Nonlinear relationship

非线性关系
  • 文章类型: Journal Article
    背景:特定维生素的摄入增加与骨质疏松症患病率降低有关。然而,一般人群中膳食叶酸摄入量与骨质疏松风险之间的关系仍未完全了解.因此,我们的目的是在美国普通人群中确定膳食叶酸摄入量与骨质疏松症风险之间的关系.
    方法:在这项横断面研究中,收集了国家健康和营养检查调查(2017-2020)的数据.骨质疏松被认为是由骨矿物质密度比年轻成人参考组的平均值低2.5个标准偏差来指示的。通过24小时饮食回忆来测量饮食叶酸摄入量。使用多变量逻辑回归模型和有限三次样条模型。
    结果:该研究包括2297名参与者(平均年龄:63.69±0.35岁),其中49.92%是女性。在一般人群中,膳食叶酸摄入量增加与骨质疏松风险降低直接相关(趋势P=0.005).在年龄>60岁和女性亚组中,叶酸摄入量与骨质疏松风险呈负相关(P<0.001).剂量-反应曲线表明这种关联是非线性的(非线性的P=0.015)。
    结论:我们的横断面研究提供了关于一般美国饮食中叶酸摄入量与骨质疏松症风险之间的负相关的初步见解
    方法:需要进一步的研究来确认这些关联。
    BACKGROUND: Increased intake of specific vitamins has been linked to a decreased prevalence of osteoporosis. However, the association between dietary folate intake and the risk of osteoporosis in the general population remains incompletely understood. Therefore, we aimed to determine the association between dietary folate intake and the risk of osteoporosis in the general population of the USA.
    METHODS: In this cross-sectional study, data from the National Health and Nutrition Examination Survey (2017-2020) were collected. Osteoporosis was considered to be indicated by a bone mineral density greater than 2.5 standard deviations below the mean of the young adult reference group. Dietary folate intake was measured by a 24-hour dietary recall. Multivariate logistic regression models and restricted cubic spline models were used.
    RESULTS: The study included 2297 participants (mean age: 63.69 ± 0.35 years), 49.92% of whom were female. In the general population, increased dietary folate intake was directly associated with a decreased risk of osteoporosis (P for trend = 0.005). In the age > 60 years and female subgroups, folate intake was inversely associated with the risk of osteoporosis (P for trend < 0.001). The dose‒response curve suggested that this association was nonlinear (P for nonlinearity = 0.015).
    CONCLUSIONS: Our cross-sectional study provides initial insights into the inverse association between dietary folate intake and the risk of osteoporosis in the general U.S.
    METHODS: Further research is needed to confirm these associations.
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  • 文章类型: Journal Article
    目的:非高密度脂蛋白胆固醇(non-HDL-c)与高密度脂蛋白胆固醇(HDL-c)的比值(NHHR)是一种新的血脂综合指标。这项研究的目的是调查NHHR与美国成年人口中高尿酸血症(HUA)患病率之间的关系
    方法:这项横断面研究收集了国家健康和营养调查(NHANES)(2007-2018)的数据。HUA定义为男性血清尿酸(SUA)浓度≥7mg/dL,女性≥6mg/dL。应用多变量逻辑回归模型和限制性三次样条(RCS)方法来检查NHHR与发生HUA风险之间的关系。还进行了亚组分析和相互作用测试。
    结果:HUA的患病率随NHHR值的增加而增加(9.01%vs.13.38%与17.31%vs.25.79%,P<0.001)。NHHR与HUA发病风险独立相关(OR=1.10,95%CI:1.05~1.16,P<0.001)。此外,NHHR四分位数最高的个体发生HUA的风险显著高于NHHR四分位数最低的个体(OR=1.94,95%CI:1.62-2.33;P<0.001).这种关系在各个亚组中是一致的。根据RCS分析,NHHR与发生HUA的风险之间存在倒U型关系。
    结论:NHHR与发展HUA的风险增加密切相关。对NHHR的进一步研究可能对预防和治疗HUA有益。
    OBJECTIVE: The ratio of non-high-density lipoprotein cholesterol (non-HDL-c) to high-density lipoprotein cholesterol (HDL-c) (NHHR) is a novel comprehensive lipid index. The aim of this study was to investigate the relationship between the NHHR and the prevalence of hyperuricaemia (HUA) in the adult population of the U.S.
