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Alcohol Use and Its Relation with Demographic, Environmental, and Psychological Factors among Adolescents in Nabawan, Sabah. 沙巴州纳巴旺青少年饮酒情况及其与人口、环境和心理因素的关系。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-06-07 DOI: 10.4082/kjfm.23.0262
Selly Jaimon, Pravina Deligannu, Fredie Robinson

Background: Adolescence is an essential stage of a child's development, transitioning them into adulthood. During this time, they are vulnerable to various social issues, such as experimenting with alcohol, among others. Although alcohol consumption was proven to be detrimental to physical and cognitive development toward adulthood, and almost one in 10 Malaysian adolescents aged 13 years and above are current drinkers, studies concerning the driving factors are still scarce. This cross-sectional study aimed to determine alcohol use among 244 adolescents in Nabawan, Sabah.

Methods: This study assessed the associations between alcohol use and three potential factors: demographic, environmental, and psychological. Respondents who were selected through stratified proportionate random sampling answered a set of assessment tools.

Results: Results showed that 30.7% (95% confidence interval [CI], 24.91-36.48) of Nabawan adolescents use alcohol. Analysis revealed that older age adolescents 18 years and 19 years, respectively (adjusted odds ratio [aOR], 3.93; P=0.021; aOR, 5.38; P=0.003), having parents (aOR, 4.11; P=0.001) and peers (aOR, 11.57; P<0.001) who consume alcohol were significantly associated with alcohol use. Unexpectedly, good parental monitoring (aOR, 2.46; P=0.019) and discussing serious problems with parents (aOR, 3.86; P=0.001) were significantly associated with alcohol use.

Conclusion: Conclusively, policies on alcohol-related harm reduction and prevention should be developed, especially school-based programs, programs addressing family functioning, and parent-child communication, among others, should be further looked into. Future research on the school environment, adolescents' drinking motives, and the development of practical adolescent-friendly alcohol screening tools are recommendations for improvements.

背景:青春期是儿童成长的一个重要阶段,也是他们向成人过渡的重要阶段。在此期间,他们很容易受到各种社会问题的影响,如尝试酗酒等。尽管事实证明,饮酒不利于他们成年后的身体和认知发展,而且几乎每10个13岁及以上的马来西亚青少年中就有一个是饮酒者,但有关饮酒驱动因素的研究仍然很少。这项横断面研究旨在确定沙巴州纳巴旺市 244 名青少年的饮酒情况:本研究评估了饮酒与三个潜在因素(人口、环境和心理)之间的关联。通过分层比例随机抽样选出的受访者回答了一套评估工具:结果显示,30.7%(95% 置信区间 [CI],24.91-36.48)的那巴湾青少年饮酒。分析表明,18 岁和 19 岁的青少年年龄较大(调整后的几率比 [aOR],3.93;P=0.021;aOR,5.38;P=0.003),有父母(aOR,4.11;P=0.001)和同伴(aOR,11.57;P=0.003):总之,应制定减少和预防酒精相关伤害的政策,特别是以学校为基础的计划、解决家庭功能的计划以及亲子沟通等,都应得到进一步研究。建议今后对学校环境、青少年饮酒动机进行研究,并开发适合青少年使用的实用酒精筛查工具。
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引用次数: 0
Effectiveness of an Informal Home Care Support Intervention Program to Reduce Loneliness and Improve Quality of Life among Lonely Community-Dwelling Older Adults: A Feasibility Study. 非正式家庭护理支持干预计划对减少孤独感和提高独居老人生活质量的效果:可行性研究
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-06-07 DOI: 10.4082/kjfm.23.0269
Ahmad Kousha, Elham Lotfalinezhad, Haidar Nadrian, Karen Andersen-Ranberg, Shannon Freeman, Fatemeh Barati, Hasan Mosazadeh, Mina Hashemiparast, Mohamed Asghari Jafarabadi, Ahmad Sohrabi, Mohammad Reza Honarvar

Background: Establishing cost-effective informal care services for lonely older adults living at home in developing countries can be an innovative approach for improving their well-being. This study investigated the effectiveness of an informal home care support intervention program (HoSIP) reducing the loneliness and improving quality of life of lonely community-dwelling older adults.

