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Effects of Biopsychosocial Interventions on Non-specific Chronic Low Back Pain and Its Related Disabilities among Students. 生物心理社会干预对学生非特异性慢性腰痛及其相关残疾的影响。
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.103
Rashid Heidarimoghadam, Younes Mohammadi, Ramin Kordi

Background: This study aimed to investigate the effects of biopsychosocial interventions on non-specific chronic low back pain (NSCLBP) and disabilities caused by it among Students.

Study design: A two-group pretest-posttest randomized clinical trial.

Methods: The statistical population of the study was female students enrolled at the first-stage secondary school in Hamadan, Iran. A total of 200 students were selected through cluster sampling and randomized into two groups of intervention and control. The primary evaluation was performed by the Cornell Musculoskeletal Discomfort Questionnaire (CMDQ), the Health-Related Quality of Life (SF-36), the International Physical Activity Questionnaire-Short Form (IPAQ-S), the World Health Organization Disability Assessment Schedule (WHODAS), and the visual analogue scale (VAS). Upon developing and implementing the biopsychosocial model-based interventions for ten weekly two-hour sessions, the secondary evaluation was fulfilled, and the extracted data were analyzed using the IBM SPSS version 21.

Results: The independent-group t-test results revealed that the mean scores of quality of life (QOL) and physical activity significantly elevated in the intervention group, compared to the control. In addition, the mean value of disabilities, the amount of disorder in the lumbar region, and the VAS scores in the intervention group substantially declined compared to the control group.

Conclusion: The significant variations in the biopsychosocial factors demonstrated that the development of some interventions based on the bio-psychosocial model (BPSM) could help manage the NSCLBP and its ensuing disabilities. Therefore, the BPSM-based interventions could be exploited to minimize musculoskeletal disorders (MSDs) in students.

背景:本研究旨在探讨生物心理社会干预对学生非特异性慢性腰痛(NSCLBP)及其所致残疾的影响。研究设计:两组测试前-测试后随机临床试验。方法:本研究的统计人群为伊朗哈马丹市一年级中学的女学生。采用整群抽样的方法抽取200名学生,随机分为干预组和对照组。主要评估采用康奈尔肌肉骨骼不适问卷(CMDQ)、健康相关生活质量(SF-36)、国际体育活动问卷-短表(IPAQ-S)、世界卫生组织残疾评估表(WHODAS)和视觉模拟量表(VAS)。在制定和实施基于生物心理社会模型的干预措施后,每周10次,每次2小时,完成了二次评估,并使用IBM SPSS version 21对提取的数据进行分析。结果:独立组t检验结果显示,干预组的生活质量(QOL)和体力活动平均得分显著高于对照组。此外,与对照组相比,干预组的残疾平均值、腰椎区障碍量和VAS评分均显著下降。结论:生物心理社会因素的显著变化表明,基于生物心理社会模型(BPSM)的干预措施可以帮助管理NSCLBP及其随后的残疾。因此,基于bpsm的干预措施可以用来减少学生的肌肉骨骼疾病(MSDs)。
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引用次数: 0
Analysis of Casual Relationships between Social Determinants of Health in Iran: Using Fuzzy Cognitive Map. 伊朗健康的社会决定因素之间的因果关系分析:使用模糊认知图。
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.101
Nafiseh Salehnia, Abbas Assari Arani, Alireza Olyaeemanesh, Hossein Sadeghi Saghdel

Background: Health is a fundamental issue in recent years, highlighting the importance of harmonizing the policies of any sector with health strategies. The present study aims to identify the socio-economic factors affecting health and to provide a cognitive map of the social determinants of health in Iran.

Study design: A retrospective cohort study.

Methods: This study follows a developmental process with an exploratory sequential mixed methods approach. First, a meta-synthesis qualitative method determines the most critical health determinants by reviewing 54 studies from 2000 to 2019. Then, the fuzzy cognitive map (FCM) is drawn based on interviews with six experts to derive the causal relationships among the social determinants of population health in Iran.

Results: Stage 1 introduces 170 factors as the health determinants, classified into four levels: individual, local, national, and global levels, with 7, 4, 13, and 3 branches, respectively. According to the causal relationships and the out-degree (od) index, the most effective factors are the economic system (18.24), governance and policy-making (17.13), and national policies (16.93). According to the degree of centrality, these factors are the economic system (33.27), health system (30.37), and governance and policy-making (30.15).

