviours of these compartments within the model. The study emphasizes the importance of modern techniques in understanding measles outbreaks, suggesting the methodology's applicability to various mathematical models. Simulations conducted by using MATLAB R2022a software demonstrate practical implementation, with the potential for extension to higher degrees with minor modifications. The simulation's findings clearly show the efficiency of the proposed approach and its application to further extend the field of mathematical modelling for infectious illnesses.

麻疹是一种传染性极强的病毒性疾病,主要通过呼吸道飞沫传播,可导致严重的并发症,尤其是对儿童而言,往往是致命的。在本文中,我们提出了一种解决麻疹疾病模型分式非线性方程组的算法。我们通过使用卡普托算子来采用分式方法,并应用 Schauder 和 Banach 定点理论来验证模型。分式导数是模型的重要组成部分,可通过布洛伊登和哈小波配位法(HWCM)精确处理。此外,我们还采用了 Ulam-Hyers 方法来评估系统的稳定性。该模型考虑了影响病毒传播的多种因素,HWCM 提供了一种有效而精确的解决方案,通过使用分数导数来深入了解传播动态。我们展示了图形结果,这些结果提供了一个全面而宝贵的视角,让我们了解各种参数和分数阶数如何影响模型中这些分区的行为。这项研究强调了现代技术在理解麻疹爆发方面的重要性,表明该方法适用于各种数学模型。使用 MATLAB R2022a 软件进行的模拟证明了该方法的实用性,并有可能在稍作修改后扩展到更高的程度。模拟结果清楚地表明了所提方法的效率及其在进一步扩展传染病数学建模领域的应用。
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引用次数: 0
Impact of workplace bullying on job burnout and turnover intention among nursing staff in Greece: Evidence after the COVID-19 pandemic. 工作场所欺凌对希腊护理人员工作倦怠和离职意向的影响:COVID-19 大流行后的证据。
IF 3.1 Q2 HEALTH CARE SCIENCES & SERVICES Pub Date : 2024-04-29 eCollection Date: 2024-01-01 DOI: 10.3934/publichealth.2024031
Petros Galanis, Ioannis Moisoglou, Aglaia Katsiroumpa, Panayota Sourtzi

Introduction: The prevalence of workplace bullying, job burnout, and turnover intention among nursing staff increased during the COVID-19 pandemic. However, to the best of our knowledge, there are no studies that have measured the relationships among variables of interest after the pandemic.

Objective: Our intention is to investigate the effect of workplace bullying on job burnout and turnover intention in nursing staff.

Methods: We conducted a cross-sectional study during January-February 2024 in Greece. We obtained a convenience sample of 450 nurses. We used the 22-item Negative Acts Questionnaire-Revised to assess workplace bullying. We measured job burnout with the single-item burnout measure. We measured nurses' turnover intention with a valid 6-point Likert scale.

Results: The study sample included 450 nurses with the mean age of 39.1 years (standard deviation [SD] = 10.2). The mean workplace bullying score was 7.7 (SD = 2.0), while the mean job burnout score was 7.7 (SD = 2.0). Among our nurses, 57.3% showed a high level of turnover intention. After eliminating confounders, we found that increased workplace bullying (adjusted beta = 0.031, 95% confidence interval [CI] = 0.023 to 0.039, p < 0.001) was associated with increased job burnout. Moreover, multivariable logistic regression analysis showed that increased turnover intention was more common among nurses who experienced higher levels of workplace bullying (adjusted odds ratio = 1.057, 95% CI = 1.043 to 1.071, p < 0.001).

Conclusion: We found a positive relationship between workplace bullying, job burnout, and turnover intention. Nurse managers, organizations, and policy-makers ought to consider such findings to intervene and decrease workplace bullying by improving working conditions.

简介在 COVID-19 大流行期间,护理人员中工作场所欺凌、工作倦怠和离职意向的发生率有所上升。然而,据我们所知,目前还没有研究对大流行后相关变量之间的关系进行测量:我们的目的是调查工作场所欺凌对护理人员工作倦怠和离职意向的影响:我们于 2024 年 1 月至 2 月在希腊开展了一项横断面研究。我们获得了 450 名护士的便利样本。我们使用了由 22 个项目组成的《消极行为问卷-修订版》来评估工作场所欺凌。我们使用单项倦怠测量法测量工作倦怠。我们使用有效的 6 点李克特量表测量了护士的离职意向:研究样本包括 450 名护士,平均年龄为 39.1 岁(标准差 [SD] = 10.2)。工作场所欺凌的平均得分为 7.7(标准差 = 2.0),工作倦怠的平均得分为 7.7(标准差 = 2.0)。在我们的护士中,有 57.3% 的人表现出较高的离职意向。排除混杂因素后,我们发现工作场所欺凌的增加(调整后的贝塔值 = 0.031,95% 置信区间 [CI] = 0.023 至 0.039,p < 0.001)与工作倦怠的增加有关。此外,多变量逻辑回归分析表明,在经历过较高程度工作场所欺凌的护士中,离职意向增加的情况更为普遍(调整后的几率比 = 1.057,95% CI = 1.043 至 1.071,p < 0.001):我们发现工作场所欺凌、工作倦怠和离职意向之间存在正相关关系。护士管理者、组织和政策制定者应该考虑这些发现,通过改善工作条件来干预和减少工作场所欺凌。
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引用次数: 0
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