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Knowledge, Attitudes, and Practices Regarding Influenza Vaccination Among Healthcare Workers in Saudi Arabia: A Cross-sectional Study. 沙特阿拉伯医护人员对流感疫苗接种的认识、态度和做法:横断面研究。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-11-08 DOI: 10.3961/jpmph.24.283
Laila M Almutairi, Mona A Almusawi, Abeer M Albalawi, Musallam Y Abu Hassan, Adel F Alotaibi, Tariq M Almutairi, Randah M Alalweet, Abdullah M Asiri

Objectives: Influenza vaccination is important for healthcare workers in order to prevent both the illness itself and transmission to patients. Previous studies in Saudi Arabia have revealed low influenza vaccine coverage among healthcare workers due to misconceptions. This study aimed to assess knowledge, attitudes, and practices regarding influenza vaccination among healthcare workers during 2021, addressing the current data gap.

Methods: A cross-sectional study was conducted, including 1273 healthcare workers from the Ministry of Health in Saudi Arabia. A self-administered questionnaire was distributed to participants via email.

Results: Most participants had an appropriate extent of knowledge, with 37.1% having a high level and 26.6% having a moderate level. Positive attitudes toward the influenza vaccine were observed in 41.2% of participants, and 80.2% demonstrated good vaccine practices. However, the vaccine coverage was 50.8% in the past 12 months. Factors associated with vaccine uptake included previous vaccination, workplace availability, awareness of guidelines, engagement in training programs, type of workplace settings, and having positive attitudes toward the vaccine. The most common reason for not getting vaccinated was the perception of being at low risk, making vaccination unnecessary.

Conclusions: Participants exhibited positive knowledge, attitudes, and practices regarding influenza vaccination. However, the observed vaccine uptake rate fell below the recommended coverage rate, indicating the presence of a knowledge-behavior gap. Targeted interventions are recommended to improve vaccination uptake among healthcare workers in Saudi Arabia.

目的:接种流感疫苗对于医护人员预防疾病本身和传染给病人都很重要。此前在沙特阿拉伯进行的研究表明,由于存在误解,医护人员的流感疫苗接种率较低。本研究旨在评估 2021 年期间医护人员对流感疫苗接种的认识、态度和做法,以弥补目前的数据缺口:这项横断面研究包括来自沙特阿拉伯卫生部的 1273 名医护人员。研究人员通过电子邮件向参与者发放了一份自填问卷。统计分析使用 Jamovi 软件(2.3 版)进行。调查获得了卫生部伦理委员会的伦理批准:大多数参与者对流感疫苗有适当的了解,37.1%的人有较高水平,26.6%的人有中等水平。41.2%的参与者对流感疫苗持积极态度,80.2%的参与者表现出良好的疫苗接种习惯。不过,过去 12 个月的疫苗接种率为 51%。与疫苗接种率相关的因素包括以前接种过疫苗、工作场所的可用性、对指南的了解、参与过培训计划、工作场所的类型以及对疫苗持积极态度。不接种疫苗的最常见原因是认为自己风险低,没有必要接种疫苗:参与者在流感疫苗接种方面表现出了积极的知识、态度和做法。然而,观察到的疫苗接种率低于建议的覆盖率,这表明存在知识-行为差距。建议采取有针对性的干预措施,以提高沙特阿拉伯医护人员的疫苗接种率。
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引用次数: 0
Factors Associated With Post-term Birth and Its Relationship to Neonatal Mortality in Japan: An Analysis of National Data From 2017 to 2022. 日本早产相关因素及其与新生儿死亡率的关系:2017年至2022年全国数据分析》。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-09-24 DOI: 10.3961/jpmph.24.355
Tasuku Okui, Naoki Nakashima

Objectives: Prior research has not yet examined the relationship between post-term birth and neonatal mortality in Japan, along with factors associated with post-term birth. We investigated these associations utilizing nationwide birth data from Japan.

Methods: Birth and mortality data were obtained from the Vital Statistics of Japan for the years 2017 to 2022. The post-term birth rate was calculated by birth characteristics, and the neonatal mortality rates for post-term and term births were computed. Additionally, log-binomial regression analysis was employed to explore the associations between post-term birth and neonatal mortality, as well as between various characteristics and post-term birth. The characteristics considered included infant sex, maternal age group, parity, maternal nationality, maternal marital status, and household occupation.

Results: This study analyzed data from 4 698 905 singleton infants born at 37 weeks of gestational age or later. Regression analysis revealed that post-term birth was positively associated with neonatal mortality. The adjusted risk ratio for neonatal mortality in post-term compared to term births was 8.07 (95% confidence interval, 5.06 to 12.86). Factors positively associated with post-term birth included female infant sex, older maternal age, primiparity, non-Japanese maternal nationality, unmarried status, and various household occupations, including farmer, full-time worker at a smaller company, other type of worker, and unemployed. Younger maternal age was inversely associated with post-term birth.

