Decomposition

分解
  • 文章类型: Journal Article
    Measurements of net primary productivity (NPP) and litter decomposition from tropical peatlands are severely lacking, limiting our ability to parameterise and validate models of tropical peatland development and thereby make robust predictions of how these systems will respond to future environmental and climatic change. Here, we present total NPP (i.e., above- and below-ground) and decomposition data from two floristically and structurally distinct forested peatland sites within the Pastaza Marañón Foreland Basin, northern Peru, the largest tropical peatland area in Amazonia: (1) a palm (largely Mauritia flexuosa) dominated swamp forest and (2) a hardwood dominated swamp forest (known as \'pole forest\', due to the abundance of thin-stemmed trees). Total NPP in the palm forest and hardwood-dominated forest (9.83 ± 1.43 and 7.34 ± 0.84 Mg C ha-1 year-1, respectively) was low compared with values reported for terra firme forest in the region (14.21-15.01 Mg C ha-1 year-1) and for tropical peatlands elsewhere (11.06 and 13.20 Mg C ha-1 year-1). Despite the similar total NPP of the two forest types, there were considerable differences in the distribution of NPP. Fine root NPP was seven times higher in the palm forest (4.56 ± 1.05 Mg C ha-1 year-1) than in the hardwood forest (0.61 ± 0.22 Mg C ha-1 year-1). Above-ground palm NPP, a frequently overlooked component, made large contributions to total NPP in the palm-dominated forest, accounting for 41% (14% in the hardwood-dominated forest). Conversely, Mauritia flexuosa litter decomposition rates were the same in both plots: highest for leaf material, followed by root and then stem material (21%, 77% and 86% of mass remaining after 1 year respectively for both plots). Our results suggest potential differences in these two peatland types\' responses to climate and other environmental changes and will assist in future modelling studies of these systems.
    Mediciones de la productividad primaria neta (PPN) y la descomposición de materia orgánica de las turberas tropicales son escasas, lo que limita nuestra capacidad para parametrizar y validar modelos de desarrollo de las turberas tropicales y, en consecuencia, realizar predicciones sólidas sobre la respuesta de estos sistemas ante futuros cambios ambientales y climáticos. En este estudio, presentamos datos de PPN total (es decir, biomasa aérea y subterránea) y descomposición de la materia orgánica colectada en dos turberas boscosas con características florísticas y estructurales contrastantes dentro de la cuenca Pastaza Marañón al norte del Perú, el área de turberas tropicales más grande de la Amazonia: (1) un bosque pantanoso dominado por palmeras (principalmente Mauritia flexuosa) y (2) un bosque pantanosos dominado por árboles leñosos de tallo delgado (conocido como ‘varillal hidromórfico’). La PPN total en el bosque de palmeras y el varillal hidromórfico (9,83 ± 1,43 y 7,34 ± 0,84 Mg C ha‐1 año‐1 respectivamente) fue baja en comparación con los valores reportados para los bosques de tierra firme en la región (14,21–15,01 Mg C ha‐1 año‐1) y para turberas tropicales en otros lugares (11,06 y 13,20 Mg C ha‐1 año‐1). A pesar de que la PPN total fue similar en ambos tipos de bosque, hubo diferencias considerables en la distribución de la PPN. La PPN de las raíces finas fue siete veces mayor en el bosque de palmeras (4,56 ± 1,05 Mg C ha‐1 año‐1) que en el varillal hidromórfico (0,61 ± 0,22 Mg C ha‐1 año‐1). La PPN de la biomasa aérea de las palmeras, un componente ignorado frecuentemente, contribuyó