Methods: This quasi-experimental pre-post study employed a non-randomized control group design with a 12-week intervention period and three follow-up points at the end of the HoSIP. Questionnaires were used to measure feelings of loneliness (20-item UCLA Loneliness Scale), quality of life (Control, Autonomy, Self-Realization and Pleasure Scale), general health (12-item General Health Questionnaire), social network (six-item Lubben Social Network Scale), social support (12-item Multidimensional Scale of Perceived Social Support), and self-care ability (17-item Self-care Ability Scale for the Elderly). Repeated-measures analysis of variance was used to gauge the effect of the intervention program over time and in comparison to the control group. Data analyses were performed using the IBM SPSS Statistics software (IBM Corp., USA).

Results: We found a significant relationship between the outcome variables, including feelings of loneliness (P<0.001) and quality of life (P<0.001), at different stages of measurement. Despite the positive feasibility results, the implementation of the HoSIP faced challenges due to a lack of facilities (e.g., place restriction for holding educational classes, educational facilities like computers, video projector, and whiteboard at daycare center) and the absence of supporting organizations.

Conclusion: Utilizing the existing capabilities of older adults to provide online and face-to-face care services can be a cost-effective way to improve their quality of life and reduce loneliness. The process of facilitating such informal care services for lonely older adults should be managed by either governmental or non-governmental organizations to reduce the rate of social isolation among this vulnerable population.

背景:为发展中国家居家的孤独老年人提供具有成本效益的非正规护理服务是改善他们福祉的一种创新方法。本研究调查了非正式家庭护理支持干预项目(HoSIP)在减少孤独感和改善孤独社区老年人生活质量方面的有效性:本研究采用了非随机对照组设计,干预期为 12 周,并在 HoSIP 结束后进行了三次随访。问卷用于测量孤独感(20 项 UCLA 孤独感量表)、生活质量(控制、自主、自我实现和愉悦量表)、一般健康(12 项一般健康问卷)、社会网络(6 项 Lubben 社会网络量表)、社会支持(12 项感知社会支持多维量表)和自理能力(17 项老年人自理能力量表)。重复测量方差分析用于衡量干预计划在不同时期的效果以及与对照组的比较。数据分析使用 IBM SPSS 统计软件(美国 IBM 公司)进行:结果:我们发现,包括孤独感在内的结果变量之间存在明显的关系:利用老年人现有的能力提供在线和面对面的护理服务,是提高生活质量和减少孤独感的一种具有成本效益的方法。为孤独的老年人提供这种非正式护理服务的过程应由政府或非政府组织管理,以降低这一弱势群体的社会隔离率。
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引用次数: 0
Factors for Minimum Acceptable Diet Practice among 6-23-Month-Old Children in Rural and Urban Areas of Indonesia. 印度尼西亚农村和城市地区 6-23 个月大儿童最低可接受饮食习惯的因素。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-06-07 DOI: 10.4082/kjfm.23.0284
Rika Rachmawati, Rika Rachmalina, Yunita Diana Sari, Tri Wurisastuti, Kencana Sari, Ayunina Rizky Ferdina, Noviati Fuada, Tin Afifah

Background: Malnutrition is common among children under 5 years of age in Indonesia, with the rates varying between urban and rural areas. The minimum acceptable diet (MAD) assesses nutrient quality and quantity. This study aimed to identify the potential variables for MAD in 6-23-month-old children in both urban and rural Indonesia.

Methods: We used the data from the 2017 Indonesia Demographic and Health Survey to conduct this nationally representative study. A total of 4,688 children aged 6-23 months were included in the study. MAD was classified using the 2017 World Health Organization global nutrition monitoring framework. The determinants of MAD were analyzed using multiple logistic regression.

Results: Overall, 45% of children aged 6-23 months received the required MAD, with 47.4% receiving the MAD in urban areas and 35.7% in rural areas. Children's age, fathers' age, parents' education level, mothers' employment, and wealth index were strongly linked to MAD in both rural and urban homes. The factor specifically related to MAD in urban areas was mother living with her husband. For rural households, mothers' involvement in decisionmaking and a minimum of four antenatal care (ANC) visits significantly increased the likelihood of their children's MAD status.

Conclusion: MAD status was determined by increased child age, higher parent education, younger father, working mother, and higher wealth index in children aged 6-23 months in both urban and rural settings. Mothers living with a spouse determined the MAD status only in urban areas. More frequent ANC visits and mother participation in household decisions were other factors related to MAD status in rural areas.