    METHODS: This cross-sectional study collected data from the National Health and Nutrition Examination Survey (NHANES) (2007-2018). HUA was defined as a serum uric acid (SUA) concentration ≥ 7 mg/dL in men and ≥ 6 mg/dL in women. Multivariate logistic regression models and the restricted cubic spline (RCS) method were applied to examine the relationship between the NHHR and the risk of developing HUA. Subgroup analyses and interaction tests were also performed.
    RESULTS: The prevalence of HUA increased with increasing NHHR values (9.01% vs. 13.38% vs. 17.31% vs. 25.79%, P < 0.001). The NHHR was independently correlated with the risk of developing HUA (OR = 1.10, 95% CI: 1.05-1.16; P < 0.001). Furthermore, the risk of developing HUA was significantly greater among individuals with the highest NHHR quartile than among those with the lowest NHHR quartile (OR = 1.94, 95% CI: 1.62-2.33; P < 0.001). This relationship was consistent across subgroups. According to the RCS analysis, an inverted U-shaped relationship existed between the NHHR and the risk of developing HUA.
    CONCLUSIONS: The NHHR was closely associated with an increased risk of developing HUA. Further studies on the NHHR could be beneficial for preventing and treating HUA.
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  • 文章类型: Journal Article
    补水是保持和改善湖泊水环境质量的重要措施。水质恶化和缺水的问题可以通过引入更高质量的水来缓解。然而,补水改善湖泊水质和营养状况的机制尚不清楚。本研究通过收集季节性水样并进行实验室分析,调查了2011年至2021年乌梁素海(WLSHL)的水补充情况。发现补水能够显着改善湖泊水质并减轻富营养化。值得注意的是,单一的长期补水措施在改善水质和营养状况方面存在局限性。整个过程根据水质和营养状况分为三个阶段,即缓冲期,衰退期,和稳定期。在缓冲期间,由于补充水量少,黄河优质水的比例低,水质和营养状况仅略有改善。在衰退期,随着水补充的增加,黄河优质水的比例逐渐增加,导致最显著和稳定的改善程度。在稳定期,水补充量的增加对改善水质和营养状况影响不大,这归因于内部污染物(湖水-沉积物)之间的平衡,以及内外污染物之间的平衡(湖水灌溉回流+黄河水)。在水质稳定的前提下,以富营养化控制为管理目标,最佳补水量约为10.58×108立方米。解决水生环境问题的进一步必要措施包括结合疏沙,优化补水路线,并实施补水质量管理。
    Water replenishment is an important measure for maintaining and improving the aquatic environmental quality of lakes. The problems of water quality deterioration and water shortage can be alleviated by introducing water of higher quality. However, the mechanism of water replenishment in the improvement of the water quality and trophic status of lakes remains unclear. This study investigated water replenishment in Wuliangsuhai Lake (WLSHL) from 2011 to 2021 by collecting seasonal water samples and conducting laboratory analyses. Water replenishment was found to be capable of significantly improving lake water quality and alleviating eutrophication. It is worth noting that single long-term water replenishment measures have limitations in improving the water quality and trophic status. The whole process was divided into three stages according to the water quality and trophic status, namely the buffer period, decline period, and stable period. During the buffer period, the water quality and trophic status showed only slight improvement because of the small amount of water replenishment and the low proportion of higher-quality water from the Yellow River. In the decline period, with increasing water replenishment, the proportion of higher-quality water from the Yellow River gradually increased, leading to the most significant and stable degree of improvement. In the stable period, increases in the amount of water replenishment had little effect on improving the water quality and trophic status, which is attributable to the balance between internal pollutants (lake water-sediment), and the balance between internal-external pollutants (lake water-irrigation return flow + Yellow River water). On the premise of stable water quality, with eutrophication control as the management goal, the optimal water replenishment would be approximately 10.58 ×108 m3. Further necessary measures for solving aquatic environmental problems include the combination of sediment dredging, optimization of the water replenishment route, and implementation of quality management in water replenishment.
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  • 文章类型: Journal Article
    背景:关于血小板计数与急性呼吸衰竭(ARF)患者30天住院死亡率之间的联系的证据有限。因此,本研究旨在调查ICU急性呼吸衰竭患者之间的这种关联.