Conclusions: In Japan, post-term birth represents a risk factor for neonatal mortality. Additionally, socio-demographic characteristics, such as maternal marital status, nationality, and parity were found to be predictors of post-term birth.

研究目的之前的研究尚未对日本的过期产儿与新生儿死亡率之间的关系以及与过期产儿相关的因素进行研究。我们利用日本全国的出生数据调查了这些关系:方法:我们从日本人口动态统计中获取了 2017 年至 2022 年的出生和死亡数据。根据出生特征计算了早产率,并计算了早产和过期产的新生儿死亡率。此外,还采用对数二项式回归分析来探讨过期产儿与新生儿死亡率之间的关系,以及各种特征与过期产儿之间的关系。考虑的特征包括婴儿性别、产妇年龄组、奇偶数、产妇国籍、产妇婚姻状况和家庭职业:这项研究分析了 4698905 名胎龄 37 周或更晚出生的单胎婴儿的数据。回归分析表明,早产与新生儿死亡率呈正相关。与足月分娩相比,足月分娩后新生儿死亡率的调整风险比为 8.07(95% 置信区间为 5.06 至 12.86)。与足月分娩呈正相关的因素包括:女婴性别、高龄产妇、初产妇、非日本国籍、未婚以及各种家庭职业,包括农民、小型公司的全职工人、其他类型的工人和失业者。产妇年龄较小与早产呈反比:结论:在日本,早产是导致新生儿死亡的一个风险因素。结论:在日本,过期产是新生儿死亡的风险因素,此外,产妇的婚姻状况、国籍和胎次等社会人口特征也是过期产的预测因素。
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引用次数: 0
Is Farming a Risk Occupation for Cardio-cerebrovascular Diseases? A Scoping Review on Cardio-cerebrovascular Disease Risk in Farmers. 务农是心脑血管疾病的风险职业吗?关于农民心脑血管疾病风险的范围研究。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-08-23 DOI: 10.3961/jpmph.24.302
Hyeonjun Kim, Wongeon Jung, Sunjin Jung, Seunghyeon Cho, Inho Jung, Hansoo Song, Ki-Soo Park, Seong-Yong Yoon, Joo Hyun Sung, Seok-Ju Yoo, Won-Ju Park

Objectives: In Korea, cardio-cerebrovascular disease (CCVD) is recognized as an occupational disease when sufficient evidence of a work-related burden exists. In 2021, approximately 26.8% of the payments from occupational disease insurance under the Industrial Accident Compensation Insurance Act were allocated to CCVDs. However, due to the specific nature of insurance policies for farmers, CCVD is not acknowledged as an occupational disease in their case.

Methods: We reviewed studies on the differences in the incidence, prevalence, and mortality rates of CCVDs between farmers and the general population or other occupations and described the exposure of farmers to risk factors for CCVDs.

Results: Several studies showed that farming is a high-risk occupation for CCVDs, with the following risk factors: long working hours, night work, lack of holidays, and strenuous physical labor; physical factors (noise, cold, heat, humidity, and vibration); exposure to hazardous gases (diesel exhaust, carbon monoxide, hydrogen sulfide, carbon disulfide, nitrogen oxides, and polycyclic aromatic hydrocarbons), pesticides, and dust (particulate matter, silica, and organic dust); exposure to a hypoxic environment; and job-related stress. Social isolation and lack of accessible medical facilities also function as additional risk factors by preventing farmers from receiving early interventions.

Conclusions: Farmers are exposed to various risk factors for CCVDs and are an occupation at risk for CCVDs. More studies are needed in the future to elucidate this relationship. This study lays the groundwork for future research to develop guidelines for approving CCVDs as occupational diseases among farmers.