背景:在印度尼西亚,5 岁以下儿童普遍存在营养不良问题,城市和农村地区的营养不良率各不相同。最低可接受膳食(MAD)评估营养素的质量和数量。本研究旨在确定印尼城市和农村地区 6-23 个月大儿童最低可接受膳食的潜在变量:我们利用 2017 年印尼人口与健康调查的数据开展了这项具有全国代表性的研究。研究共纳入了4688名6-23个月大的儿童。采用世界卫生组织2017年全球营养监测框架对MAD进行了分类。研究采用多元逻辑回归法分析了MAD的决定因素:总体而言,45%的6-23个月儿童接受了所需的MAD,其中47.4%的儿童在城市地区接受了MAD,35.7%的儿童在农村地区接受了MAD。在农村和城市,儿童的年龄、父亲的年龄、父母的教育水平、母亲的就业情况和财富指数都与乳房发育监测密切相关。在城市地区,母亲与丈夫同住是与 MAD 特别相关的因素。在农村家庭中,母亲参与决策和至少接受过四次产前检查(ANC)会显著增加其子女处于乳房发育迟缓状态的可能性:结论:在城市和农村地区,6-23 个月的儿童中,儿童年龄越大、父母受教育程度越高、父亲年龄越小、母亲有工作以及财富指数越高,就越有可能患上急性乳腺炎。只有在城市地区,与配偶同住的母亲才决定了儿童的发育迟缓状况。在农村地区,更频繁的产前检查和母亲参与家庭决策也是与乳房发育状况相关的因素。
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引用次数: 0
Association of Lipoprotein(a) with Progression of Coronary Artery Calcification: Retrospective Longitudinal Study. 脂蛋白(a)与冠状动脉钙化进展的关系:回顾性纵向研究。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-22 DOI: 10.4082/kjfm.23.0108
Anna Lee, Hyun-Min Koh, Ji-Yong Jang, Hye-Rang Bak, Hye-Jin Jang, Jun-Young Huh, Nak-Gyeong Ko

Background: Atherosclerotic cardiovascular disease (ASCVD) is a major health concern, and lipoprotein(a) (Lp(a)) is an independent risk factor. However, there is limited evidence regarding Lp(a) and the risk of ASCVD in Asian populations. This study aimed to assess the predictive value of changes in coronary artery calcification (CAC) for ASCVD risk associated with Lp(a) level.

Methods: Participants (n=2,750) were grouped according to their Lp(a) levels, and the association between Lp(a) and CAC progression was examined. CAC progression was defined as the occurrence of incident CAC or a difference ≥2.5 between the square root (√) of baseline and follow-up coronary artery calcium scores (CACSs) (Δ√transformed CACS). To adjust for differences in follow-up periods, Δ√transformed CACS was divided by the follow- up period (in years).

Results: Over an average follow-up of 3.07 years, 18.98% of participants experienced CAC progression. Those with disease progression had notably higher Lp(a) levels. Higher Lp(a) tertiles correlated with increased baseline and follow-up CACS, CAC progression (%), and Δ√transformed CACS. Even after adjustment, higher Lp(a) levels were associated with CAC progression. However, annualized Δ√transformed CACS analysis yielded no significant results.

Conclusion: This study demonstrated an association between elevated Lp(a) levels and CAC progression in a general population without ASCVD. However, longer-term follow-up studies are needed to obtain meaningful results regarding CAC progression. Further research is necessary to utilize Lp(a) level as a predictor of cardiovascular disease and to establish clinically relevant thresholds specific to the Korean population.