    方法:我们在多个中心进行了回顾性队列研究,利用美国eICU-CRDv2.0数据库的数据,涵盖2014年至2015年ICU中22,262例ARF患者。我们的目的是使用二元逻辑回归研究血小板计数与30天住院死亡率之间的相关性。亚组分析,和平滑的曲线拟合。
    结果:30天住院死亡率为19.73%(22,262人中有4393人),血小板计数中位数为213×109/L在调整协变量后,我们的分析显示,血小板计数与30日住院死亡率呈负相关(OR=0.99,95%CI0.99,0.99).亚组分析支持这些发现的稳健性。此外,血小板计数与30天住院死亡率之间存在非线性关系,拐点为120×109/L。在拐点以下,效应大小(OR)为0.89(0.87,0.91),表明了一个重要的关联。然而,超越这一点,这种关系没有统计学意义.
    结论:本研究明确了血小板计数与ICUARF患者30天住院死亡率之间的负相关性。此外,我们已经确定了与饱和效应的非线性关系,表明在ICU急性呼吸衰竭患者中,最低的30天住院死亡率发生在基线血小板计数约为120×109/L时。
    BACKGROUND: Limited evidence exists regarding the link between platelet count and 30-day in-hospital mortality in acute respiratory failure (ARF) patients. Thus, this study aims to investigate this association among ICU patients experiencing acute respiratory failure.
    METHODS: We conducted a retrospective cohort study across multiple centers, utilizing data from the US eICU-CRD v2.0 database covering 22,262 patients with ARF in the ICU from 2014 to 2015. Our aim was to investigate the correlation between platelet count and 30-day in-hospital mortality using binary logistic regression, subgroup analyses, and smooth curve fitting.
    RESULTS: The 30-day in-hospital mortality rate was 19.73% (4393 out of 22,262), with a median platelet count of 213 × 109/L. After adjusting for covariates, our analysis revealed an inverse association between platelet count and 30-day in-hospital mortality (OR = 0.99, 95% CI 0.99, 0.99). Subgroup analyses supported the robustness of these findings. Furthermore, a nonlinear relationship was identified between platelet count and 30-day in-hospital mortality, with the inflection point at 120 × 109/L. Below the inflection point, the effect size (OR) was 0.89 (0.87, 0.91), indicating a significant association. However, beyond this point, the relationship was not statistically significant.
    CONCLUSIONS: This study establishes a clear negative association between platelet count and 30-day in-hospital mortality among ICU patients with ARF. Furthermore, we have identified a nonlinear relationship with saturation effects, indicating that among ICU patients with acute respiratory failure, the lowest 30-day in-hospital mortality rate occurs when the baseline platelet count is approximately 120 × 109/L.
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  • 文章类型: Journal Article
    目标:纤维蛋白原,在初级止血中是必不可少的,血小板聚集,和白细胞-内皮细胞相互作用,也与急性缺血性卒中(AIS)的风险增加有关。然而,其对AIS患者结局的影响尚不清楚.这项研究检查了纤维蛋白原水平与AIS后三个月不良结局风险之间的相关性。
    方法:这是一项在韩国进行的前瞻性队列研究的二次分析。样本包括2010年1月至2016年12月在韩国医院接受治疗的1851名AIS患者。建立统计模型以了解纤维蛋白原水平(mg/dL)与不良结局(mRs≥3)之间的关系。包括逻辑回归模型,广义加性模型(GAM),和平滑曲线拟合(惩罚样条)。对数似然比检验已用于评估最佳拟合。为了确保结果的鲁棒性,在排除TG>200mg/dl和BMI>25kg/m2的参与者后,通过重新分析两者的关系进行敏感性分析.还进行了亚组分析,以评估影响因素是否改变了纤维蛋白原水平与不良结局之间的关联。
    结果:在调整包括年龄在内的多个协变量后,BMI,性别,LDL-c,TG,HGB,HDL-c,BUN,FPG,ALB,PLT,AF,高血压,吸烟,DM,mRs在入学时得分,二元logistic回归模型显示,纤维蛋白原水平与AIS患者不良结局风险之间存在显著正相关(OR=1.215,95%CI:1.032~1.429,p=0.019).敏感性分析支持这些发现,在TG<200mg/dL(OR=1.221,95%CI:1.036-1.440)和BMI<25kg/m2(OR=1.259,95%CI:1.051-1.509)的患者亚群中观察到相似的OR。此外,纤维蛋白原水平和结局之间的关系是非线性的,临界阈值为2.74g/L。在拐点以下,不利结果的OR为0.666((95%CI:0.360,1.233,p=0.196),而在它之上,OR增加至1.374(95%CI:1.138,1.659)。
    结论:本研究提供了AIS患者纤维蛋白原水平与3个月不良功能结局之间呈正相关和非线性相关的证据。当纤维蛋白原水平超过2.74g/L时,观察到不良结局的风险与显著正相关.本研究为优化急性缺血性脑卒中患者的康复锻炼和促进临床咨询提供了进一步的参考。
    OBJECTIVE: Fibrinogen, essential in primary hemostasis, platelet aggregation, and leukocyte-endothelial interactions, is also associated with a heightened risk of acute ischemic stroke (AIS). However, its influence on AIS patient outcomes is unclear. This study examines the correlation between fibrinogen levels and the risk of unfavorable outcomes three months post-AIS.