en gran medida a la PPN total del bosque de palmeras, representando el 41% (14% en el varillal hidromórfico). Por el contrario, la tasa de descomposición de materia orgánica de Mauritia flexuosa fue la misma en ambos sitios: la más alta corresponde a la hojarasca, seguida por las raíces y luego el tallo (21%, 77% y 86% de la masa restante después de un año, respectivamente para ambos sitios). Nuestros resultados sugieren diferencias potenciales en la respuesta de estos dos tipos de turberas al clima y otros cambios ambientales, y ayudarán en futuros estudios de modelamiento de estos sistemas.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    清除剂和微生物分解剂对屠体的分解是生化循环的重要组成部分,可以强烈改变局部土壤的化学成分。不同的清除剂行会被认为对泄漏到土壤中的化学元素有不同的影响,尽管这一假设尚未经过实证检验。这里,我们通过实验确定了脊椎动物清道夫的不同行会如何影响当地的营养动态。我们进行了一项现场实验,在该实验中,我们系统地排除了脊椎动物清道夫的不同子集,使其无法分解休养鹿(DamaDama)的尸体,并在整个分解过程中比较了屠体下方和旁边植被中土壤中的元素浓度。我们使用了四种排除治疗:不包括(1)无清除剂,因此允许它们全部;(2)野猪(Susscrofa);(3)所有哺乳动物;(4)所有哺乳动物和鸟类。我们发现,当排除所有脊椎动物时,几种元素进入土壤的通量显示出明显的峰值。尤其是,微量元素(Cu和Zn)似乎受car体分解的影响。然而,我们发现部分排除治疗之间的通量没有差异.因此,脊椎动物清道夫确实减少了从尸体到土壤中的元素泄漏,因此影响局部生化周期,但这样做是独立于哪个脊椎动物清道夫公会可以进入。我们的结果表明,当脊椎动物清除剂主导分解过程时,car体衍生的元素分散在更大的区域,而不是局部泄漏到土壤中。
    The decomposition of carcasses by scavengers and microbial decomposers is an important component of the biochemical cycle that can strongly alter the chemical composition of soils locally. Different scavenger guilds are assumed to have a different influence on the chemical elements that leak into the soil, although this assumption has not been empirically tested. Here, we experimentally determine how different guilds of vertebrate scavengers influence local nutrient dynamics. We performed a field experiment in which we systematically excluded different subsets of vertebrate scavengers from decomposing carcasses of fallow deer (Dama dama), and compared elemental concentrations in the soil beneath and in the vegetation next to the carcasses over time throughout the decomposition process. We used four exclusion treatments: excluding (1) no scavengers, thus allowing them all; (2) wild boar (Sus scrofa); (3) all mammals; and (4) all mammals and birds. We found that fluxes of several elements into the soil showed distinct peaks when all vertebrates were excluded. Especially, trace elements (Cu and Zn) seemed to be influenced by carcass decomposition. However, we found no differences in fluxes between partial exclusion treatments. Thus, vertebrate scavengers indeed reduce leakage of elements from carcasses into the soil, hence influencing local biochemical cycles, but did so independent of which vertebrate scavenger guild had access. Our results suggest that carcass-derived elements are dispersed over larger areas rather than locally leak into the soil when vertebrate scavengers dominate the decomposition process.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    海草草甸在沿海生化循环中起着关键作用,固氮是与活海草相关的成熟过程。这里,我们检验了以下假设:固氮也与丹麦沿海水域的海草碎片有关。我们进行了为期52天的原位实验,以研究固氮(乙炔还原)和微生物群落(16SrRNA基因扩增子测序)和固氮群落(nifHDNA/RNA扩增子测序)的动态与分解Zostera滨海叶。叶子有不同的微生物群落,包括不同的氮气固定剂,在整个实验过程中相对于周围的海水和沉积物。固氮率在大多数天都是可测量的,但在第3天最高(黑暗,334.8nmolNg-1dwh-1)和15(轻,194.6nmolNg-1dwh-1)。固氮率与周围海水中无机养分的浓度或叶片中的碳氮比无关。在分解期间,固氮剂的组成从蓝细菌sphaerospermopsis转变为异养属,如Desulfopila。在定力最高的日子里,nifHRNA基因转录本主要由蓝细菌解释,特别是Sphaerospermopsis和一个未知的分类单元(新种属),在变形杆菌旁边。我们的研究表明,温带沿海水域的海草碎屑中含有蓝细菌和异养细菌进行的大量固氮作用,这些固氮作用与周围的海水和沉积物不同。这表明海草碎片构成了选择性环境,在该环境中,通过固氮输入氮会影响降解。