背景:动脉粥样硬化性心血管疾病(ASCVD)是一个主要的健康问题,而脂蛋白(a)(Lp(a))是一个独立的风险因素。然而,有关亚洲人脂蛋白(a)和 ASCVD 风险的证据却很有限。本研究旨在评估冠状动脉钙化(CAC)的变化对与脂蛋白(a)水平相关的ASCVD风险的预测价值:根据脂蛋白(a)水平对参与者(n=2,750)进行分组,并研究脂蛋白(a)与 CAC 进展之间的关联。CAC进展的定义是出现CAC事件或基线与随访冠状动脉钙化评分(CACS)的平方根(√)之差≥2.5(Δ√转换后的CACS)。为了调整随访期的差异,Δ√转换后的 CACS 除以随访期(年):结果:在平均 3.07 年的随访期间,18.98% 的参与者出现了 CAC 进展。病情恶化者的脂蛋白(a)水平明显更高。较高的 Lp(a) tertiles 与基线和随访 CACS、CAC 进展(%)和 Δ√ 变形 CACS 的增加相关。即使经过调整,较高的脂蛋白(a)水平也与 CAC 进展相关。然而,年化Δ√转换后的CACS分析结果并不显著:这项研究表明,在无 ASCVD 的普通人群中,脂蛋白(a)水平升高与 CAC 进展之间存在关联。然而,要获得有关 CAC 进展的有意义的结果,还需要更长期的随访研究。有必要开展进一步研究,将脂蛋白(a)水平用作心血管疾病的预测指标,并针对韩国人群建立临床相关阈值。
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引用次数: 0
Association of Body Image Distortion with Smartphone Dependency and Usage Time in Adolescents: A Cross-Sectional Korean Youth Study. 青少年身体形象扭曲与智能手机依赖和使用时间的关系:韩国青少年横断面研究
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-22 DOI: 10.4082/kjfm.23.0159
Haein Cho, Junhee Park, Dagyeong Lee, Dong Wook Shin

Background: Adolescent dependency on smartphones is the highest among all age groups. Adolescents can be influenced to evaluate their body image by popular ideals about beautiful bodies via smartphone content, which can cause body image distortion. This study aimed to examine the association between body image distortion and smartphone dependency and the duration of smartphone usage among Korean adolescents.

Methods: This study used data from the 16th Korean Youth Risk Behavior Web-Based Survey (2020), and included 42,981 participants, who were grouped according to self-reported duration of smartphone usage and smartphone dependency, as measured by a questionnaire. Body image distortion is defined as an exaggerated subjective body image compared to the actual body image. Multivariable-adjusted logistic regression was used to determine the odds ratios (ORs) with 95% confidence intervals (CIs) of body image distortion on smartphone dependency and usage time after adjusting for various factors related to body image distortion.

Results: Among the 42,981 participants, both moderate and high levels of smartphone dependency were associated with body image distortion in boys (moderate: adjusted OR [aOR], 1.11; 95% CI, 1.01-1.22; high: aOR, 1.18; 95% CI, 1.05-1.32) and girls (moderate: aOR, 1.14; 95% CI, 1.05-1.23; high: aOR, 1.30; 95% CI, 1.18-1.42) compared to the low-level dependency group. However, no significant association was found between smartphone usage duration and body image distortion.

Conclusion: Our study demonstrated that moderate to high levels of smartphone dependency are associated with body image distortion in adolescents. Therefore, it is necessary to establish strategies for checking and managing adolescents' smartphone dependence.

背景:在所有年龄组中,青少年对智能手机的依赖程度最高。青少年可能会受到智能手机内容中关于美丽身体的流行理想的影响,从而评价自己的身体形象,这可能会导致身体形象扭曲。本研究旨在探讨韩国青少年身体形象扭曲与智能手机依赖性和智能手机使用时间之间的关联:本研究使用了第 16 次韩国青少年危险行为网络调查(2020 年)的数据,共纳入 42981 名参与者,根据他们自我报告的智能手机使用时长和智能手机依赖性进行分组,并通过问卷进行测量。身体形象扭曲是指主观身体形象与实际身体形象相比有所夸大。在对与身体形象扭曲相关的各种因素进行调整后,采用多变量调整逻辑回归法确定身体形象扭曲与智能手机依赖性和使用时间的几率比(ORs)及95%置信区间(CIs):在42981名参与者中,与低度依赖组相比,男孩(中度:调整后OR [aOR],1.11;95% CI,1.01-1.22;高度:aOR,1.18;95% CI,1.05-1.32)和女孩(中度:aOR,1.14;95% CI,1.05-1.23;高度:aOR,1.30;95% CI,1.18-1.42)的中度和高度智能手机依赖均与身体形象扭曲有关。然而,在智能手机使用时间与身体形象扭曲之间没有发现明显的关联:我们的研究表明,青少年对智能手机的中度至高度依赖与身体形象扭曲有关。因此,有必要制定相关策略来检查和管理青少年对智能手机的依赖程度。
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引用次数: 0
Relationship between Social Participation and Cognitive Impairment in Low-Educated Older Adults Based on Indonesian Family Life Survey-5. 基于印度尼西亚第五次家庭生活调查的低学历老年人的社会参与与认知障碍之间的关系。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-21 DOI: 10.4082/kjfm.23.0134
Jayanto Nanda Putra, Yuda Turana, Yvonne Suzy Handajani