Conclusion: Considering health as a complex and comprehensive system, the resulting FCM displays that the policies developed in other sectors than health are profoundly affecting population's health in Iran. Specifically, the comparative analysis of this research shows that policies regarding the economic system and people's livelihood are more effective than the policies regarding the health system itself on the population's health in Iran.

背景:卫生是近年来的一个基本问题,突出了使任何部门的政策与卫生战略相协调的重要性。本研究旨在确定影响健康的社会经济因素,并提供伊朗健康社会决定因素的认知地图。研究设计:回顾性队列研究。方法:本研究遵循探索性顺序混合方法的发展过程。首先,通过回顾2000年至2019年的54项研究,采用综合定性方法确定了最关键的健康决定因素。然后,根据与六位专家的访谈,绘制模糊认知图(FCM),以得出伊朗人口健康的社会决定因素之间的因果关系。结果:第一阶段将170个因素作为健康决定因素,分为个人、地方、国家和全球四个层次,分别有7个、4个、13个和3个分支。从因果关系和出度指数来看,最有效的因素是经济体制(18.24)、治理与政策制定(17.13)和国家政策(16.93)。根据中心性程度,这些因素分别是经济系统(33.27)、卫生系统(30.37)和治理与决策(30.15)。结论:考虑到卫生是一个复杂而全面的系统,由此产生的FCM表明,在卫生以外的其他部门制定的政策正在深刻影响伊朗人口的健康。具体而言,本研究的对比分析表明,在伊朗,经济制度和民生政策比卫生制度本身的政策对人口健康更有效。
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引用次数: 0
Prediction of Helmet Use Behavior among Motorcyclists Based on the Theory of Planned Behavior. 基于计划行为理论的摩托车驾驶员头盔使用行为预测
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.99
Forouzan Rezapur-Shahkolai, Ehsan Vesali-Monfared, Majid Barati, Leili Tapak

Background: Road traffic injuries (RTIs) are one of the most critical factors that endanger human health. More specifically, head and neck injuries are the main causes of deaths and disabilities among motorcyclists. This study aimed to investigate the predictive factors of helmet use behavior among motorcyclists based on the theory of planned behavior (TPB).

Study design: This study followed the cross-sectional design.

Methods: This study was conducted on randomly selected 730 motorcyclist employees in Qom, Iran, in 2021. The data collection tool was a self-administered researcher-made questionnaire, including items on demographic characteristics, history of RTIs, and constructs of TPB. Data were analyzed using descriptive summary statistics, analysis of variance, independent samples t test, Pearson correlation coefficient, and structural equation modeling (SEM).

Results: In this study, only 9.8% of the participants reported that they always used a helmet while riding a motorcycle. About 60% reported a history of a motorcycle crash, and 11.5% had a history of head injuries. The direct effect of attitude, subjective norms, and perceived behavioral control on the intention to use a helmet were statistically significant, explaining 59% of the variation in behavioral intention (intention to use a helmet) (R2=0.59). Moreover, perceived behavioral control and behavioral intention had significant effects on helmet use behavior (R2=0.26).

Conclusion: The prevalence of helmet use among the studied population was very low. Moreover, TPB was useful in identifying the determinants of behavior and especially behavioral intention of helmet use among motorcyclists.

背景:道路交通伤害是危害人类健康的重要因素之一。更具体地说,头部和颈部受伤是摩托车手死亡和残疾的主要原因。本研究旨在基于计划行为理论探讨摩托车手头盔使用行为的预测因素。研究设计:本研究采用横断面设计。方法:本研究于2021年在伊朗库姆随机选择730名摩托车从业人员进行。数据收集工具是一份自我管理的调查问卷,包括人口统计学特征、rti病史和TPB结构。采用描述性汇总统计、方差分析、独立样本t检验、Pearson相关系数和结构方程模型(SEM)对数据进行分析。结果:在本研究中,只有9.8%的参与者报告他们在骑摩托车时总是戴头盔。约60%的人报告有摩托车碰撞史,11.5%的人有头部受伤史。态度、主观规范和感知行为控制对使用头盔意愿的直接影响具有统计学意义,解释了59%的行为意愿(使用头盔意愿)变异(R2=0.59)。感知行为控制和行为意向对头盔使用行为有显著影响(R2=0.26)。结论:研究人群中头盔的使用率很低。此外,TPB有助于确定摩托车手的行为决定因素,特别是头盔使用的行为意向。
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引用次数: 2
Lung Cancer and Pleural Mesothelioma Risk Assessment for the General Population Exposed to Asbestos in Different Regions of Tehran, Iran. 伊朗德黑兰不同地区石棉暴露人群肺癌和胸膜间皮瘤风险评估
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.98
Nafiseh Nasirzadeh, Zahra Soltanpour, Yousef Mohammadian, Bahman Pourhasan

Background: Asbestos is a natural fiber leading to health risks like chronic lung diseases. The current study aimed to estimate pleural mesothelioma and lung cancer risk for population exposure to asbestos in Tehran, Iran.