    Seagrass meadows play pivotal roles in coastal biochemical cycles, with nitrogen fixation being a well-established process associated with living seagrass. Here, we tested the hypothesis that nitrogen fixation is also associated with seagrass debris in Danish coastal waters. We conducted a 52-day in situ experiment to investigate nitrogen fixation (proxied by acetylene reduction) and dynamics of the microbial community (16S rRNA gene amplicon sequencing) and the nitrogen fixing community (nifH DNA/RNA amplicon sequencing) associated with decomposing Zostera marina leaves. The leaves harboured distinct microbial communities, including distinct nitrogen fixers, relative to the surrounding seawater and sediment throughout the experiment. Nitrogen fixation rates were measurable on most days, but highest on days 3 (dark, 334.8 nmol N g-1 dw h-1) and 15 (light, 194.6 nmol N g-1 dw h-1). Nitrogen fixation rates were not correlated with the concentration of inorganic nutrients in the surrounding seawater or with carbon:nitrogen ratios in the leaves. The composition of nitrogen fixers shifted from cyanobacterial Sphaerospermopsis to heterotrophic genera like Desulfopila over the decomposition period. On the days with highest fixation, nifH RNA gene transcripts were mainly accounted for by cyanobacteria, in particular by Sphaerospermopsis and an unknown taxon (order Nostocales), alongside Proteobacteria. Our study shows that seagrass debris in temperate coastal waters harbours substantial nitrogen fixation carried out by cyanobacteria and heterotrophic bacteria that are distinct relative to the surrounding seawater and sediments. This suggests that seagrass debris constitutes a selective environment where degradation is affected by the import of nitrogen via nitrogen fixation.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    目前缺乏关于结核病(TB)患者的症状负担与寻求医疗保健之间的定量关系的研究证据。
    数据来自2021年2月至2022年7月在印度32个地区进行的基于人群的横断面结核病调查。符合条件并同意的参与者(年龄>15岁)接受了TB症状筛查和病史激发。Fairlie分解分析用于估计由于症状负担从1负担(>1症状)到4负担(>4症状)不同而导致的寻求医疗保健的净差异,并根据具有95%CIs的logit模型通过可观察的协变量进行分解。
    在接受调查的130932人中,9540(7.3%)报告了至少一种近期结核病症状,据报道,其中2678人(28.1%;95%CI,27.1%-28.9%)寻求医疗保健。与症状负担较小的人相比,症状负担为1至4的人寻求医疗保健的净差异为6.6个百分点(95%CI,4.8-8.4)至7.7(95%CI,5.2-10.2)。咳痰的存在,疲劳,和食欲不振在很大程度上解释了寻求医疗保健(范围,0.9-3.1个百分点[42.89%-151.9%])。发烧的存在,咳嗽,过去寻求结核病护理,减肥,和适度解释的胸痛(范围,5.3%-25.3%)就医。
    除通常强调的咳嗽和发烧外,症状负担和症状增加在很大程度上解释了寻求医疗保健的原因。将结核病意识和风险沟通导向症状负担和疾病认知,可以帮助解决在寻求结核病的医疗保健方面的人口差距。
    UNASSIGNED: There is a lack of research evidence on the quantitative relationship between symptom burden and health care seeking among individuals with presumptive tuberculosis (TB).
    UNASSIGNED: Data were derived from a cross-sectional population-based TB survey conducted between February 2021 and July 2022 in 32 districts of India. Eligible and consented participants (age >15 years) underwent TB symptom screening and history elicitation. Fairlie decomposition analysis was used to estimate the net differences in health care seeking due to varied symptom burden-from 1+ burden (>1 symptom) to 4+ burden (>4 symptoms)-and decomposed by observable covariates based on logit models with 95% CIs.
    UNASSIGNED: Of the 130 932 individuals surveyed, 9540 (7.3%) reported at least 1 recent TB symptom, of whom 2678 (28.1%; 95% CI, 27.1%-28.9%) reportedly sought health care. The net differences in health care seeking among persons with symptom burden 1+ to 4+ ranged from 6.6 percentage points (95% CI, 4.8-8.4) to 7.7 (95% CI, 5.2-10.2) as compared with persons with less symptom burden. The presence of expectoration, fatigue, and loss of appetite largely explained health care seeking (range, 0.9-3.1 percentage points [42.89%-151.9%]). The presence of fever, cough, past TB care seeking, weight loss, and chest pain moderately explained (range, 5.3%-25.3%) health care seeking.