目的:在大韩民国,只要有充分证据证明与工作有关,心脑血管疾病(CCVD)就被认定为职业病。2021 年,《工伤事故赔偿保险法》规定的职业病保险金中约有 26.8%分配给了心脑血管疾病。然而,由于农民保险政策的特殊性,CCVD 并未被认定为职业病:我们回顾了有关农民与普通人群或其他职业在心血管疾病的发病率、流行率和死亡率方面的差异的研究,并描述了农民暴露于心血管疾病风险因素的情况:多项研究表明,农业是心血管疾病的高危职业,存在以下风险因素:工作时间长、夜间工作、没有节假日、体力劳动强度大;物理因素(噪音、寒冷、炎热、潮湿和振动);暴露于有害气体(柴油废气、一氧化碳、硫化氢、二硫化碳、氮氧化物和多环芳烃)、杀虫剂和粉尘(颗粒物质、二氧化硅和有机粉尘);暴露于缺氧环境;以及与工作有关的压力。社会隔离和缺乏方便的医疗设施也是阻碍农民接受早期干预的额外风险因素:农民暴露于心血管疾病的各种风险因素中,是心血管疾病的高危职业。今后需要开展更多研究来阐明这种关系。本研究为今后的研究奠定了基础,以便为将慢性心血管疾病定为农民职业病制定指导方针。
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引用次数: 0
Provider Perspectives, Barriers, and Improvement Strategies for Hospital Discharge Support Programs: A Focus Group Interview Study in Korea. 医疗服务提供者对出院支持计划的看法、障碍和改进策略:焦点小组访谈研究。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-10-04 DOI: 10.3961/jpmph.24.275
Jae Woo Choi, Aejung Yoo, Hyojung Bang, Hyun-Kyung Park, Hyun-Ji Lee, Hyejin Lee

Objectives: Transitional periods, such as patient discharge, are notably challenging. This study aimed to explore the perceptions of providers involved in hospital discharge support programs, identify the primary obstacles, and propose strategies for improvement.

Methods: In this qualitative cross-sectional study, we interviewed 49 healthcare professionals, comprising doctors, nurses, and social workers, who participated in two pilot programs. We organized focus group interviews with 3-6 participants per group, segmented by the type of discharge support program and profession. For data analysis, we employed phenomenological analysis, a qualitative method.

Results: Participants recognized the importance of the discharge support program and anticipated its benefits. The Rehabilitation Hospital Discharge Patient Support program saw more active involvement from doctors than the Establishment of a Public Health-Medical Collaboration System program. Both programs highlighted the critical need for more staff and better compensation, as identified by the doctors. Nurses and social workers cited the heavy documentation burden, uncooperative attitudes from patients and local governments, and other issues. They also anticipated that program improvements could be achieved through the standardization of regional welfare services and better coordination by local governments serving as welfare service regulators. All groups-doctors, nurses, and social workers-underscored the significance of promoting these programs.

Conclusions: Discharge support programs are crucial for patients with functional impairments and severe illnesses, particularly in ensuring continuity of care. Policy support is essential for the successful implementation of these programs in Korea.

目标:病人出院等过渡时期尤其具有挑战性。本研究旨在探讨参与出院支持计划的医护人员的看法,找出主要障碍,并提出改进策略:在这项横断面定性研究中,我们采访了 49 名医护人员,包括医生、护士和社工,他们都参与了两个试点项目。我们组织了焦点小组访谈,每组 3-6 人,按照出院支持计划的类型和职业进行细分。在数据分析方面,我们采用了现象学分析这种定性方法:结果:参与者认识到了出院支持计划的重要性,并预期了其益处。与 "建立公共卫生-医疗协作体系 "项目相比,"康复医院出院患者支持项目 "中医生的参与更为积极。这两项计划都强调了医生们提出的对更多员工和更好报酬的迫切需求。护士和社会工作者则提到了沉重的文件负担、病人和地方政府的不合作态度以及其他问题。他们还预计,通过地区福利服务的标准化和作为福利服务监管机构的地方政府更好的协调,可以实现项目的改进。所有群体--医生、护士和社会工作者--都强调了推广这些项目的重要性:出院支持计划对于有功能障碍和重病患者至关重要,尤其是在确保护理的连续性方面。政策支持对于在韩国成功实施这些计划至关重要。
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引用次数: 0
Incidence and Influencing Factors of Avoidable Mortality in Korea From 2013-2022: Analysis of Cause-of-death Statistics. 2013-2022 年韩国可避免死亡率的发生率和影响因素:死因统计分析》。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-09-23 DOI: 10.3961/jpmph.24.232
Jeong Min Yang, Jieun Hwang

Objectives: This study aimed to identify trends in avoidable mortality (AVM) in 16 provincial and metropolitan regions of Korea and determine the factors influencing AVM.

Methods: First, the avoidable mortality rate (AVMR) was calculated using the Statistics Korea cause-of-death and population data by age and region from 2013 to 2022. Second, a health determinants model was built, and we identified the factors influencing AVM using generalized estimating equations analysis.