    METHODS: This is a secondary analysis of a prospective cohort study conducted in Korea. The sample consisted of 1851 AIS patients who received treatment at a Korean hospital between January 2010 and December 2016. Statistical models were established to understand the relationship between fibrinogen levels(mg/dL) and unfavorable outcomes(mRs ≥ 3), including logistic regression models, Generalized Additive Models (GAM), and smooth curve fitting (penalized splines). The log-likelihood ratio test has been utilized to evaluate the best fit. To ensure the robustness of the results, sensitivity analyses were conducted by reanalyzing the relationship after excluding participants with TG > 200 mg/dl and BMI > 25 kg/m2. Subgroup analyses were also performed to assess whether influencing factors modify the association between fibrinogen levels and unfavorable outcomes.
    RESULTS: After adjusting for multiple covariates including age, BMI, sex, LDL-c, TG, HGB, HDL-c, BUN, FPG, ALB, PLT, AF, hypertension, smoking, DM, mRs score at admission, the binary logistic regression model demonstrated revealed a significant positive association between fibrinogen levels and the risk of unfavorable outcomes in AIS patients (OR = 1.215, 95% CI: 1.032-1.429, p = 0.019). Sensitivity analyses supported these findings, with similar ORs observed in subsets of patients with TG < 200 mg/dL (OR = 1.221, 95% CI: 1.036-1.440) and BMI < 25 kg/m2 (OR = 1.259, 95% CI: 1.051-1.509). Additionally, the relationship between fibrinogen levels and outcomes was nonlinear, with a critical threshold of 2.74 g/L. Below the inflection point, the OR for unfavorable outcomes was 0.666 ((95% CI: 0.360, 1.233, p = 0.196), whereas above it, the OR increased to 1.374 (95% CI: 1.138, 1.659).
    CONCLUSIONS: This study has provided evidence of a positive and nonlinear correlation between fibrinogen levels and 3-month poor functional outcomes in patients with AIS. When fibrinogen levels exceeded 2.74 g/L, a significant and positive association was observed with the risk of poor outcomes. This study provides a further reference for optimizing rehabilitation exercises and facilitating clinical counseling in patients with acute ischemic stroke.
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  • 文章类型: Journal Article
    在ICU卒中患者中,血小板计数与30天住院死亡率之间关系的证据仍然很少。因此,本研究的目的是探讨ICU卒中患者血小板计数与30天住院死亡率之间的关系.
    我们使用2014年至2015年美国eICU-CRDv2.0数据库中的8,029名ICU卒中患者的数据进行了一项多中心回顾性队列研究。利用二元逻辑回归,平滑曲线拟合,和亚组分析,我们检查了血小板计数与30日住院死亡率之间的联系.
    30天住院死亡率为14.02%,平均血小板计数223×109/L调整协变量,我们的研究结果显示,血小板计数与30天住院死亡率呈负相关(OR=0.975,95%CI:0.966,0.984).亚组分析支持这些结果的稳健性。此外,观察到血小板计数与30天住院死亡率之间存在非线性关系,拐点在163×109/L。在拐点的左侧,效应大小(OR)为0.92(0.89,0.95),而在右边,这种关系没有统计学意义.