    UNASSIGNED: Increased symptom burden and symptoms other than the commonly emphasized cough and fever largely explained health care seeking. Orienting TB awareness and risk communications toward symptom burden and illness perceptions could help address population gaps in health care seeking for TB.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    泥炭地的排水强度和森林管理会影响二氧化碳(CO2)向大气的排放以及溶解有机碳(DOC)向水道的出口。泥炭地碳(C)平衡来自复杂的生态系统过程网络,通常忽略横向C通量。这里,我们提出了一个新版本的SUSI泥炭地模拟器,第一个先进的基于过程的生态系统模型,可在排水的泥炭地上编制完整的C平衡,包括DOC形成,运输和生物降解。SUSI认为网站,林分和地形特征以及生态系统过程之间的相互作用和反馈,并提供了通过全面的管理计划来评估和减轻不利环境影响的新方法。这里,我们通过基于文献发现设计和参数化基于质量平衡的分解模块(ESOM)来扩展SUSI,并针对实验室使用从芬兰收集的泥炭柱测量的独立数据集测试ESOM性能。爱沙尼亚,瑞典和爱尔兰。ESOM以合理的精度预测了泥炭柱的CO2排放量和DOC浓度的变化。我们将新的SUSI应用于排水泥炭地,发现将沟渠清理的深度减少0.3m,使DOC的年度出口减少了34(17%),芬兰29(19%)和7(5%)kgha-1,爱沙尼亚和瑞典,分别,使用这些国家的典型沟渠间距。相应地,芬兰的站点年度C汇增加了305、409和32kgha-1,爱沙尼亚和瑞典,分别。我们的结果还表明,地形坡度可以显着改变水的停留时间,从而改变DOC的生物降解和向沟渠的出口。我们得出的结论是,可以通过减少清理沟渠的深度或增加沟渠间距来减少DOC出口,并增加站点C下沉。
    Drainage intensity and forest management in peatlands affect carbon dioxide (CO2) emissions to the atmosphere and export of dissolved organic carbon (DOC) to water courses. The peatland carbon (C) balance results from a complex network of ecosystem processes from where lateral C fluxes have typically been ignored. Here, we present a new version of the SUSI Peatland simulator, the first advanced process-based ecosystem model that compiles a full C balance in drained forested peatland including DOC formation, transport and biodegradation. SUSI considers site, stand and terrain characteristics as well as the interactions and feedbacks between ecosystem processes and offers novel ways to evaluate and mitigate adverse environmental impacts with thorough management planning. Here, we extended SUSI by designing and parameterizing a mass-balance based decomposition module (ESOM) based on literature findings and tested the ESOM performance against an independent dataset measured in the laboratory using peat columns collected from Finland, Estonia, Sweden and Ireland. ESOM predicted the CO2 emissions and changes in DOC concentrations with a reasonable accuracy for the peat columns. We applied the new SUSI for drained peatland sites and found that reducing the depth to which ditches are cleaned by 0.3 m decreased the annual DOC export by 34 (17 %), 29 (19 %) and 7 (5 %) kg ha-1 in Finland, Estonia and Sweden, respectively, using typical ditch spacing for these countries. Correspondingly, site annual C sink increased by 305, 409 and 32 kg ha-1 in Finland, Estonia and Sweden, respectively. Our results also indicated that terrain slope can markedly alter the water residence time and consequently DOC biodegradation and export to ditches. We conclude that DOC export can be decreased and site C sink increased by reducing the depth to which ditches are cleaned or by increasing the ditch spacing.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    印度妇女过早绝经的比例在上升,特别是在30-39岁的年龄组。因此,有必要了解影响妇女过早绝经状况患病率的因素。我们的研究使用了最新印度版人口健康调查(国家家庭健康调查-5)中收集的180,743名妇女的数据。我们的结果表明,近5%的农村妇女和3%的城市妇女经历了过早的更年期,这个数字在印度各州有所不同。回归结果表明,手术绝经,教育水平较低,财富指数较差,农村住宅,女性绝育,和保险是过早绝经的关键驱动因素。一个引人注目的因素是,受教育程度最低的人(6.85%)的过早更年期患病率比受教育程度最高的人(0.94%)高约7倍。我们进行了分解分析,以深入研究导致这种不平等的因素。结果表明,接受子宫切除术(手术绝经)占受教育程度最低和最高的妇女过早绝经率差距的73%。这表明,受教育程度低的妇女更有可能在年轻时接受子宫切除术。这一发现值得进一步探索,因为我们预计,社会经济背景较低的妇女获得手术治疗的机会有限,然而,我们的结果表明,否则。这可能表明缺乏意识,缺乏替代治疗选择,过度依赖外科护理而忽视保守管理。我们的结果对于解决越来越多的绝经后女性的多样化需求以及关注这些女性的保守治疗方案具有重要意义。
