propensity score weighting

倾向得分加权
  • 文章类型: Journal Article
    背景:关于素食与非酒精性脂肪性肝病(NAFLD)之间关系的研究有限,结果不一致。本研究旨在探索素食与NAFLD之间的关联,并比较美国代表性样本中素食者和非素食者之间的纤维化阶段。
    方法:来自23,130名年龄≥20岁的参与者的横截面数据来自国家健康和营养检查调查,2005-2018。根据两次24小时饮食回忆对素食状态进行分类。我们使用倾向评分加权方法检查了素食饮食与NAFLD风险之间的关系。
    结果:素食与肝脏脂肪变性指数(HSI)的降低显着相关,美国脂肪肝指数和非酒精性脂肪肝疾病纤维化评分平均差异为-2.70(95%置信区间[CI]:-3.69,-1.70),-3.03(95%CI:-7.15,-0.91)和-0.12(95%CI:-0.26,-0.01),分别。在模拟NAFLD的风险时,我们估计,通过HSI评估,素食者患NAFLD的可能性降低了53%(比值比[OR]:0.47;95%CI:0.34,0.65).在腰围较低(OR:0.20)的个体中,素食的效果要高于腰围较高的个体(OR:0.53,p交互作用${p}_{\\text{交互作用}}\\,$=0.004)。然而,在校正体重指数和糖尿病状态后,这种关联在很大程度上减弱.在素食饮食和晚期纤维化之间没有发现显着关联。
    结论:在美国成年人中,素食与较低的NAFLD患病率相关,在腰围较低的人群中,这种关联似乎更强。需要进一步的研究来复制我们的发现。
    BACKGROUND: Studies on the association between vegetarian diets and nonalcoholic fatty liver disease (NAFLD) are limited and have inconsistent results. This study aims to explore the association between vegetarian diets and NAFLD and compare the stage of fibrosis between vegetarians and nonvegetarians in a US representative sample.
    METHODS: Cross-sectional data from 23,130 participants aged ≥20 years were obtained from the National Health and Nutrition Examination Survey, 2005-2018. Vegetarian status was classified based on two 24-h dietary recalls. We examined the association between vegetarian diets and the risk of NAFLD using the propensity score weighting method.
    RESULTS: Vegetarian diets were significantly associated with decreases in hepatic steatosis index (HSI), US fatty liver index and nonalcoholic fatty liver disease fibrosis score with mean differences of -2.70 (95% confidence interval [CI]: -3.69, -1.70), -3.03 (95% CI: -7.15, -0.91) and -0.12 (95% CI: -0.26, -0.01), respectively. While modelling the risk of NAFLD, we estimated that vegetarians were 53% less likely to have NAFLD assessed by HSI (odds ratios [OR]: 0.47; 95% CI: 0.34, 0.65). The effect of vegetarian diets was higher among individuals with lower waist circumferences (OR: 0.20) than among those with higher waist circumferences (OR: 0.53, p interaction ${p}_{\\text{interaction}}\\,$ = 0.004). However, the association was largely attenuated after adjusting for body mass index and diabetes status. No significant association was identified between vegetarian diets and advanced fibrosis.
    CONCLUSIONS: Vegetarian diets were associated with a lower prevalence of NAFLD among US adults, and the association appeared to be stronger in people with lower waist circumferences. Further studies are warranted to replicate our findings.