Study design: A cross-sectional study.

Methods: According to the annual report of Air Quality Control Company (AQCC), from 2011-2020, carcinogenic risk and mesothelioma were assessed based on the Environmental Protection Agency (EPA) method using the Monte Carlo simulation (MCS). The relative risk (RR) of mortality cancer was calculated based on Camus and colleagues' model. Moreover, mesothelioma risk was estimated by Bourgault and colleagues' model.

Results: The mean concentration and health risk of asbestos in ambient air generally reduced from 2011 to 2020. The highest mortality risk for lung cancer was 8.4 per 100000 persons in 2011 and reduced to 1.8 in 2017. For mesothelioma, the corresponding values were 8.96 per 100000 persons in 2011 and reduced to 1.92 in 2017.

Conclusion: The findings of this study could be helpful to health policymakers in the management of asbestos risk.

背景:石棉是一种天然纤维,会导致慢性肺部疾病等健康风险。目前的研究旨在评估伊朗德黑兰接触石棉人群的胸膜间皮瘤和肺癌风险。研究设计:横断面研究。方法:根据美国空气质量控制公司(AQCC) 2011-2020年的年度报告,采用蒙特卡罗模拟(MCS)方法,基于美国环保署(EPA)的方法对间皮瘤和致癌风险进行评估。死亡率癌症的相对危险度(RR)是基于Camus及其同事的模型计算的。此外,通过Bourgault及其同事的模型估计间皮瘤的风险。结果:2011 - 2020年环境空气中石棉的平均浓度和健康风险总体下降。2011年,肺癌的最高死亡风险为每10万人8.4人,2017年降至1.8人。间皮瘤的对应值在2011年为8.96 / 10万人,2017年降至1.92 / 10万人。结论:本研究结果可为卫生政策制定者制定石棉风险管理方案提供参考。
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引用次数: 0
Effects of Hypertension Alone and in Comorbidity with Diabetes on Death within 30 Days among Inpatients with COVID-19 Infection. 单独高血压及合并糖尿病对COVID-19感染住院患者30天内死亡的影响
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.100
Erfan Ayubi, Fatemeh Torkaman Asadi, Shiva Borzouei, Behnaz Alafchi, Mobin Faghih Soleimani, Saman Khosronejad, Salman Khazaei, Seyed Saman Talebi

Background: Hypertension and diabetes are common comorbidities in patients with COVID-19 and could be influencing the mortality of such patients. The present study aimed to evaluate the effects of hypertension alone and in comorbidity with diabetes on the death within 30 days among inpatients with COVID-19 in presence of well-known determinates of COVID-19 death.

Study design: A case-control study.

Methods: Four groups of COVID-19 inpatients including controls, diabetes alone, hypertension alone, and hypertension and diabetes comorbidities were defined. Each study groups did not have underlying diseases other than hypertension and diabetes. Demographic and general characteristics, underlying diseases, and hospital course events were extracted from medical records. The outcome of interest was alive at discharge/ death within 30 days after admission. Multivariable binary logistic analysis was employed to estimate the effect measures.

Results: The number of death within 30 days among controls (n=1359), diabetes alone (159), hypertension alone (406) and hypertension and diabetes comorbidities (188) were 12.68%, 15.72%, 20.74% and 26.74%, respectively. According to three multivariable analyses after adjusting older age, hospital length of stay, and intensive care unit (ICU) admission separately, the odds of death within 30 days in COVID-19 patients with having hypertension and diabetes comorbidities was 1.58, 2.13 and 1.91 times of patients without such comorbidities, respectively (P<0.015). The effect of hypertension alone was also significant after adjusting hospital length of stay and ICU admission but not for older age.

Conclusion: Our results suggest that comorbidities, such as hypertension and diabetes may be associated with COVID-19-related deaths independent of other underlying diseases, older age, and adverse hospital course events.