    本研究建立了ICU卒中患者血小板计数与30天住院死亡率之间的独立负相关性。此外,确定了与饱和效应的非线性关系,提示维持血小板计数约163×109/L可降低这些患者30天住院死亡率.
    UNASSIGNED: Evidence of the relationship between platelet count and 30-day in-hospital mortality in ICU stroke patients is still scarce. Therefore, the purpose of this study was to explore the relationship between platelet count and 30-day in-hospital mortality among ICU stroke patients.
    UNASSIGNED: We conducted a multicenter retrospective cohort study using data from 8,029 ICU stroke patients in the US eICU-CRD v2.0 database from 2014 to 2015. Utilizing binary logistic regression, smooth curve fitting, and subgroup analyses, we examined the link between platelet count and 30-day in-hospital mortality.
    UNASSIGNED: The 30-day in-hospital mortality prevalence was 14.02%, and the mean platelet count of 223 × 109/L. Adjusting for covariates, our findings revealed an inverse association between platelet count and 30-day in-hospital mortality (OR = 0.975, 95% CI: 0.966, 0.984). Subgroup analyses supported the robustness of these results. Moreover, a nonlinear relationship was observed between platelet count and 30-day in-hospital mortality, with the inflection point at 163 × 109/L. On the left side of the inflection point, the effect size (OR) was 0.92 (0.89, 0.95), while on the right side, the relationship was not statistically significant.
    UNASSIGNED: This study establishes an independent negative association between platelet count and 30-day in-hospital mortality in ICU stroke patients. Furthermore, a nonlinear relationship with a saturation effect was identified, suggesting that maintaining the platelet count around 163 × 109/L can reduce 30-day in-hospital mortality in these patients.
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  • 文章类型: Journal Article
    数字经济(DIE)以数字化为核心的新经济形态,成为推动区域经济发展的重要动力。在COVID-19大流行的背景下,探索DIE对碳排放效率(CEE)的影响路径,有利于充分发挥DIE的“减碳增效”作用,促进实现碳峰和碳中和的“双碳”目标。在本文中,以黄河流域(YRB)和长江经济带(YREB)为研究区域,面板Tobit模型用于探索DIE对CEE的影响,并构建了中介效应模型和门槛效应模型来检验技术创新的中介效应和门槛效应,分别。结果表明,在YRB和YREB中,DIE对CEE都具有U型非线性影响,并且这种影响具有区域异质性。技术创新可以在DIE和CEE之间发挥中介作用,而在YRB中的中介作用强于YREB。技术创新对模具有门槛效应,以提高CEE,而YREB中的阈值高于YRB中的阈值。此外,提出了引导区域低碳可持续发展的建议。
    The digital economy (DIE), a new economic form with digitalization at its core, has become an important driving force for promoting regional economy development. In the context of the COVID-19 pandemic, exploring the impact path of the DIE on carbon emission efficiency (CEE) is conducive to giving full play to the \"carbon-reduction-and-efficiency-enhancement\" role of the DIE, and to promoting the realization the \"dual carbon\" goal of carbon peak and carbon neutrality. In this paper, the Yellow River Basin (YRB) and the Yangtze River Economic Belt (YREB) are taken as study areas, the panel Tobit model is used to explore the impact of the DIE on CEE, and the intermediary-effect model and threshold-effect model are constructed to test the intermediary and threshold effects of technological innovation, respectively. The results show that the DIE has a U-shaped nonlinear impact on CEE in both the YRB and the YREB and that the impact has regional heterogeneity. Technological innovation can play a mediating effect between the DIE and CEE, whereas the mediating effect in the YRB is stronger than that in the YREB. Technological innovation has a threshold effect on the DIE to improve CEE, while the threshold value in the YREB is higher than that in the YRB. Furthermore, this paper proposes some suggestions to guide regional low-carbon and sustainable development.
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  • 文章类型: Journal Article
    血清尿酸(UA)水平在中风患者中的作用仍存在争议。我们的目的是研究UA水平对脑出血(ICH)患者临床预后的影响。
    在回顾性队列研究中,我们分析了来自250例脑出血患者(85例女性和165例男性)的数据,以研究预后良好和预后不良患者的UA水平差异.此外,我们分析了UA水平对ICH患者短期预后风险的影响.