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  • 文章类型: Journal Article
    背景:直接口服抗凝药的安全性与华法林在拔牙患者中的应用尚不清楚。我们使用行政索赔数据比较了服用华法林的患者和服用直接口服抗凝药(DOAC)的患者的拔牙后出血发生率。
    方法:我们确定了在2015年至2020年期间接受恒牙拔牙的抗凝治疗门诊患者,并根据拔牙前六个月内的处方药物将他们分为华法林和DOAC组。我们使用重叠倾向评分加权方法来平衡组间的基线特征,并比较拔牙后7天内拔牙后出血的发生率。
    结果:在5253名符合条件的患者中,与华法林组(n=1557)相比,DOAC组(n=3696)的患者年龄更大,服用抗血小板的频率更低.在一次手术中,拔牙类型和拔牙数量的分布在两组之间没有差异。华法林和DOAC组拔牙后出血的未调整发生率分别为35(2.2%)和71(1.9%),分别。此外,重叠加权分析显示,DOAC组与华法林组相比,拔牙后出血的校正比值比为0.84(95%置信区间,0.54-1.31)。
    结论:服用DOAC的患者拔牙后出血的发生率与服用华法林的患者相当。研究结果表明,在拔牙后出血方面,DOAC患者和华法林患者拔牙时,牙医和医师应谨慎行事。
    Comparative safety of direct oral anticoagulants vs. warfarin in patients undergoing tooth extraction remains unclear. We compared the incidence of post-extraction bleeding between patients taking warfarin and those taking direct oral anticoagulants (DOACs) using administrative claims data.
    We identified outpatients on anticoagulant therapy who underwent permanent tooth extraction between 2015 and 2020 and categorized them into the warfarin and DOAC groups based on medication prescribed within six months prior to tooth extraction. We used the overlap propensity score weighting method to balance the baseline characteristics between the groups and compared the incidence of post-extraction bleeding within seven days after tooth extraction.
    Among 5253 eligible patients, those in the DOAC group (n = 3696) were older and less frequently prescribed antiplatelets than those in the warfarin group (n = 1557). The distribution of tooth extraction type and number of teeth extracted in a single procedure did not differ between the groups. The unadjusted incidences of post-extraction bleeding in the warfarin and DOAC groups were 35 (2.2 %) and 71 (1.9 %), respectively. Moreover, the overlap weighting analysis showed that the adjusted odds ratio of post-extraction bleeding in the DOAC group in comparison with that in the warfarin group was 0.84 (95 % confidence interval, 0.54-1.31).
    The incidence of post-extraction bleeding in patients taking DOACs was comparable to that in patients taking warfarin. The findings suggest that dentists and physicians should exercise the same degree of caution when extracting teeth in patients on DOACs and those on warfarin in terms of post-extraction bleeding.
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  • 文章类型: Journal Article
    未经证实:贫血是怀孕期间全球常见的疾病,给母亲带来一些健康风险。然而,对于贫血的严重程度和严重的产妇结局之间的关联知之甚少.这项研究旨在评估妊娠期贫血的严重程度与严重孕产妇结局风险之间的关系。
    UNASSIGNED:这项回顾性队列研究基于2017-2018年中国全国孕产妇近错过监测系统的数据,该系统包括中国南方的18家医院。入院分娩的孕妇根据妊娠期贫血的严重程度分为4组:无贫血,轻度贫血,中度贫血,和严重贫血组。严重的产妇结局是威胁生命的疾病的复合(即,器官功能障碍)由WHO标准定义,发生在入院后的任何时间,直到出院或死亡。使用改良的Poisson回归分析和倾向评分加权回归分析来估计妊娠期不同严重程度贫血妇女的严重孕产妇结局的相对风险(RR)和95%置信区间(CI)。
    UNASSIGNED:严重产妇结局的发生率为0.3%(417/138,556),率为0.1%(85/99,755),0.2%(30/18,502),1.2%(234/19,697)和11.3%(68/602)无贫血,轻度贫血,中度贫血和重度贫血组,分别。与无贫血相比,中度贫血组的重度产妇结局校正RR为4.19(95%CI,3.20~5.50),重度贫血组为22.12(95%CI,15.43~31.69);中度贫血组的加权RR为1.01(95%CI,1.01~1.01),重度贫血组为1.11(95%CI,1.07~1.14).