背景:高血压和糖尿病是COVID-19患者常见的合并症,并可能影响此类患者的死亡率。本研究旨在评估在已知的COVID-19死亡决定因素存在的情况下,单独高血压和合并糖尿病对COVID-19住院患者30天内死亡的影响。研究设计:病例对照研究。方法:定义4组新冠肺炎住院患者,包括对照组、单独糖尿病组、单独高血压组、高血压合并糖尿病合并症组。除高血压和糖尿病外,每个研究组均无其他基础疾病。从医疗记录中提取人口统计学和一般特征、基础疾病和医院病程事件。患者出院时存活/入院后30天内死亡。采用多变量二元logistic分析对效果测度进行估计。结果:对照组(1359例)、糖尿病组(159例)、高血压组(406例)和高血压合并糖尿病组(188例)30 d内死亡人数分别为12.68%、15.72%、20.74%和26.74%。分别调整年龄、住院时间和重症监护病房(ICU)入院后的3项多变量分析显示,合并高血压和糖尿病合并症的COVID-19患者的30天内死亡几率分别为无高血压和糖尿病合并症患者的1.58倍、2.13倍和1.91倍(p)。我们的研究结果表明,高血压和糖尿病等合并症可能与covid -19相关的死亡有关,独立于其他基础疾病、年龄和不良住院过程事件。
{"title":"Effects of Hypertension Alone and in Comorbidity with Diabetes on Death within 30 Days among Inpatients with COVID-19 Infection.","authors":"Erfan Ayubi,&nbsp;Fatemeh Torkaman Asadi,&nbsp;Shiva Borzouei,&nbsp;Behnaz Alafchi,&nbsp;Mobin Faghih Soleimani,&nbsp;Saman Khosronejad,&nbsp;Salman Khazaei,&nbsp;Seyed Saman Talebi","doi":"10.34172/jrhs.2022.100","DOIUrl":"https://doi.org/10.34172/jrhs.2022.100","url":null,"abstract":"<p><strong>Background: </strong>Hypertension and diabetes are common comorbidities in patients with COVID-19 and could be influencing the mortality of such patients. The present study aimed to evaluate the effects of hypertension alone and in comorbidity with diabetes on the death within 30 days among inpatients with COVID-19 in presence of well-known determinates of COVID-19 death.</p><p><strong>Study design: </strong>A case-control study.</p><p><strong>Methods: </strong>Four groups of COVID-19 inpatients including controls, diabetes alone, hypertension alone, and hypertension and diabetes comorbidities were defined. Each study groups did not have underlying diseases other than hypertension and diabetes. Demographic and general characteristics, underlying diseases, and hospital course events were extracted from medical records. The outcome of interest was alive at discharge/ death within 30 days after admission. Multivariable binary logistic analysis was employed to estimate the effect measures.</p><p><strong>Results: </strong>The number of death within 30 days among controls (n=1359), diabetes alone (159), hypertension alone (406) and hypertension and diabetes comorbidities (188) were 12.68%, 15.72%, 20.74% and 26.74%, respectively. According to three multivariable analyses after adjusting older age, hospital length of stay, and intensive care unit (ICU) admission separately, the odds of death within 30 days in COVID-19 patients with having hypertension and diabetes comorbidities was 1.58, 2.13 and 1.91 times of patients without such comorbidities, respectively (<i>P</i><0.015). The effect of hypertension alone was also significant after adjusting hospital length of stay and ICU admission but not for older age.</p><p><strong>Conclusion: </strong>Our results suggest that comorbidities, such as hypertension and diabetes may be associated with COVID-19-related deaths independent of other underlying diseases, older age, and adverse hospital course events.</p>","PeriodicalId":17164,"journal":{"name":"Journal of research in health sciences","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422163/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10370436","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
Long-term Survival Rate Following Myocardial Infarction and the Effect of Discharge Medications on the Survival Rate. 心肌梗死后长期生存率及出院药物对生存率的影响。
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.102
Sahar Bayat, Seyed Saeed Hashemi Nazari, Yadollah Mehrabi, Mohammad Sistanizad

Background: The evaluation of the risk factors associated with the long-term survival rate of patients with myocardial infarction (MI) and the effects of discharge medications can significantly help select the most effective strategies for improving treatment.

Study design: A retrospective cohort study.