    预后良好的患者的UA水平(348.71±84.97μmol/L)明显低于预后不良的患者(393.06±148.46μmol/L)。此外,多因素logistic回归模型表明,高UA水平可能是ICH患者预后较差的危险因素(比值比[95%置信区间],1.006[1.0012,1.0108];P=0.015)。此外,UA的阈值效应值为363.9μmol/L,其水平与ICH患者短期预后结局的发生率呈非线性关系。
    我们的发现表明,较高的UA水平会增加ICH患者临床预后不良的风险,而高UA水平对ICH患者的临床预后没有影响。这些发现为ICH的治疗和预防提供了新的视角。
    UNASSIGNED: The role of serum uric acid (UA) level in patients suffering from stroke remains controversial. Our aim was to investigate the effect of UA level on clinical outcomes in patients with intracerebral hemorrhage (ICH).
    UNASSIGNED: In the retrospective cohort study, we analyzed data from 250 patients with intracerebral hemorrhage (85 women and 165 men) to investigate the difference in UA levels between patients with a good prognosis and those with a poor prognosis. Additionally, we analyzed the impact of UA levels on the risk of short-time prognosis of ICH patients.
    UNASSIGNED: Patients with a good prognosis presented with significantly lower levels of UA (348.71 ± 84.97 μmol/L) than those with poor prognosis (393.06 ± 148.46 μmol/L). Furthermore, multivariate logistic regression model demonstrated that a high UA level was a likely risk factor for worse prognosis among patients suffering in ICH (odds ratio [95% confidence interval], 1.006 [1.0012, 1.0108]; P = 0.015). Additionally, UA has a threshold effect value of 363.9 μmol/L and was presented in levels that were in a nonlinear relationship with incidence rate of short-time prognosis outcome of ICH patients.
    UNASSIGNED: Our findings indicate that higher UA levels can increase the risk of poor clinical prognosis in patients with ICH and high UA levels are not conductive to the clinical prognosis of patients with ICH. These findings provide a new perspective on the treatment and prevention of ICH.
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  • 文章类型: Journal Article
    鉴于数字化与能源革命的融合,数字化可以融入能源行业,发展节能技术,提高资源配置效率。基于2013-2019年中国省级面板数据,基于超EBM-DEA模型测算绿色能源效率水平,非线性关系,以及数字化和绿色能源效率之间的潜在机制。研究结果表明:(1)总体而言,在样本期间,中国的数字化和绿色能源效率都形成了稳步上升的轨迹。数字化呈现出从东部地区向中西部地区延伸和扩散的空间特征。绿色能源效率具有明显的区域异质性。(2)数字化进程对绿色能源效率具有显著的驱动作用。亚维分析表明,这种驱动效应主要来自数字发展和数字交易。(3)数字化对绿色能源效率的影响呈现经济集聚的阈值效应(阈值为0.0257,边际增加,正向驱动趋势)和人口集聚(阈值为4.2750,略有下降,积极的驱动趋势)。(4)将绿色能源效率的变化分解为规模效率和纯技术效率,这项研究表明,数字化带来的纯粹技术效率提升是绿色能源效率提高的主要驱动因素。最后,提出了一些具体的政策建议。
    In light of the integration of digitalization and the energy revolution, digitalization can be integrated into the energy industry to develop energy-saving technologies and improve resource allocation efficiency. On the basis of 2013-2019 Chinese provincial panel data, this paper measures the level of green energy efficiency based on the super-EBM-DEA model and analyzes the linear relationship, nonlinear relationship, and potential mechanism between digitalization and green energy efficiency. The findings indicate that (1) overall, both China\'s digitalization and green energy efficiency formed a steady upward trajectory during the sample period. Digitalization showed a spatial characteristic of extending and spreading from the eastern region to the central and western regions. Green energy efficiency was characterized by obvious regional heterogeneity. (2) Progress in digitalization has a significant driving effect on green energy efficiency. Subdimensional analysis shows that this driving effect mainly comes from digital development and digital transactions. (3) The impact of digitalization on green energy efficiency presents a threshold effect of economic agglomeration (with a threshold of 0.0257 and a marginally increasing, positive driving trend) and population agglomeration (with a threshold of 4.2750 and a marginally decreasing, positive driving trend). (4) Decomposing changes in green energy efficiency into scale efficiency and pure technical efficiency, this study shows that pure technical efficiency gains due to digitalization are the main driver of green energy efficiency improvements. Finally, some specific policy recommendations are proposed.