Results: Although the AVMR per 100 000 people displayed a steadily decreasing trend from 2013 to 2020, it began to increase in 2021. Meanwhile, Jeonnam, Jeonbuk, Gyeongnam, Gyeongbuk, Chungnam, Chungbuk, and Gangwon Provinces showed a higher AVMR than the national average. The analysis revealed that each 1-unit increase in the older adult population, smoking, perceived stress, or non-local medical utilization was associated with an increase in the AVMR. Conversely, 1-unit increases in the male-to-female ratio, marriage rate, positive self-rated health, local medical utilization, doctor population, influenza vaccination rate, cancer screening rate, or financial independence were associated with decrease in the AVMR.

Conclusions: This study established that the AVMR, which had been continuously decreasing across the 16 regions, shifted to an increasing trend in 2021. We also identified several factors influencing AVM. Further studies are needed to confirm the reasons for this shift in the AVMR and explore the factors that influence AVM across Korea's 16 provincial and metropolitan regions.

研究目的本研究旨在确定韩国 16 个道和大都市地区可避免死亡率(AVM)的趋势,并确定影响 AVM 的因素:方法:首先,利用韩国统计局 2013 年至 2022 年按年龄和地区分列的死因和人口数据计算可避免死亡率(AVMR)。其次,我们建立了一个健康决定因素模型,并利用广义估计方程分析确定了影响反车辆地雷的因素:结果:尽管从 2013 年到 2020 年,每 10 万人的 AVMR 呈稳步下降趋势,但从 2021 年开始上升。同时,全罗南道、全北道、庆尚南道、庆尚北道、忠南道、忠北道和江原道的 AVMR 高于全国平均水平。分析表明,老年人口、吸烟、感知到的压力或非本地医疗利用率每增加 1 个单位,就会导致反车辆地雷危险指数增加。相反,男女比例、结婚率、积极的自我健康评价、本地医疗使用率、医生人口、流感疫苗接种率、癌症筛查率或经济独立程度每增加 1 个单位,都与反车辆地雷危险指数的下降有关:本研究证实,16 个地区的反车辆地雷事故率持续下降,到 2021 年转为上升趋势。我们还发现了影响反车辆地雷的几个因素。我们还需要进一步研究,以确认反车辆死亡率变化的原因,并探索影响韩国 16 个道和大都市地区反车辆死亡率的因素。
{"title":"Incidence and Influencing Factors of Avoidable Mortality in Korea From 2013-2022: Analysis of Cause-of-death Statistics.","authors":"Jeong Min Yang, Jieun Hwang","doi":"10.3961/jpmph.24.232","DOIUrl":"10.3961/jpmph.24.232","url":null,"abstract":"<p><strong>Objectives: </strong>This study aimed to identify trends in avoidable mortality (AVM) in 16 provincial and metropolitan regions of Korea and determine the factors influencing AVM.</p><p><strong>Methods: </strong>First, the avoidable mortality rate (AVMR) was calculated using the Statistics Korea cause-of-death and population data by age and region from 2013 to 2022. Second, a health determinants model was built, and we identified the factors influencing AVM using generalized estimating equations analysis.</p><p><strong>Results: </strong>Although the AVMR per 100 000 people displayed a steadily decreasing trend from 2013 to 2020, it began to increase in 2021. Meanwhile, Jeonnam, Jeonbuk, Gyeongnam, Gyeongbuk, Chungnam, Chungbuk, and Gangwon Provinces showed a higher AVMR than the national average. The analysis revealed that each 1-unit increase in the older adult population, smoking, perceived stress, or non-local medical utilization was associated with an increase in the AVMR. Conversely, 1-unit increases in the male-to-female ratio, marriage rate, positive self-rated health, local medical utilization, doctor population, influenza vaccination rate, cancer screening rate, or financial independence were associated with decrease in the AVMR.</p><p><strong>Conclusions: </strong>This study established that the AVMR, which had been continuously decreasing across the 16 regions, shifted to an increasing trend in 2021. We also identified several factors influencing AVM. Further studies are needed to confirm the reasons for this shift in the AVMR and explore the factors that influence AVM across Korea's 16 provincial and metropolitan regions.</p>","PeriodicalId":16893,"journal":{"name":"Journal of Preventive Medicine and Public Health","volume":" ","pages":"540-551"},"PeriodicalIF":2.8,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11626111/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142502659","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
P>0.05 Is Good: The NORD-h Protocol for Several Hypothesis Analysis Based on Known Risks, Costs, and Benefits. P > 0.05 为良好:基于已知风险、成本和收益的几种假设分析的 NORD-h 协议。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-09-20 DOI: 10.3961/jpmph.24.250
Alessandro Rovetta, Mohammad Ali Mansournia