Methods: The participants of this retrospective cohort study were 21,181 patients who suffered from MI and were hospitalized in the cardiac care unit (CCU) of different public, private, and military hospitals in Iran from 20 March 2013 to 20 March 2014. Participants were followed up until February 2020 for any cardiovascular disease (CVD) mortality. To evaluate survival rate, the differences between groups, and the factors related to MI death, Kaplan-Meier, log-rank test, and Cox proportional-hazards model were used, respectively.

Results: One, three, five, and seven-year survival rates of patients were 88%, 81%, 78%, and 74%, respectively. Regarding the interaction effect of prescribed medical drugs, the highest 7-year survival rate of 86% (95% CI: 72%, 93%) was related to people who consumed anticoagulants, aspirin, clopidogrel, beta blockers, angiotensin-converting enzymes (ACEs), and angiotensin II receptor antagonist simultaneously. Considering the effect of other variables, the consumption of anticoagulants was associated with a decrease in survival rate (HR=1.13 CI: 1.06, 1.19).

Conclusion: As evidenced by the results of this study, different combinations of prescribed medication drugs had protective effects on long-term mortality compared to the group without any drug. Nonetheless, according to the drugs in each combination therapy, this protective effect ranged from HR=0.27 to HR=0.89. It is recommended that further studies compare the long-term effects of different drug combinations and also consider adherence to treatment in evaluating the effects of these combinations.

背景:评价与心肌梗死(MI)患者长期生存率相关的危险因素及出院药物的效果,对选择最有效的改善治疗策略具有重要意义。研究设计:回顾性队列研究。方法:本回顾性队列研究的参与者为2013年3月20日至2014年3月20日在伊朗不同公立、私立和军队医院心脏护理病房(CCU)住院的21181例心肌梗死患者。参与者随访至2020年2月,以了解任何心血管疾病(CVD)死亡率。分别采用Kaplan-Meier、log-rank检验和Cox比例风险模型评估生存率、组间差异和心肌梗死死亡相关因素。结果:1年、3年、5年、7年生存率分别为88%、81%、78%、74%。在处方药物相互作用方面,同时服用抗凝剂、阿司匹林、氯吡格雷、受体阻滞剂、血管紧张素转换酶(ace)和血管紧张素II受体拮抗剂的患者7年生存率最高,为86% (95% CI: 72%, 93%)。考虑到其他变量的影响,抗凝血剂的使用与生存率降低相关(HR=1.13, CI: 1.06, 1.19)。结论:本研究结果表明,与未用药组相比,不同的处方药物组合对长期死亡率有保护作用。尽管如此,根据每种联合治疗的药物,这种保护作用的风险比从0.27到0.89不等。建议进一步的研究比较不同药物组合的长期效果,并在评估这些组合的效果时考虑坚持治疗。
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引用次数: 0
Problematic Internet, Smartphone, and SMS Use among Adults: Shared and Unique Predictors. 成人中有问题的互联网、智能手机和短信使用:共享和独特的预测因素。
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.97
Argyroula Kalaitzaki, Stéphanie Laconi, George Tsouvelas

Background: Although a surge of interest has recently emerged in investigating the simultaneous problematic use of various technology-based tools, the findings are still inconclusive. The present web-based survey aimed at examining whether (a) personality traits, coping strategies, and sociodemographics are associated with problematic internet, smartphone, and SMS use among Greek users and (b) personality traits mediate the relationship between maladaptive coping strategies and problematic use of the three media.

Study design: A cross-sectional study.

Methods: A convenience and snowball sample of 1016 participants (84.4% female, mean age of 30.3 years) completed the Problematic Internet Use Questionnaire-9 (PIUQ-9), the Mobile Phone Problem Use Scale (MPPUS), the Self-Perception of Text Message Dependency Scale (STDS), the Personality Diagnostic Questionnaire 4+(PDQ-4+), and the Brief Coping Orientation to Problems Experienced Inventory (Brief COPE).

Results: Shared predictors between problematic use of the three technology-based tools were younger age and low educational level, the coping strategy of substance use, and the narcissistic, avoidant, and dependent personality disorders. Predictors of problematic internet and smartphone use were coping strategies of emotional support, self-distraction, and behavioral disengagement. According to structural equation models (SEM) models, cluster C personality disorders fully mediate the relationship between maladaptive coping strategies and problematic use of technology-based tools.

Conclusion: Addressing factors that predispose (i.e., personality traits), precipitate, or maintain problematic use (i.e., coping strategies) can lead to effective and cost-saving preventive (i.e., screening of vulnerable groups) and therapeutic efforts (i.e., teaching adaptive coping strategies).