    The proportion of women experiencing premature menopause is on the rise in India, particularly in the age groups of 30-39 years. Consequently, there is a need to understand the factors influencing the prevalence of premature menopausal status among women. Our study uses the data from 180,743 women gathered during the latest Indian version of the Demography Health Survey (National Family Health Survey-5). Our results suggest that close to 5% of women in rural areas and 3% of women in urban areas experience premature menopause, and this figure varies across Indian States. The regression results show that surgical menopause, lower levels of education, poorer wealth index, rural residence, female sterilization, and insurance coverage are key drivers of premature menopause. One of the striking factors is that the prevalence of premature menopause among those with the lowest levels of education (6.85%) is around seven times higher than those with the highest level of education (0.94%). We conducted a decomposition analysis to delve into the factors contributing to this inequality. The results show that undergoing a hysterectomy (surgical menopause) account for 73% of the gap in premature menopausal rates between women with the lowest and highest levels of education. This indicates that women with poor education are more likely to undergo hysterectomy at a younger age. This finding warrants further exploration as we would expect that women from lower socio-economic background would have limited access to surgical care, however, our results suggest otherwise. This perhaps indicates a lack of awareness, lack of alternative treatment options, and over-reliance on surgical care while neglecting conservative management. Our results have implications for addressing the diverse needs of the increasing number of women in their post-menopause phase and for focusing on conservative treatment options for these women.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

  • 文章类型: Journal Article
    来自作物残留物分解的有机物(OM)作为镉(Cd)固定的吸附剂起着关键作用。很少有研究探索有矿物质存在的秸秆分解过程,以及新生成的有机矿物配合物对重金属吸附的影响。在这项研究中,我们研究了在有或没有矿物质(针铁矿和高岭石)的稻草分解过程中结构和组成的变化,以及秸秆分解影响Cd固定化的吸附行为和机理。使用激发-发射基质(EEM)荧光和紫外可见光谱(UV-vis)评估了提取的秸秆有机物的腐殖化程度,同时采用FTIR光谱和XPS表征吸附机理。光谱分析揭示了高度芳香和疏水成分的富集,表明在孵化过程中,秸秆分解和腐殖化的程度进一步加剧。此外,针铁矿(SG)的存在加速了OM的腐化。吸附实验表明,秸秆腐殖化提高了对Cd的吸附能力。值得注意的是,与不含矿物质(RS)和高岭石(SK)的有机物相比,SG表现出明显更高的吸附性能。使用FT-IR光谱和XPS的进一步分析证实,Cd固定的主要机制是与-OH和-COOH的肤色有关,以及Cd-π在固体OMs表面与芳香C=C结合的形成。这些发现将有助于了解稻草与土壤矿物分解的相互作用及其对Cd污染农田的修复效果。
    Organic matter (OM) derived from the decomposition of crop residues plays a key role as a sorbent for cadmium (Cd) immobilization. Few studies have explored the straw decomposition processes with the presence of minerals, and the effect of newly generated organo-mineral complexes on heavy metal adsorption. In this study, we investigated the variations in structure and composition during the rice straw decomposition with or without minerals (goethite and kaolinite), as well as the adsorption behavior and mechanisms by which straw decomposition