Statistical testing in medicine is a controversial and commonly misunderstood topic. Despite decades of efforts by renowned associations and international experts, fallacies such as nullism, the magnitude fallacy, and dichotomania are still widespread within clinical and epidemiological research. This can lead to serious health errors (e.g., misidentification of adverse reactions). In this regard, our work sheds light on another common interpretive and cognitive error: the fallacy of high significance, understood as the mistaken tendency to prioritize findings that lead to low p-values. Indeed, there are target hypotheses (e.g., a hazard ratio of 0.10) for which a high p-value is an optimal and desirable outcome. Accordingly, we propose a novel method that goes beyond mere null hypothesis testing by assessing the statistical surprise of the experimental result compared to the prediction of several target assumptions. Additionally, we formalize the concept of interval hypotheses based on prior information about costs, risks, and benefits for the stakeholders (NORD-h protocol). The incompatibility graph (or surprisal graph) is adopted in this context. Finally, we discuss the epistemic necessity for a descriptive, (quasi) unconditional approach in statistics, which is essential to draw valid conclusions about the consistency of data with all relevant possibilities, including study limitations. Given these considerations, this new protocol has the potential to significantly impact the production of reliable evidence in public health.

医学中的统计检验是一个颇具争议且常被误解的话题。尽管经过知名协会和国际专家数十年的努力,无效论、幅度谬误和二分法等谬误仍在临床和流行病学研究中广泛存在。这可能导致严重的健康错误(如不良反应的错误识别)。在这方面,我们的工作揭示了另一种常见的解释和认知错误:高显著性谬误,即优先考虑导致低 p 值的研究结果的错误倾向。事实上,在一些目标假设(如 0.10 的危险比)中,高 p 值是最佳和理想的结果。因此,我们提出了一种新方法,它超越了单纯的空假设检验,而是通过评估实验结果与若干目标假设的预测值相比在统计学上的惊喜程度。此外,我们还根据利益相关者的成本、风险和收益的先验信息,正式提出了区间假设的概念(NORD-h 协议)。在这种情况下,我们采用了不相容图(或惊喜图)。最后,我们讨论了统计学中描述性、(准)无条件方法在认识论上的必要性,这对于得出关于数据与所有相关可能性(包括研究局限性)一致性的有效结论至关重要。考虑到这些因素,这一新方案有可能对公共卫生领域可靠证据的产生产生重大影响。
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引用次数: 0
Addressing Public Health Risks: Strategies to Combat Infectious Diseases After the August 2024 Floods in Bangladesh. 应对公共卫生风险:2024 年 8 月孟加拉国洪灾后的传染病防治战略》。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-11-01 Epub Date: 2024-11-03 DOI: 10.3961/jpmph.24.495
Fatema Hashem Rupa, Mosharop Hossian

The August 2024 floods in Bangladesh have precipitated a major public health crisis, significantly elevating the risk of waterborne and vector-borne diseases and exacerbating existing health vulnerabilities. This disaster has impacted over 5 million people, causing widespread environmental disruption, population displacement, and strained healthcare resources. The flooding of latrines, sewage systems, and agricultural land has led to the contamination of drinking water sources, increasing the risk of cholera, enterotoxigenic Escherichia coli diarrhoea, shigellosis, and hepatitis. Additionally, stagnant floodwaters have created breeding grounds for mosquitoes, thereby increasing the threat of malaria and dengue fever. The disruption of healthcare services has further compounded the crisis, delaying emergency responses and impeding access to care. The psychological impact on affected communities is profound, with mental health issues such as anxiety, depression, and post-traumatic stress disorder emerging as significant concerns. This perspective provides an analysis of these public health threats, supported by data on the impact of floods and a discussion of the underlying risk factors. This underscores the need for immediate and long-term public health interventions, including restoring clean water access, enhancing disease surveillance, repairing healthcare infrastructure, and addressing mental health needs. The response to this disaster must be rapid and comprehensive, with lessons learned to inform preparedness efforts to better manage similar events in the future.

2024 年 8 月孟加拉国的洪灾引发了一场重大的公共卫生危机,大大增加了水传播和病媒传播疾病的风险,并加剧了现有的卫生脆弱性。这场灾难影响了 500 多万人,造成大范围的环境破坏、人口流离失所和医疗资源紧张。厕所、排污系统和农田被淹导致饮用水源污染,增加了霍乱、肠毒性大肠杆菌腹泻、志贺氏菌病和肝炎的风险。此外,停滞的洪水为蚊子提供了滋生地,从而增加了疟疾和登革热的威胁。医疗服务的中断进一步加剧了危机,延误了应急响应,阻碍了医疗服务的获取。对受影响社区的心理影响是深远的,焦虑、抑郁和创伤后应激障碍等心理健康问题成为重大关切。本视角分析了这些公共健康威胁,并辅以洪水影响的数据和对潜在风险因素的讨论。这强调了立即采取长期公共卫生干预措施的必要性,包括恢复清洁水的供应、加强疾病监测、修复医疗基础设施以及满足心理健康需求。必须迅速、全面地应对这场灾难,并吸取经验教训,为今后更好地管理类似事件做好准备。
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引用次数: 0
Development of Machine Learning Models to Categorize Life Satisfaction in Older Adults Living Alone. 开发机器学习模型对独居老年人生活满意度进行分类。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-10-23 DOI: 10.3961/jpmph.24.324
Suyeong Bae, Mi Jung Lee, Ickpyo Hong