Background: The increasing older adult population requires attention in terms of education and health, as higher education levels contribute to cognitive reserve and may protect against age-related cognitive impairment. Cognitive reserve is an individual's cognitive flexibility in using cognitive functions affected by brain aging, neurological diseases, and injury. Indonesia has a high prevalence of low-educated older adults, which strongly correlates with progressive cognitive impairment. Identifying risk factors for cognitive decline in this population is crucial. This study determines the factors affecting cognitive impairment in low-educated older adults using cross-sectional data from the Indonesian Family Life Survey-5.

Methods: This descriptive study analyzed 2,313 low-educated older adults ≥60 years old. Univariate and bivariate analyses were used to describe the sample and identify the relationships between categorical variables. Logistic regression identified the most significant factor affecting cognitive impairment.

Results: The prevalence of cognitive impairment in low-educated older adults is 22.6%. The chi-square test revealed significant relationships between those who are aged 75 years, a status other than married, female, living in rural areas, and not participating in social activities. Age is the most prominent factor affecting cognitive impairment in such adults (P<0.001; adjusted odds ratio, 3.232; 95% confidence interval, 2.500-4.180).

Conclusion: Cognitive impairment in the aforementioned adults is associated with being ≥75 years old, being a status other than married, being female, living in rural areas, and not participating in social activities. After controlling other variables, low-educated older adults who participated in at least ≥1 social activity in the last 12 months experienced cognitive impairment 0.64 times compared to those who did not participate in social activities.

背景:老年人口不断增加,需要在教育和健康方面给予关注,因为较高的教育水平有助于认知储备,并可预防与年龄相关的认知障碍。认知储备是指个人在使用受大脑老化、神经系统疾病和损伤影响的认知功能时的认知灵活性。印尼低学历老年人的比例很高,这与渐进性认知障碍密切相关。确定这一人群认知能力下降的风险因素至关重要。本研究利用印度尼西亚第五次家庭生活调查的横断面数据,确定了影响低学历老年人认知功能障碍的因素:这项描述性研究分析了 2313 名年龄≥60 岁的低学历老年人。采用单变量和双变量分析来描述样本并确定分类变量之间的关系。逻辑回归确定了影响认知障碍的最重要因素:结果:低学历老年人的认知障碍发生率为 22.6%。卡方检验显示,年龄在 75 岁以下、非已婚、女性、居住在农村地区和不参加社会活动的老年人之间存在显著关系。年龄是影响这些成年人认知障碍的最主要因素(PC 结论:上述成年人的认知障碍与年龄≥75 岁、非婚、女性、居住在农村地区和不参加社会活动有关。在控制了其他变量后,在过去 12 个月中至少参加过≥1 次社交活动的低学历老年人的认知障碍程度是未参加社交活动者的 0.64 倍。
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引用次数: 0
Comparing Mobile-Based to Group-Based Education for Weight Reduction in a Developing Country: A Randomized Study. 在发展中国家比较基于移动设备的减重教育和基于小组的减重教育:随机研究。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-21 DOI: 10.4082/kjfm.23.0144
Hourvash Haghighinejad, Forough Sedaghat, Marzieh Akbarzadeh, Mahtab Jafari

Background: This study compared the impact of Short Message Service (SMS)-based education with traditional group-based education and the control group on body mass index, weight, and lifestyle in obese and overweight patients in a limited-resource country. It also compared the direct financial costs between the two intervention groups.

Methods: In this controlled randomized educational study, 90 overweight or obese adults from four family physician clinics in Shiraz, Iran were randomly allocated to three training groups: SMS-based education, group-based education, and a control group. The participants' weight, body mass index (BMI), and waist circumference were measured at baseline, and the Physical Activity Scale questionnaire was completed. Group-based training was conducted in 1-hour weekly sessions. The SMS group received a text message each morning. The control group received routine care from a family physician. The intervention lasted 12 weeks. All participants were re-examined for the studied variables. Additionally, the direct costs were estimated, calculated, and compared.