    UNASSIGNED:妊娠期中度至重度贫血与严重产妇结局风险增加独立相关。孕产妇保健提供者和孕妇本身应更加重视妊娠期贫血的预防和治疗,尤其是中度至重度贫血。
    UNASSIGNED: Anemia is a worldwide common condition during pregnancy, conferring a number of health risks to mothers. However, very little is known about the association between severity of anemia and severe maternal outcomes. This study aimed to assess the association between severity of anemia during pregnancy and the risk of severe maternal outcomes.
    UNASSIGNED: This retrospective cohort study was based on data from China\'s National Maternal Near Miss Surveillance System for the period 2017-2018, which included 18 hospitals in southern China. Pregnant women admitted for delivery were divided into 4 groups based on severity of anemia during pregnancy: no anemia, mild anemia, moderate anemia, and severe anemia groups. Severe maternal outcomes were a composite of life-threatening conditions (ie, organ dysfunction) as defined by the WHO criteria, occurring at any time after admission until discharge or death. Modified Poisson regression analyses and propensity score-weighted regression analyses were used to estimate the relative risks (RRs) and 95% confidence intervals (CIs) of severe maternal outcomes among women with anemia of varying severity during pregnancy.
    UNASSIGNED: The incidence of severe maternal outcomes was 0.3% (417/138,556) in total, and the rates were 0.1% (85/99,755), 0.2% (30/18,502), 1.2% (234/19,697) and 11.3% (68/602) in no anemia, mild anemia, moderate anemia and severe anemia group, respectively. Compared with no anemia, the adjusted RR for severe maternal outcomes was 4.19 (95% CI, 3.20-5.50) in moderate anemia group and 22.12 (95% CI, 15.43-31.69) in severe anemia group; the weighted RR was 1.01 (95% CI, 1.01-1.01) in moderate anemia group and 1.11 (95% CI, 1.07-1.14) in severe anemia group.
    UNASSIGNED: Moderate to severe anemia during pregnancy was independently associated with an increased risk of severe maternal outcomes. Maternal health care providers and pregnant women themselves should give more attention to the prevention and treatment of anemia during pregnancy, especially moderate to severe anemia.
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  • 文章类型: Journal Article
    目的:研究感觉障碍对老年人生活质量的影响,并评估身体功能作为感觉障碍对生活质量影响的中介作用。
    方法:横断面研究。
    方法:从2019年1月至2020年5月招募年龄≥65岁(N=600)的老年人。用纯音测听和Snellen视敏度测试测量听力和视觉功能,分别。生活质量(世界卫生组织生活质量量表简版)参与者使用访谈者管理的问卷报告身体功能(多维功能评估问卷)和社会人口统计学特征.倾向得分加权分析是基于广义倾向得分通过多因素logistic回归进行年龄,性别,教育,收入,和合并症。通过应用单向方差分析来测试生活质量的差异。进行了多重中介分析,以探索直接的,间接,以及感觉障碍通过身体功能对生活质量的总影响。
    结果:在倾向得分加权调整后,与没有感觉障碍的参与者相比,患有双重感觉障碍的参与者的生活质量最差,其次是视力障碍,然后是听力障碍。身体功能在统计学上显着介导了听力障碍的影响,视力障碍和双重感觉障碍对老年人生活质量的影响。
    结论:我们的研究结果表明,感觉障碍对老年人生活质量的负面影响是通过身体功能介导的。
    结论:人口老龄化和感觉障碍患病率的趋同带来了巨大的全球健康负担。这项研究表明,身体功能是老年人生活质量的中介。为感觉障碍的老年人设计适当的身体活动干预措施可以增强生理心理健康并改善生活质量。
    OBJECTIVE: To investigate the effect of sensory impairment on quality of life in older adults and to assess the role of physical function as a mediator of the effect of the sensory impairment on quality of life.
    METHODS: A cross-sectional study.