Objectives: This study aimed to identify factors associated with life satisfaction by developing machine learning (ML) models to predict life satisfaction in older adults living alone.

Methods: Data were extracted from 3,112 older adults participating in the 2020 Korea Senior Survey. We employed 5 ML models to classify the life satisfaction of older adults living alone: logistic Lasso regression, decision tree-based classification and regression tree (CART), C5.0, random forest, and extreme gradient boost (XGBoost). The variables used as predictors included demographics, health status, functional abilities, environmental factors, and activity participation. The performance of these ML models was evaluated based on accuracy, precision, recall, F1-score, and area under the curve (AUC). Additionally, we assessed the significance of variable importance as indicated by the final classification models.

Results: Out of the 1,411 older adults living alone, 45.34% expressed satisfaction with their lives. The XGBoost model surpassed the performance of other models, achieving an F1-score of .72 and an AUC of .75. According to the XGBoost model, the five most important variables influencing life satisfaction were overall community satisfaction, self-rated health, opportunities to interact with neighbors, proximity to a child, and satisfaction with residence.

Conclusions: Overall satisfaction with the community environment emerged as the most significant predictor of life satisfaction among older adults living alone. These findings indicate that enhancing the supportiveness of the community environment could improve life satisfaction for this demographic.

目的:本研究旨在通过开发机器学习(ML)模型来预测独居老年人的生活满意度,从而确定与生活满意度相关的因素。方法:数据来自参加2020年韩国老年人调查的3112名老年人。我们采用5个ML模型对独居老年人生活满意度进行分类:logistic Lasso回归、基于决策树的分类与回归树(CART)、C5.0、随机森林和极限梯度提升(XGBoost)。用于预测的变量包括人口统计、健康状况、功能能力、环境因素和活动参与。这些ML模型的性能是基于准确性、精密度、召回率、f1分数和曲线下面积(AUC)来评估的。此外,我们评估了变量重要性的显著性,如最终分类模型所示。结果:在1411名独居老人中,有45.34%的人对自己的生活感到满意。XGBoost车型的性能超过了其他车型,f1得分为0.72,AUC为0.75。根据XGBoost模型,影响生活满意度的五个最重要的变量是总体社区满意度、自评健康、与邻居互动的机会、与孩子的亲近程度以及对居住的满意度。结论:对社区环境的总体满意度是独居老年人生活满意度的最重要预测因子。这些发现表明,加强社区环境的支持可以提高这一人口的生活满意度。
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引用次数: 0
A Comparison of Green, Delta, and Monte Carlo Methods to Select an Optimal Approach for Calculating the 95% Confidence Interval of the Population-attributable Fraction: Guidance for Epidemiological Research. 比较绿色方法、德尔塔方法和蒙特卡洛方法,为计算人群可归因分数的 95% 置信区间选择最佳方法:流行病学研究指南》。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-09-01 Epub Date: 2024-09-06 DOI: 10.3961/jpmph.24.272
Sangjun Lee, Sungji Moon, Kyungsik Kim, Soseul Sung, Youjin Hong, Woojin Lim, Sue K Park

Objectives: This study aimed to compare the Delta, Greenland, and Monte Carlo methods for estimating 95% confidence intervals (CIs) of the population-attributable fraction (PAF). The objectives were to identify the optimal method and to determine the influence of primary parameters on PAF calculations.

Methods: A dataset was simulated using hypothetical values for primary parameters (population, relative risk [RR], prevalence, and variance of the beta estimator ) involved in PAF calculations. Three methods (Delta, Greenland, and Monte Carlo) were used to estimate the 95% CIs of the PAFs. Perturbation analysis was performed to assess the sensitivity of the PAF to changes in these parameters. An R Shiny application, the "GDM-PAF CI Explorer," was developed to facilitate the analysis and visualization of these computations.

Results: No significant differences were observed among the 3 methods when both the RR and p-value were low. The Delta method performed well under conditions of low prevalence or minimal RR, while Greenland's method was effective in scenarios with high prevalence. Meanwhile, the Monte Carlo method calculated 95% CIs of PAFs that were stable overall, though it required intensive computational resources. In a novel approach that utilized perturbation for sensitivity analysis, was identified as the most influential parameter in the estimation of CIs.