Results: The mean weight, BMI, and waist circumference changed significantly after 3 months compared to baseline in each group. The mean weight change differed significantly among the three groups (P-value=0.04), and the mean BMI changes were near significant (P-value=0.06). A post hoc comparison of changes in weight and BMI showed a significant difference between the control and SMS groups. SMS education incurred much lower costs for patients and healthcare services than group-based education.

Conclusion: The study showed that SMS is an effective and cost-saving educational method for weight loss compared to group-based education, especially in developing countries.

研究背景这项研究比较了基于短信服务(SMS)的教育与传统的基于小组的教育以及对照组对一个资源有限国家的肥胖和超重患者的体重指数、体重和生活方式的影响。研究还比较了两个干预组的直接经济成本:在这项对照随机教育研究中,来自伊朗设拉子市四家家庭医生诊所的 90 名超重或肥胖成人被随机分配到三个培训组:短信教育组、小组教育组和对照组。参与者的体重、身体质量指数(BMI)和腰围在基线时进行了测量,并完成了体力活动量表问卷调查。小组培训每周进行一次,每次 1 小时。短信组每天早上收到一条短信。对照组接受家庭医生的常规护理。干预持续了 12 周。所有参与者都接受了研究变量的复查。此外,还对直接成本进行了估算、计算和比较:结果:3 个月后,各组的平均体重、体重指数和腰围与基线相比均有显著变化。三组的平均体重变化差异较大(P 值=0.04),平均体重指数变化接近显著(P 值=0.06)。体重和体重指数变化的事后比较显示,对照组和 SMS 组之间存在显著差异。与集体教育相比,短信教育为患者和医疗服务带来的成本要低得多:研究表明,与集体教育相比,短信是一种有效且节约成本的减肥教育方法,尤其是在发展中国家。
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引用次数: 0
Association between Mothers' Working Hours and Metabolic Syndrome in Children and Adolescents: Data from the Korea National Health and Nutrition Examination Survey, 2016-2020. 母亲工作时间与儿童和青少年代谢综合征之间的关系:2016-2020年韩国国民健康与营养调查数据。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-08 DOI: 10.4082/kjfm.23.0157
Myoung-Hye Lee, Joo-Eun Jeong, Hoon-Ki Park, Hwan-Sik Hwang, Kye-Yeung Park

Background: Prevention and management of metabolic syndrome (MetS) during childhood are crucial. Recently, obesity among children and adolescents has increased with an increase in mothers' working hours. The present study was conducted to determine the relationship between mothers' working hours and MetS in their children.

Methods: Data from the 2016-2020 National Health and Nutrition Examination Survey were used, and 2,598 children and adolescents aged 10-18 years were included. Logistic regression analysis was conducted to confirm the association between MetS and mothers' working hours for each risk factor. Linear regression analysis was conducted to confirm the association between mothers' working hours and the number of risk factors for MetS.

Results: Abdominal obesity in children was higher when the mothers' working hours were 53 hours or more (odds ratio [OR], 2.267; 95% confidence interval [CI], 1.21-4.25). In the trend analysis, the OR of children's abdominal obesity increased significantly as mothers' working hours increased (P-value <0.05). Additionally, sex-stratified analysis revealed a significant trend between maternal work hours and the presence of MetS in female children (P=0.016). The adjusted OR of the presence of MetS in female children with mothers working 53 hours or more weekly was 6.065 (95% CI, 1.954-18.822).

Conclusion: Mothers' working hours were highly correlated with the risk of abdominal obesity in their children. The OR of the presence of MetS significantly increased in female children with mothers having longer working hours compared with those with stay-at-home mothers.