    METHODS: Older adults aged ≥65 years (N = 600) were recruited from January 2019 to May 2020. Hearing and visual function were measured with pure-tone audiometry and Snellen visual acuity tests, respectively. Quality of life (World Health Organization Quality of Life Scale Brief Version), physical function (Multidimensional Functional Assessment Questionnaire) and sociodemographic characteristics were reported by participants using interviewer-administered questionnaires. Propensity score weighting analysis was conducted based on generalized propensity scores via multinominal logistic regression for age, gender, education, income, and comorbidities. The difference in the quality of life was tested by applying a one-way analysis of variance. Multiple mediation analysis was conducted to explore the direct, indirect, and total effects of sensory impairment on quality of life through physical function.
    RESULTS: After propensity score weighting adjustment, when compared with participants with no sensory impairment, participants with dual sensory impairment had the worst quality of life, followed by visual impairment and then hearing impairment. Physical function statistically significantly mediated the effect of hearing impairment, visual impairment and dual sensory impairment on quality of life in older adults.
    CONCLUSIONS: Our findings demonstrated that the negative effect of the sensory impairment on quality of life in older adults was mediated through physical function.
    CONCLUSIONS: The convergence of an increasing ageing population and the prevalence of sensory impairment presents a significant global health burden. This study demonstrated that physical function was a mediator of quality of life in older adults. Designing appropriate physical activity interventions for older adults with sensory impairment could serve to enhance physio-psychological health and improve quality of life.
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  • 文章类型: Journal Article
    研究失业与健康之间的关系提出了许多方法论上的挑战。在目前的研究中,目的是根据衡量失业率的不同方式和统计模型的选择,评估估计的敏感性。
    使用了瑞典北部的队列,以及1995年和2007年的两次后续调查,以及有关失业的登记数据。自我报告的当前失业率,使用自我报告的累积失业率和基于登记的累积失业率来衡量失业率,并评估其对自我报告的健康状况的影响.用G计算进行分析,逻辑回归和三个估计器,用于逆概率加权倾向得分,11个潜在的混杂变量是分析的一部分.结果显示,失业者和就业者之间自我报告健康状况较差的比例存在绝对差异,除非单独使用逻辑回归。
    在最初的1083名学生中,我们的分析在定义为就业的488-693个人和定义为失业的61-214个人之间有所不同.在分析中,失业指标之间的偏差很大,当失业与自我报告和基于登记的失业模式相比时,效果差异至少为2.5%。统计方法的选择对效果估计的影响很小,并且在大多数情况下偏差低于1%。当根据分析模型中潜在混杂因素的选择比较模型时,当将模型与4个和11个潜在混杂因素进行比较时,偏差很少超过0.6%.当它不是统计模型的一部分时,我们的健康选择变量是唯一一个强烈影响估计的变量。
    当估计失业与健康之间的关系时,如何衡量失业是非常重要的。然而,统计模型的错误规范或分析方法的选择对于估计可能并不重要,除了在失业之前包含衡量健康状况的变量。我们的结果可以指导研究人员分析类似的研究问题。出版物中通常缺乏模型诊断,但它们对于验证分析仍然非常重要。
    Studying the relationship between unemployment and health raises many methodological challenges. In the current study, the aim was to evaluate the sensitivity of estimates based on different ways of measuring unemployment and the choice of statistical model.
    The Northern Swedish cohort was used, and two follow-up surveys thereof from 1995 and 2007, as well as register data about unemployment. Self-reported current unemployment, self-reported accumulated unemployment and register-based accumulated unemployment were used to measure unemployment and its effect on self-reported health was evaluated. Analyses were conducted with G-computation, logistic regression and three estimators for the inverse probability weighting propensity scores, and 11 potentially confounding variables were part of the analyses. Results were presented with absolute differences in the proportion with poor self-reported health between unemployed and employed individuals, except when logistic regression was used alone.