Conclusions: This study emphasizes the necessity of a careful approach for comparing 95% CI estimation methods for PAFs and selecting the method that best suits the context. It provides practical guidelines to researchers to increase the reliability and accuracy of epidemiological studies.

研究目的本研究旨在比较德尔塔法、格陵兰法和蒙特卡洛法,以估算人群可归因分数(PAF)的 95% 置信区间 (CI)。目的是确定最佳方法,并确定主要参数对 PAF 计算的影响:方法:使用参与 PAF 计算的主要参数(人口、相对风险 [RR]、患病率和贝塔估计器方差 [V(β ̂)])的假设值模拟数据集。使用三种方法(德尔塔法、格陵兰法和蒙特卡罗法)估算 PAF 的 95% CI。进行了扰动分析,以评估 PAF 对这些参数变化的敏感性。开发了一个 R Shiny 应用程序 "GDM-PAF CI Explorer",以促进这些计算的分析和可视化:结果:RR 和 p 值较低时,3 种方法之间没有明显差异。德尔塔法在发病率低或 RR 值最小的情况下表现良好,而格陵兰法在发病率高的情况下效果显著。同时,蒙特卡洛方法虽然需要大量的计算资源,但计算出的 PAF 的 95% CI 整体上是稳定的。在一种利用扰动进行敏感性分析的新方法中,V[β ̂]被认为是对CIs估计最有影响的参数:本研究强调,必须谨慎比较 PAF 的 95% CI 估算方法,并选择最适合具体情况的方法。它为研究人员提高流行病学研究的可靠性和准确性提供了实用指南。
{"title":"A Comparison of Green, Delta, and Monte Carlo Methods to Select an Optimal Approach for Calculating the 95% Confidence Interval of the Population-attributable Fraction: Guidance for Epidemiological Research.","authors":"Sangjun Lee, Sungji Moon, Kyungsik Kim, Soseul Sung, Youjin Hong, Woojin Lim, Sue K Park","doi":"10.3961/jpmph.24.272","DOIUrl":"10.3961/jpmph.24.272","url":null,"abstract":"<p><strong>Objectives: </strong>This study aimed to compare the Delta, Greenland, and Monte Carlo methods for estimating 95% confidence intervals (CIs) of the population-attributable fraction (PAF). The objectives were to identify the optimal method and to determine the influence of primary parameters on PAF calculations.</p><p><strong>Methods: </strong>A dataset was simulated using hypothetical values for primary parameters (population, relative risk [RR], prevalence, and variance of the beta estimator ) involved in PAF calculations. Three methods (Delta, Greenland, and Monte Carlo) were used to estimate the 95% CIs of the PAFs. Perturbation analysis was performed to assess the sensitivity of the PAF to changes in these parameters. An R Shiny application, the \"GDM-PAF CI Explorer,\" was developed to facilitate the analysis and visualization of these computations.</p><p><strong>Results: </strong>No significant differences were observed among the 3 methods when both the RR and p-value were low. The Delta method performed well under conditions of low prevalence or minimal RR, while Greenland's method was effective in scenarios with high prevalence. Meanwhile, the Monte Carlo method calculated 95% CIs of PAFs that were stable overall, though it required intensive computational resources. In a novel approach that utilized perturbation for sensitivity analysis, was identified as the most influential parameter in the estimation of CIs.</p><p><strong>Conclusions: </strong>This study emphasizes the necessity of a careful approach for comparing 95% CI estimation methods for PAFs and selecting the method that best suits the context. It provides practical guidelines to researchers to increase the reliability and accuracy of epidemiological studies.</p>","PeriodicalId":16893,"journal":{"name":"Journal of Preventive Medicine and Public Health","volume":" ","pages":"499-507"},"PeriodicalIF":2.8,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11471335/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142289786","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of the Local Environment and Nutritional Status on the Incidence of Acute Respiratory Infections Among Children Under 5 Years Old in Indonesia. 印度尼西亚当地环境和营养状况对 5 岁以下儿童急性呼吸道感染发病率的影响。
IF 2.8 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2024-09-01 Epub Date: 2024-08-02 DOI: 10.3961/jpmph.24.246
Tri Bayu Purnama, Keita Wagatsuma, Masdalina Pane, Reiko Saito

Objectives: This study aimed to map the incidence of acute respiratory infections (ARIs) among under-5 children in Indonesia, address the triple burden of malnutrition, and analyze the impact of malnutrition on ARIs, taking into account the environmental and wealth disparities in Indonesia.