affects Cd immobilization. The degree of humification of extracted straw organic matter was assessed using excitation-emission matrix (EEM) fluorescence and Ultraviolet-visible spectroscopy (UV-vis), while employing FTIR spectroscopy and XPS to characterize the adsorption mechanisms. The spectra analysis revealed the enrichment of highly aromatic and hydrophobic components, indicating that the degree of straw decomposition and humification were further intensified during incubation. Additionally, the existence of goethite (SG) accelerated the humification of OM. Sorption experiments revealed that the straw humification increased Cd adsorption capacity. Notably, SG exhibited significantly higher adsorption performance compared to the organic matter without minerals (RS) and the existence of kaolinite (SK). Further analysis using FT-IR spectroscopy and XPS verified that the primary mechanisms involved in Cd immobilization were complexion with -OH and -COOH, as well as the formation of Cd-π binds with aromatic C=C on the surface of solid OMs. These findings will facilitate understanding the interactions of the rice straw decomposing with soil minerals and its remediation effect on Cd-contaminated farmland.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    目的:本研究旨在确定Türkiye在社会人口统计学多维背景下的烟草使用指标,物理,行为,和心理作为对烟草控制政策的回应。
    方法:2014年和2019年的土耳其健康调查数据采用probit模型方法,并按性别分解烟草的使用差异,以揭示性别差异。2014年(总n=19,129;男性=8721,女性=10,408)和2019年(总n=17,084;男性=7784,女性=9300)的样本仅限于15岁及以上。
    结果:研究结果表明,在30-49岁的人群中,受教育程度较低,结婚会增加吸烟的可能性。未来的政策和运动应特别针对单身人士,肥胖前期,饮酒的男性。对于女性来说,针对性别的政策应旨在减少吸烟率,尤其是在分居或寡妇中,肥胖,脱离劳动力。5年来,心理健康指标对烟草使用的贡献有所下降,这可能是蒂尔基耶的支持性免费医疗服务的结果。研究结果为Türkiye烟草使用中的性别差异提供了证据,并报告说,烟草使用中性别差异的最重要因素是饮酒和教育水平。
    结论:尽管卫生部和政府一直在实施反烟草政策,立法,和多年的竞选活动,Türkiye的烟草使用流行率仍然很高,甚至有所增加。
    OBJECTIVE: This study aims to determine the indicators of tobacco use in Türkiye within a multidimensional context as socio-demographic, physical, behavioural, and psychological as a response to the tobacco control policies.
    METHODS: The Turkish Health Survey data in 2014 and 2019 are employed within a probit model approach and the differences in tobacco are decomposed use by gender in order to reveal the gender differences. The samples in 2014 (total n = 19,129; males = 8 721, females = 10,408) and 2019 (total n = 17,084; males = 7 784, females = 9300) were restricted to 15-year-old and above.
    RESULTS: The findings indicate that being in the 30-49 age cohort, having lower education, and being married increase the likelihood of tobacco use. Future policies and campaigns should specifically target the single, pre-obese, employed males who consume alcohol. For females, the gender-specific policies should aim to reduce the prevalence of smoking, especially among separated or widows, obese, and out of the labour force. The contribution of mental health indicators on tobacco use has declined over the 5 years, which could be a result of the supportive free health services in Türkiye. The findings provide evidence for a significant and increasing gender difference in tobacco use in Türkiye along with reporting that the most significant contributors to gender differences in tobacco use are alcohol consumption and education level.