    Of the initial 1083 pupils in the cohort, our analyses vary between 488-693 individuals defined as employed and 61-214 individuals defined as unemployed. In the analyses, the deviation was large between the unemployment measures, with a difference of at least 2.5% in effect size when unemployed was compared with employed for the self-reported and register-based unemployment modes. The choice of statistical method only had a small influence on effect estimates and the deviation was in most cases lower than 1%. When models were compared based on the choice of potential confounders in the analytical model, the deviations were rarely above 0.6% when comparing models with 4 and 11 potential confounders. Our variable for health selection was the only one that strongly affected estimates when it was not part of the statistical model.
    How unemployment is measured is highly important when the relationship between unemployment and health is estimated. However, misspecifications of the statistical model or choice of analytical method might not matter much for estimates except for the inclusion of a variable measuring health status before becoming unemployed. Our results can guide researchers when analysing similar research questions. Model diagnostics is commonly lacking in publications, but they remain very important for validation of analyses.
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  • 文章类型: Journal Article
    目标:检查住房不稳定-包括驱逐,无家可归,和别人一起生活,由于成本原因而搬家,或频繁的搬家-与2007-09年大衰退后租房者的心理健康有关。
    方法:小组调查研究。
    方法:我们使用了密歇根州衰退与复苏研究(2009-10、2011和2013)的数据,具有人口代表性的工作年龄成年人样本,和倾向评分权重的逻辑回归,以检查一年半以上住房不稳定与随访时焦虑发作或抑郁症状之间的关系。
    结果:住房不稳定的受访者最近有焦虑发作的可能性要高出14个百分点,那些因成本原因搬家的人的可能性要高出16个百分点。经历过驱逐的受访者在随访时更有可能符合严重或轻微抑郁的标准,13个百分点。
    结论:这些发现支持了住房不稳定与心理健康之间关联的先前证据,对潜在的混杂因素很强大,包括金融和生活冲击,住房质量,和邻里贫困集中。
    OBJECTIVE: To examine whether housing instability-inclusive of eviction, homelessness, moving in with others, moving for cost reasons, or frequent moves-is associated with mental health among renters in the aftermath of the Great Recession of 2007-09.
    METHODS: A panel survey study.
    METHODS: We used data from the Michigan Recession and Recovery Study (2009-10, 2011 and 2013), a population-representative sample of working-aged adults, and logistic regression with propensity score weights to examine the association between housing instability over a year and a half and anxiety attack or depression symptoms at follow-up.
    RESULTS: Respondents with any housing instability were 14 percentage points more likely to have had a recent anxiety attack, and those who had moved for cost reasons were 16 percentage points more likely. Respondents who experienced eviction were significantly more likely to meet criteria for major or minor depression at follow-up, by 13 percentage points.
    CONCLUSIONS: Prior evidence of an association between housing instability and mental health is supported by these findings, which are robust to potential confounders, including financial and life shocks, housing quality, and neighborhood poverty concentration.
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  • 文章类型: Journal Article
    医疗保险和医疗补助服务中心严重败血症和败血症休克管理捆绑(SEP-1)评估抗生素管理,乳酸测量,严重脓毒症发病3小时内血培养采集。SEP-13小时束在严重脓毒症患者中的影响尚未广泛描述。本研究旨在描述3小时集束化依从性对严重脓毒症患者28天住院死亡率的影响。
    这是一个回顾,倾向调整,巢式病例对照研究评估严重脓毒症患者3小时脓毒症集束化依从性的影响.
    这项研究是在很大程度上进行的,学术,底特律三级医疗中心,密歇根州从2017年7月1日到2019年12月31日。
    病例定义为28天住院死亡率。对照定义为在28天存活或出院的那些。根据3小时集束化依从性或不依从性将患者分开。评估嵌套和总体队列。手动验证严重脓毒症时间零点。休克患者,在时间零点的8小时内需要血管升压药,或不符合SEP-1纳入标准的患者被排除.