Methods: This study utilized an ecological design, analyzing aggregate data from the Indonesia Nutrition Survey, 2022. It encompassed 33 provinces and 486 districts/cities, involving a total of 334 878 children under 5 years of age. Partial least squares structural equation modeling was employed to investigate the relationships among wealth, environment, malnutrition (stunting, wasting, and underweight), and ARIs.

Results: The proportion of ARI cases in Indonesia was generally concentrated in central Sumatra, the western and eastern parts of Java, and eastern Papua. In contrast, the northern part of Sumatra, central Kalimantan, central Sulawesi, and central Papua had a higher proportion of malnutrition cases compared to other regions. Negative associations were found between malnutrition and ARIs (path coefficient =-0.072; p<0.01) and between wealth and environment (path coefficient =-0.633; p<0.001), malnutrition (path coefficient=-0.399; p<0.001), and ARIs (path coefficient=-0.918; p<0.001).

Conclusions: An increasing wealth index is expected to contribute to reducing ARIs, malnutrition and environmental burdens in the future. This study emphasizes the necessity for focused strategies that address both immediate health challenges and the underlying socioeconomic determinants to improve child health outcomes in the Indonesian context.

研究目的本研究旨在绘制印度尼西亚5岁以下儿童急性呼吸道感染(ARI)发病率地图,解决营养不良的三重负担问题,并分析营养不良对ARI的影响,同时考虑到印度尼西亚的环境和贫富差距:本研究采用生态学设计,分析了 2022 年印尼营养调查的综合数据。调查范围包括 33 个省和 486 个县/市,共涉及 334,848 名 5 岁以下儿童。研究采用偏最小二乘法结构方程模型来探讨财富、环境、营养不良(发育迟缓、消瘦和体重不足)和急性呼吸道感染之间的关系:印度尼西亚的急性呼吸道感染病例一般集中在苏门答腊岛中部、爪哇岛西部和东部以及巴布亚岛东部。相比之下,苏门答腊岛北部、加里曼丹岛中部、苏拉威西岛中部和巴布亚岛中部的营养不良病例比例高于其他地区。营养不良与急性呼吸道感染之间存在负相关(路径系数 = -0.072,p 结论:预计财富指数的提高将有助于在未来减少急性呼吸道感染、营养不良和环境负担。这项研究强调,有必要采取重点突出的战略,既要应对当前的健康挑战,又要解决潜在的社会经济决定因素,以改善印度尼西亚儿童的健康状况。
{"title":"Effects of the Local Environment and Nutritional Status on the Incidence of Acute Respiratory Infections Among Children Under 5 Years Old in Indonesia.","authors":"Tri Bayu Purnama, Keita Wagatsuma, Masdalina Pane, Reiko Saito","doi":"10.3961/jpmph.24.246","DOIUrl":"10.3961/jpmph.24.246","url":null,"abstract":"<p><strong>Objectives: </strong>This study aimed to map the incidence of acute respiratory infections (ARIs) among under-5 children in Indonesia, address the triple burden of malnutrition, and analyze the impact of malnutrition on ARIs, taking into account the environmental and wealth disparities in Indonesia.</p><p><strong>Methods: </strong>This study utilized an ecological design, analyzing aggregate data from the Indonesia Nutrition Survey, 2022. It encompassed 33 provinces and 486 districts/cities, involving a total of 334 878 children under 5 years of age. Partial least squares structural equation modeling was employed to investigate the relationships among wealth, environment, malnutrition (stunting, wasting, and underweight), and ARIs.</p><p><strong>Results: </strong>The proportion of ARI cases in Indonesia was generally concentrated in central Sumatra, the western and eastern parts of Java, and eastern Papua. In contrast, the northern part of Sumatra, central Kalimantan, central Sulawesi, and central Papua had a higher proportion of malnutrition cases compared to other regions. Negative associations were found between malnutrition and ARIs (path coefficient =-0.072; p&lt;0.01) and between wealth and environment (path coefficient =-0.633; p&lt;0.001), malnutrition (path coefficient=-0.399; p&lt;0.001), and ARIs (path coefficient=-0.918; p&lt;0.001).</p><p><strong>Conclusions: </strong>An increasing wealth index is expected to contribute to reducing ARIs, malnutrition and environmental burdens in the future. This study emphasizes the necessity for focused strategies that address both immediate health challenges and the underlying socioeconomic determinants to improve child health outcomes in the Indonesian context.</p>","PeriodicalId":16893,"journal":{"name":"Journal of Preventive Medicine and Public Health","volume":" ","pages":"461-470"},"PeriodicalIF":2.8,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11471337/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141975946","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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Journal of Preventive Medicine and Public Health
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