背景:尽管最近在调查各种基于技术的工具同时有问题的使用方面出现了兴趣激增,但研究结果仍然没有定论。目前基于网络的调查旨在研究(a)人格特质、应对策略和社会人口统计学是否与希腊用户的互联网、智能手机和短信使用问题有关,以及(b)人格特质在适应不良的应对策略和这三种媒体使用问题之间的关系中起中介作用。研究设计:横断面研究。方法:采用便利雪球抽样法,共1016人(女性84.4%,平均年龄30.3岁)完成了问题网络使用问卷-9 (PIUQ-9)、手机问题使用量表(MPPUS)、短信依赖自我感知量表(STDS)、人格诊断问卷4+(PDQ-4+)和问题经验应对倾向简易量表(Brief COPE)。结果:三种基于技术的工具的问题性使用的共同预测因子为年龄小、受教育程度低、物质使用的应对策略、自恋型、回避型和依赖型人格障碍。有问题的互联网和智能手机使用的预测因素是情绪支持、自我分心和行为脱离的应对策略。根据结构方程模型(SEM), C类人格障碍在适应不良应对策略与技术工具使用问题之间具有完全的中介作用。结论:解决易患因素(即人格特质)、沉淀或维持问题使用的因素(即应对策略)可以导致有效和节省成本的预防措施(即筛选弱势群体)和治疗措施(即教授适应性应对策略)。
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引用次数: 1
Investigation of the Utility of Multivariate Meta-Analysis Methods in Estimating the Summary Dose Response Curve. 多元荟萃分析方法在估计总剂量反应曲线中的效用研究。
IF 1.5 Q3 Medicine Pub Date : 2022-12-01 DOI: 10.34172/jrhs.2022.96
Melepurakkal Sadanandan Deepthy, Kalesh Mappilakudy Karun, Kotten Thazhath Harichandrakumar, Narayanapillai Sreekumaran Nair

Background: Traditional meta-analyses often assess the effectiveness of different doses of the same intervention separately or examine the overall differences between intervention and placebo groups. The present study aimed to model the effect sizes obtained from different doses in multiple studies using a two-stage dose-response meta-analytic approach while taking dose variations into account.

Methods: Different dose-response meta-analysis models using linear, quadratic, and restricted cubic spline (RCS) functions were fitted. A two-stage approach utilizing multivariate meta-analysis was performed and the obtained results were compared with those of the univariate meta-analysis. A random effect dose-response meta-analysis was performed using data from an existing systematic review on combination therapy with zonisamide and anti-Parkinson drugs for Parkinson's disease. The effective or optimum dose for producing maximum response was also investigated. Moreover, a sensitivity analysis was performed by changing the knots of the RCS model.

Results: Dose-response meta-analysis was performed using data from four double-blinded randomized controlled trials with 724 and 309 patients with Parkinson's disease in dose and placebo arms, respectively. The quadratic model yielded the smallest Akaike information criterion (AIC), compared to the linear and RCS models, indicating it to be the best fit for the data.

Conclusion: Compared to the traditional approach, the two-stage approach could model the dose-dependent effect of zonisamide on the Unified Parkinson's Disease Rating Scale (UPRDS) part III score and predict the outcome for different doses through a single analysis.

背景:传统的荟萃分析通常单独评估同一干预措施的不同剂量的有效性,或检查干预组与安慰剂组之间的总体差异。本研究的目的是在考虑剂量变化的情况下,采用两阶段剂量-反应荟萃分析方法,对多个研究中不同剂量获得的效应量进行建模。方法:采用线性、二次和受限三次样条(RCS)函数拟合不同的剂量-反应元分析模型。采用多变量荟萃分析的两阶段方法,并将所得结果与单变量荟萃分析的结果进行比较。随机效应剂量反应荟萃分析使用现有的系统综述中关于佐尼沙胺和抗帕金森药物联合治疗帕金森病的数据。研究了产生最大反应的有效剂量或最佳剂量。此外,通过改变RCS模型的结点进行敏感性分析。结果:剂量-反应荟萃分析使用了4项双盲随机对照试验的数据,分别在剂量组和安慰剂组对724例和309例帕金森病患者进行了研究。与线性模型和RCS模型相比,二次模型得到的赤池信息准则(Akaike information criterion, AIC)最小,表明其最适合数据。结论:与传统方法相比,两阶段方法可以模拟唑尼沙胺对统一帕金森病评定量表(upds)第三部分评分的剂量依赖效应,并通过一次分析预测不同剂量的结局。
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引用次数: 0
Development of a Machine Learning-Based Screening Method for Thyroid Nodules Classification by Solving the Imbalance Challenge in Thyroid Nodules Data. 基于机器学习的甲状腺结节分类筛选方法——解决甲状腺结节数据不平衡挑战
IF 1.5 Q3 Medicine Pub Date : 2022-10-19 DOI: 10.34172/jrhs.2022.90
Sajad Khodabandelu, Naser Ghaemian, Soraya Khafri, Mehdi Ezoji, Sara Khaleghi