    主要结果是3小时集束化依从性患者与不依从性患者中28天住院死亡率的倾向调整几率。次要结果包括个体束元素依从性的死亡率,进展为感染性休克,和根据逻辑回归的死亡率预测因素。
    共纳入了325例依从性和325例非依从性患者。每组的中位序贯器官衰竭评估(SOFA)评分为3分。在3小时集束疗法(比值比[OR]1.039;95%CI:0.721-1.497;p=0.838)或个别集束疗法中,依从者与不依从者的倾向调整死亡率差异无统计学意义。SOFA评分和女性性别是死亡率的预测因素。
    严重脓毒症患者3小时集束化依从性不影响28天住院死亡率。需要进一步的研究来了解3小时集束化依从性对严重脓毒症死亡率的影响。
    The Centers for Medicare and Medicaid Services Severe Sepsis and Septic Shock Management Bundle (SEP-1) assesses antibiotic administration, lactate measurement, and blood culture collection within 3 h of severe sepsis onset. The impact of the SEP-1 3-hour bundle among patients with severe sepsis is not extensively described. This investigation aimed to describe the impact of 3-hour bundle compliance on 28-day in-hospital mortality in patients with severe sepsis.
    This was a retrospective, propensity adjusted, nested case-control study assessing the impact of compliance with a 3-hour sepsis bundle among patients with severe sepsis.
    This study was conducted at a large, academic, tertiary care medical center in Detroit, Michigan from July 1, 2017 to December 31, 2019.
    Cases were defined as those suffering 28-day in-hospital mortality. Controls were defined as those surviving at or discharged by 28 days. Patients were separated based on 3-hour bundle compliance or noncompliance. Nested and overall cohorts were assessed. Severe sepsis time zero was manually validated. Patients with shock, requiring vasopressors within 8 h of time zero, or those not meeting SEP-1 inclusion criteria were excluded.
    The primary outcome was the propensity adjusted odds of 28-day in-hospital mortality among 3-hour bundle compliant versus noncompliant patients. Secondary outcomes included mortality for individual bundle element compliance, progression to septic shock, and predictors of mortality according to logistic regression.
    A total of 325 compliant and 325 noncompliant patients were included. The median Sequential Organ Failure Assessment (SOFA) score was three in each group. There was no difference in propensity adjusted odds of mortality among those compliant versus noncompliant with the 3-hour bundle (odds-ratio [OR] 1.039; 95% CI: 0.721-1.497; p = 0.838) or with individual bundle elements. SOFA score and female sex were predictors of mortality.
    Three-hour bundle compliance did not impact 28-day in-hospital mortality in patients with severe sepsis. Further research is needed to understand the impact of 3-hour bundle compliance on mortality in severe sepsis.
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  • 文章类型: Journal Article
    Ensuring access to pre-kindergarten (Pre-K) education remains a pressing policy issue in the United States. Prior research has shown the positive effects that Pre-K has on children\'s cognitive development. However, studies on its effects on children\'s health outcomes are scarce. This study aimed to investigate the effects of the Pre-K program on pediatric asthma. Children\'s individual data from existing research conducted in North Carolina were linked with state Medicaid claims data from 2011-2017. There were 51,408 observations (person-month unit) of 279 children enrolled in Pre-K and 333 unenrolled children. Asthma was identified using the ICD 9/10 codes. A difference-in-differences model was adopted using a panel analysis with three time periods: before, during, and after Pre-K. The explanatory variables were interaction terms between Pre-K enrollment and (a) before vs. during period and (b) during vs. after period. The results indicated that children enrolled in Pre-K had a greater risk of asthma diagnosis during Pre-K (b = 0.0145, p = 0.058). Conversely, in the post-intervention period, the enrolled children had a lower of receiving an asthma diagnosis (b = -0.0216, p = 0.002). These findings indicate that Pre-K may increase the use of asthma-related health services in the short term and decrease the service use after participants leave the program.