背景:预防和管理儿童期代谢综合征(MetS)至关重要。最近,随着母亲工作时间的增加,儿童和青少年的肥胖率也有所上升。本研究旨在确定母亲工作时间与子女代谢综合征之间的关系:方法:采用2016-2020年全国健康与营养调查数据,纳入2598名10-18岁儿童和青少年。对每个风险因素进行逻辑回归分析,以确认 MetS 与母亲工作时间之间的关联。此外,还进行了线性回归分析,以确认母亲的工作时间与 MetS 风险因素数量之间的关联:结果:当母亲的工作时间为 53 小时或以上时,儿童的腹部肥胖率较高(几率比 [OR],2.267;95% 置信区间 [CI],1.21-4.25)。在趋势分析中,随着母亲工作时间的增加,儿童腹部肥胖的几率比明显增加(P 值 结论:母亲工作时间与儿童腹部肥胖的几率比高度相关:母亲的工作时间与子女腹部肥胖的风险高度相关。与在家的母亲相比,母亲工作时间较长的女性儿童出现 MetS 的 OR 值明显增加。
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引用次数: 0
Application of Machine Learning Algorithms to Predict Osteoporotic Fractures in Women. 应用机器学习算法预测女性骨质疏松性骨折。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-01 Epub Date: 2024-01-29 DOI: 10.4082/kjfm.23.0186
Su Jeong Kang, Moon Jong Kim, Yang-Im Hur, Ji-Hee Haam, Young-Sang Kim

Background: Predicting the risk of osteoporotic fractures is vital for prevention. Traditional methods such as the Fracture Risk Assessment Tool (FRAX) model use clinical factors. This study examined the predictive power of the FRAX score and machine-learning algorithms trained on FRAX parameters.

Methods: We analyzed the data of 2,147 female participants from the Ansan cohort study. The FRAX parameters employed in this study included age, sex (female), height and weight, current smoking status, excessive alcohol consumption (>3 units/d of alcohol), and diagnosis of rheumatoid arthritis. Osteoporotic fracture was defined as one or more fractures of the hip, spine, or wrist during a 10-year observation period. Machine-learning algorithms, such as gradient boosting, random forest, decision tree, and logistic regression, were employed to predict osteoporotic fractures with a 70:30 training-to-test set ratio. We evaluated the area under the receiver operating characteristic curve (AUROC) scores to assess and compare the performance of these algorithms with the FRAX score.

Results: Of the 2,147 participants, 3.5% experienced osteoporotic fractures. Those with fractures were older, shorter in height, and had a higher prevalence of rheumatoid arthritis, as well as higher FRAX scores. The AUROC for the FRAX was 0.617. The machine-learning algorithms showed AUROC values of 0.662, 0.652, 0.648, and 0.637 for gradient boosting, logistic regression, decision tree, and random forest, respectively.

Conclusion: This study highlighted the immense potential of machine-learning algorithms to improve osteoporotic fracture risk prediction in women when complete FRAX parameter information is unavailable.

背景:预测骨质疏松性骨折的风险对预防至关重要。骨折风险评估工具(FRAX)模型等传统方法使用的是临床因素。本研究考察了 FRAX 评分和根据 FRAX 参数训练的机器学习算法的预测能力:我们分析了安山队列研究中 2,147 名女性参与者的数据。本研究采用的 FRAX 参数包括年龄、性别(女性)、身高和体重、当前吸烟状况、过量饮酒(酒精摄入量大于 3 单位/天)以及类风湿性关节炎诊断。骨质疏松性骨折的定义是在 10 年观察期内髋部、脊柱或腕部发生过一次或多次骨折。我们采用梯度提升、随机森林、决策树和逻辑回归等机器学习算法来预测骨质疏松性骨折,训练集与测试集的比例为 70:30。我们评估了接收者操作特征曲线下面积(AUROC)分数,以评估和比较这些算法与 FRAX 分数的性能:在 2,147 名参与者中,3.5% 出现了骨质疏松性骨折。骨折患者年龄较大,身高较矮,类风湿性关节炎发病率较高,FRAX评分也较高。FRAX的AUROC为0.617。梯度提升、逻辑回归、决策树和随机森林的机器学习算法的AUROC值分别为0.662、0.652、0.648和0.637:本研究强调了机器学习算法在缺乏完整的 FRAX 参数信息时改善女性骨质疏松性骨折风险预测的巨大潜力。
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引用次数: 0
Collaborative Physical Activity: Innovations in Primary Health Care and Educational Sector. 合作开展体育活动:初级卫生保健和教育部门的创新。
IF 2.3 Q4 PRIMARY HEALTH CARE Pub Date : 2024-05-01 Epub Date: 2024-03-22 DOI: 10.4082/kjfm.23.0248
Fides A Del Castillo
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引用次数: 0
期刊
Korean Journal of Family Medicine
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