Background: This study aims to show the impact of imbalanced data and the typical evaluation methods in developing and misleading assessments of machine learning-based models for preoperative thyroid nodules screening.

Study design: A retrospective study.

Methods: The ultrasonography features for 431 thyroid nodules cases were extracted from medical records of 313 patients in Babol, Iran. Since thyroid nodules are commonly benign, the relevant data are usually unbalanced in classes. It can lead to the bias of learning models toward the majority class. To solve it, a hybrid resampling method called the Smote-was used to creating balance data. Following that, the support vector classification (SVC) algorithm was trained by balance and unbalanced datasets as Models 2 and 3, respectively, in Python language programming. Their performance was then compared with the logistic regression model as Model 1 that fitted traditionally.

Results: The prevalence of malignant nodules was obtained at 14% (n = 61). In addition, 87% of the patients in this study were women. However, there was no difference in the prevalence of malignancy for gender. Furthermore, the accuracy, area under the curve, and geometric mean values were estimated at 92.1%, 93.2%, and 76.8% for Model 1, 91.3%, 93%, and 77.6% for Model 2, and finally, 91%, 92.6% and 84.2% for Model 3, respectively. Similarly, the results identified Micro calcification, Taller than wide shape, as well as lack of ISO and hyperechogenicity features as the most effective malignant variables.

Conclusion: Paying attention to data challenges, such as data imbalances, and using proper criteria measures can improve the performance of machine learning models for preoperative thyroid nodules screening.

背景:本研究旨在展示数据不平衡和典型评估方法对基于机器学习的甲状腺结节术前筛查模型的开发和误导性评估的影响。研究设计:回顾性研究。方法:从伊朗巴博勒市313例甲状腺结节患者病历中提取431例甲状腺结节的声像图特征。由于甲状腺结节通常是良性的,所以分类的相关数据通常是不平衡的。这可能会导致学习模式偏向大多数班级。为了解决这个问题,使用了一种称为smote的混合重采样方法来创建平衡数据。然后,在Python语言编程中分别以平衡数据集和非平衡数据集作为模型2和模型3来训练支持向量分类(SVC)算法。然后将其性能与传统拟合的逻辑回归模型1进行比较。结果:恶性结节的患病率为14% (n = 61)。此外,本研究中87%的患者是女性。然而,在恶性肿瘤的患病率上没有性别差异。模型1的准确率、曲线下面积和几何平均值分别为92.1%、93.2%和76.8%,模型2的准确率分别为91.3%、93%和77.6%,模型3的准确率分别为91%、92.6%和84.2%。同样,结果确定了微钙化,高于宽的形状,以及缺乏ISO和高回声特征是最有效的恶性变量。结论:关注数据不平衡等数据挑战,并采用适当的标准措施,可以提高机器学习模型在术前甲状腺结节筛查中的性能。
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引用次数: 1
Comparison of the Effective Reproduction Number (Rt) Estimation Methods of COVID-19 Using Simulation Data Based on Available Data from Iran, USA, UK, India, and Brazil. 基于伊朗、美国、英国、印度和巴西的模拟数据的COVID-19有效复制数(Rt)估算方法比较
IF 1.5 Q3 Medicine Pub Date : 2022-10-19 DOI: 10.34172/jrhs.2022.94
Ali Karamoozian, Abbas Bahrampour

Background: Accurate determination of the effective reproduction number (Rt) is a very important strategy in the epidemiology of contagious diseases, including coronavirus disease 2019 (COVID-19). This study compares different methods of estimating the Rt of susceptible population to identify the most accurate method for estimating Rt.

Study design: A secondary study.

Methods: The value of Rt was estimated using attack rate (AR), exponential growth (EG), maximum likelihood (ML), time-dependent (TD), and sequential Bayesian (SB) methods, for Iran, the United States, the United Kingdom, India, and Brazil from June to October 2021. In order to accurately compare these methods, a simulation study was designed using forty scenarios.