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  • 文章类型: Journal Article
    本文描述了和谐工程,由国家酒精滥用和酒精中毒研究所(NIAAA)资助的虚拟临床试验(VCT),以协调和分析来自40多个独立心理学的数据,创伤后应激障碍和酒精和其他药物使用障碍(PTSD/AOD)的药物和/或联合药物治疗研究。该研究关注三个不同的分析挑战:(1)PTSD/AOD在研究中的测量差异,时间,人口和记者,(2)治疗效果大小的交叉研究差异和(3)非随机,治疗分类的跨研究差异(尽管治疗组的研究内随机化)。为了应对这些挑战,该研究结合了个体患者数据的荟萃分析(MIPD),综合数据分析(IDA)和倾向评分加权(PSW)整合这些临床试验的原始数据。该协议显示了该VCT分析框架如何用于(1)当测量在研究中有所不同时,开发PTSD和AOD严重程度的相称量表评分,(2)比较循证治疗模式对PTSD/AOD的疗效,(3)在治疗模型中,对AOD和PTSD的治疗效果的潜在介质进行测试,(4)探索个人和研究水平的主持人,以告知每个治疗模式对谁最有效。一般VCT方法的优点与单一随机对照试验和常规荟萃分析的局限性并列。
    This paper describes Project Harmony, a Virtual Clinical Trial (VCT) funded by the National Institute on Alcohol Abuse and Alcoholism (NIAAA) to harmonize and analyze data from over 40 independent psychological, pharmacologic and/or combined pharmacological treatment studies for posttraumatic stress disorder and comorbid alcohol and other drug use disorders (PTSD/AOD). The study attends to three distinct analysis challenges: (1) variation in measurement of PTSD/AOD across studies, time, populations and reporters, (2) cross-study variation in treatment effect sizes and (3) non-randomized, cross-study variation in the classification of treatments (despite within-study randomization of treatment arms). To address these challenges, the study combines meta-analysis of individual patient data (MIPD), integrative data analysis (IDA) and propensity score weighting (PSW) to integrate raw data from these clinical trials. This protocol shows how this VCT analytic framework was used to (1) develop commensurate scale scores of PTSD and AOD severity when measures vary across studies, (2) compare the efficacy of evidence-based treatment models for PTSD/AOD, (3) test for potential mediators of treatment effects on AOD and PTSD across treatment models, and (4) explore individual- and study-level moderators to inform for whom each of the treatment models works best. The advantages of the general VCT approach are juxtaposed against the limitations of single randomized controlled trials and conventional meta-analysis.
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  • 文章类型: Journal Article
    Propensity score methods are increasingly being used in the infectious diseases literature to estimate causal effects from observational data. However, there remains a general gap in understanding among clinicians on how to critically review observational studies that have incorporated these analytic techniques.
    Using a cohort of 4967 unique patients with Enterobacterales bloodstream infections, we sought to answer the question \"Does transitioning patients with gram-negative bloodstream infections from intravenous to oral therapy impact 30-day mortality?\" We conducted separate analyses using traditional multivariable logistic regression, propensity score matching, propensity score inverse probability of treatment weighting, and propensity score stratification using this clinical question as a case study to guide the reader through (1) the pros and cons of each approach, (2) the general steps of each approach, and (3) the interpretation of the results of each approach.
    2161 patients met eligibility criteria with 876 (41%) transitioned to oral therapy while 1285 (59%) remained on intravenous therapy. After repeating the analysis using the 4 aforementioned methods, we found that the odds ratios were broadly similar, ranging from 0.84-0.95. However, there were some relevant differences between the interpretations of the findings of each approach.
    Propensity score analysis is overall a more favorable approach than traditional regression analysis when estimating causal effects using observational data. However, as with all analytic methods using observational data, residual confounding will remain; only variables that are measured can be accounted for. Moreover, propensity score analysis does not compensate for poor study design or questionable data accuracy.
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