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  • 文章类型: Journal Article
    目的:关于估计的肾小球滤过率(eGFR)与空腹血糖受损(IFG)逆转为正常血糖之间的相关性的现有证据仍然有限。因此,我们的研究目的是研究eGFR与IFG患者血糖恢复正常之间的关系.
    方法:这项回顾性队列研究连续收集了2010年1月至2016年中国RichHealthcareGroup的24,541名非选择性IFG参与者的数据。我们旨在使用Cox比例风险回归模型研究基线eGFR与血糖恢复正常之间的关联。通过利用以三次样条平滑为特征的Cox比例风险回归模型,我们能够确定eGFR与血糖恢复正常之间的非线性相关性.此外,进行了各种敏感性和亚组分析,采用竞争风险多变量Cox回归检验糖尿病进展作为正常血糖事件逆转的竞争风险.
    结果:在我们的研究中,由24,541名参与者组成,平均年龄为49.25±13.77岁,66.28%是男性。基线eGFR平均值为104.16±15.78ml/min/1.73m2。在2.89年的中位随访期内,我们观察到血糖恢复正常率为45.50%。在控制协变量时,我们的研究结果表明,eGFR与血糖恢复正常的概率呈正相关(HR=1.008,95%CI1.006~1.009).此外,eGFR与从IFG转变为血糖正常的可能性之间存在非线性关联.发现eGFR的拐点为每1.73m2111.962ml/min,点左侧的HR为1.003(95%CI1.001,1.005),右侧为1.019(95%CI1.015,1.022)。我们的稳健结果得到了竞争风险多变量Cox回归和敏感性分析的支持。
    结论:我们的研究结果表明,在中国IFG患者中,eGFR与血糖恢复正常之间存在良好的非线性相关性。具体来说,这些患者早期肾功能下降可能会大大降低血糖正常的可能性.
    OBJECTIVE: The present body of evidence regarding the correlation between the estimated glomerular filtration rate (eGFR) and the reversal of impaired fasting glucose (IFG) to normoglycemia remains constrained. Consequently, the objective of our study is to examine the relationship between eGFR and the restoration of normoglycemia in individuals with IFG.
    METHODS: This retrospective cohort study consecutively collected data from 24,541 non-selective participants with IFG at Rich Healthcare Group in China from January 2010 to 2016. We aimed to investigate the association between baseline eGFR and reversion to normoglycemia using the Cox proportional-hazards regression model. Through the utilization of a Cox proportional hazards regression model featuring cubical spline smoothing, we were able to ascertain the non-linear correlation between eGFR and the return to normoglycemia. Furthermore, various sensitivity and subgroup analyses were carried out, and a competing risk multivariate Cox regression was employed to examine the progression to diabetes as a competing risk for the reversal of normoglycemic events.
    RESULTS: In our study, comprising 24,541 participants, the average age was 49.25 ± 13.77 years, with 66.28% being male. The baseline eGFR mean was 104.16 ± 15.78 ml/min per 1.73 m2. During a median follow-up period of 2.89 years, we observed a reversion rate to normoglycemia of 45.50%. Upon controlling for covariates, our findings indicated a positive correlation between eGFR and the probability of returning to normoglycemia (HR = 1.008, 95% CI 1.006-1.009). In addition, a non-linear association was observed between eGFR and the likelihood of transitioning from IFG to normoglycemia. The inflection point of eGFR was found to be 111.962 ml/min per 1.73 m2, with HRs of 1.003 (95% CI 1.001, 1.005) on the left side of the point and 1.019 (95% CI 1.015, 1.022) on the right side. Our robust results were supported by competing risks multivariate Cox\'s regression and sensitivity analysis.
    CONCLUSIONS: The findings of our investigation indicate a favorable and non-linear correlation between eGFR and the restoration of normoglycemia in Chinese individuals with IFG. Specifically, a reduction in renal function at an early stage in these patients may considerably diminish the likelihood of attaining normoglycemia.
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