Results: The lowest mean square error (MSE) was observed for TD and ML methods, with 15 and 12 cases, respectively. Therefore, considering the estimated values of Rt based on the TD method, it was found that Rt values in the United Kingdom (1.33; 95% CI: 1.14-1.52) and the United States (1.25; 95% CI: 1.12-1.38) substantially have been more than those in other countries, such as Iran (1.07; 95% CI: 0.95-1.19), India (0.99; 95% CI: 0.89-1.08), and Brazil (0.98; 95% CI: 0.84-1.14) from June to October 2021.

Conclusion: The important result of this study is that TD and ML methods lead to a more accurate estimation of Rt of population than other methods. Therefore, in order to monitor and determine the epidemic situation and have a more accurate prediction of the incidence rate, as well as control COVID-19 and similar diseases, the use of these two methods is suggested to more accurately estimate Rt.

背景:准确测定有效繁殖数(Rt)是包括2019冠状病毒病(COVID-19)在内的传染病流行病学研究中非常重要的策略。本研究比较了估计易感人群Rt的不同方法,以确定最准确的Rt估计方法。研究设计:二级研究。方法:使用攻击率(AR)、指数增长(EG)、最大似然(ML)、时间相关(TD)和顺序贝叶斯(SB)方法对伊朗、美国、英国、印度和巴西2021年6月至10月的Rt值进行估计。为了准确地比较这些方法,设计了一个包含40个场景的模拟研究。结果:TD法和ML法均方误差最小,分别为15例和12例。因此,考虑基于TD方法的Rt估计值,发现英国的Rt值为(1.33;95% CI: 1.14-1.52)和美国(1.25;95% CI: 1.12-1.38)大大高于其他国家,如伊朗(1.07;95% CI: 0.95-1.19),印度(0.99;95% CI: 0.89-1.08),巴西(0.98;95% CI: 0.84-1.14),从2021年6月到10月。结论:本研究的重要结果是,TD和ML方法比其他方法更准确地估计了人群的Rt。因此,为了监测和确定疫情,更准确地预测发病率,控制COVID-19及类似疾病,建议使用这两种方法更准确地估计Rt。
{"title":"Comparison of the Effective Reproduction Number (Rt) Estimation Methods of COVID-19 Using Simulation Data Based on Available Data from Iran, USA, UK, India, and Brazil.","authors":"Ali Karamoozian,&nbsp;Abbas Bahrampour","doi":"10.34172/jrhs.2022.94","DOIUrl":"https://doi.org/10.34172/jrhs.2022.94","url":null,"abstract":"<p><strong>Background: </strong>Accurate determination of the effective reproduction number (Rt) is a very important strategy in the epidemiology of contagious diseases, including coronavirus disease 2019 (COVID-19). This study compares different methods of estimating the Rt of susceptible population to identify the most accurate method for estimating Rt.</p><p><strong>Study design: </strong>A secondary study.</p><p><strong>Methods: </strong>The value of Rt was estimated using attack rate (AR), exponential growth (EG), maximum likelihood (ML), time-dependent (TD), and sequential Bayesian (SB) methods, for Iran, the United States, the United Kingdom, India, and Brazil from June to October 2021. In order to accurately compare these methods, a simulation study was designed using forty scenarios.</p><p><strong>Results: </strong>The lowest mean square error (MSE) was observed for TD and ML methods, with 15 and 12 cases, respectively. Therefore, considering the estimated values of Rt based on the TD method, it was found that Rt values in the United Kingdom (1.33; 95% CI: 1.14-1.52) and the United States (1.25; 95% CI: 1.12-1.38) substantially have been more than those in other countries, such as Iran (1.07; 95% CI: 0.95-1.19), India (0.99; 95% CI: 0.89-1.08), and Brazil (0.98; 95% CI: 0.84-1.14) from June to October 2021.</p><p><strong>Conclusion: </strong>The important result of this study is that TD and ML methods lead to a more accurate estimation of Rt of population than other methods. Therefore, in order to monitor and determine the epidemic situation and have a more accurate prediction of the incidence rate, as well as control COVID-19 and similar diseases, the use of these two methods is suggested to more accurately estimate Rt.</p>","PeriodicalId":17164,"journal":{"name":"Journal of research in health sciences","volume":null,"pages":null},"PeriodicalIF":1.5,"publicationDate":"2022-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10422149/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10366050","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 research in health sciences
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