    CONCLUSIONS: Even though the Ministry of Health and the government have been implementing anti-tobacco policies, legislations, and campaigns for years, the tobacco use prevalence has remained high and even increased in Türkiye.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    背景:胸部X射线(CXR)是全球最常用的影像学检查之一。由于它的广泛使用,越来越需要自动化和通用的方法来准确诊断这些图像。由于成像协议的变化,传统的胸部X射线分析方法通常难以在不同的数据集上进行概括。患者人口统计学,和重叠的解剖结构的存在。因此,对于能够在不同患者人群和影像学设置中一致识别异常的高级诊断工具存在显著需求.我们提出了一种可以提供胸部X射线诊断的方法。
    方法:我们的方法利用注意力引导分解器网络(ADSC)从胸部X射线图像中提取疾病图。ADSC采用一个编码器和多个解码器,整合了一种新颖的自我一致性损失,以确保其模块之间的功能一致。注意力引导编码器捕获异常的显著特征,虽然三个不同的解码器生成一个正常的合成图像,一张疾病地图,和重建的输入图像,分别。鉴别器区分真实和合成的正常胸部X光,增强生成的图像的质量。疾病图与原始胸部X射线图像一起被馈送到DenseNet-121分类器,该分类器被修改用于输入X射线的多类别分类。
    结果:在多个公开可用数据集上的实验结果证明了我们方法的有效性。对于多类分类,与现有方法相比,我们对某些异常的AUROC评分提高了3%.对于二元分类(正常与异常),我们的方法超越了各种数据集的现有方法。就概括性而言,我们在一个数据集上训练我们的模型,并在多个数据集上测试它。计算不同测试数据集的AUROC评分的标准偏差以测量数据集之间的性能变化性。我们的模型在来自不同来源的数据集上表现出卓越的概括。
    结论:我们的模型对胸部X线的可推广诊断显示了有希望的结果。从结果中可以明显看出,在我们的方法中使用注意力机制和自我一致性丧失的影响。在未来,我们计划采用可解释的人工智能技术,为模型决策提供解释。此外,我们的目标是设计数据增强技术,以减少我们模型中的类不平衡。
    BACKGROUND: Chest X-ray (CXR) is one of the most commonly performed imaging tests worldwide. Due to its wide usage, there is a growing need for automated and generalizable methods to accurately diagnose these images. Traditional methods for chest X-ray analysis often struggle with generalization across diverse datasets due to variations in imaging protocols, patient demographics, and the presence of overlapping anatomical structures. Therefore, there is a significant demand for advanced diagnostic tools that can consistently identify abnormalities across different patient populations and imaging settings. We propose a method that can provide a generalizable diagnosis of chest X-ray.
    METHODS: Our method utilizes an attention-guided decomposer network (ADSC) to extract disease maps from chest X-ray images. The ADSC employs one encoder and multiple decoders, incorporating a novel self-consistency loss to ensure consistent functionality across its modules. The attention-guided encoder captures salient features of abnormalities, while three distinct decoders generate a normal synthesized image, a disease map, and a reconstructed input image, respectively. A discriminator differentiates the real and the synthesized normal chest X-rays, enhancing the quality of generated images. The disease map along with the original chest X-ray image are fed to a DenseNet-121 classifier modified for multi-class classification of the input X-ray.
    RESULTS: Experimental results on multiple publicly available datasets demonstrate the effectiveness of our approach. For multi-class classification, we achieve up to a 3% improvement in AUROC score for certain abnormalities compared to the existing methods. For binary classification (normal versus abnormal), our method surpasses existing approaches across various datasets. In terms of generalizability, we train our model on one dataset and tested it on multiple datasets. The standard deviation of AUROC scores for different test datasets is calculated to measure the variability of performance across datasets. Our model exhibits superior generalization across datasets from diverse sources.
    CONCLUSIONS: Our model shows promising results for the generalizable diagnosis of chest X-rays. The impacts of using the attention mechanism and the self-consistency loss in our method are evident from the results. In the future, we plan to incorporate Explainable AI techniques to provide explanations for model decisions. Additionally, we aim to design data augmentation techniques to reduce class imbalance in our model.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

    求助全文

  • 文章类型: Journal Article
    埃塞俄比亚城市儿童的最低可接受饮食摄入量(MAD)达到14%,农村五岁以下儿童达到10%。因此,确定城乡差距的决定因素对于推进可持续发展目标(SDGs)至关重要,培育更健康的社区,并开发以证据为导向的方法来增强健康结果和解决差距。
    该研究的目的是使用2019年埃塞俄比亚迷你人口与健康调查数据来分解埃塞俄比亚最低可接受饮食摄入量的城乡差异。
    该研究是使用埃塞俄比亚人口与健康调查2019报告进行的。使用分层抽样技术共纳入1,496名6-23个月的加权儿童。主要结果变量最低可接受饮食计算为最低饮食多样性和最低进餐频率的综合比例。采用分解分析法分析了与城乡最低可接受膳食摄入量差异相关的因素,结果用表格和数字表示。
    埃塞俄比亚6-23个月儿童的最低可接受饮食量为11.0%。城市和农村五岁以下儿童的最低可接受饮食摄入量存在显著差异,占14%和10%,分别。禀赋因素占差异的70.2%,其次是45.1%的行为系数。大专及以上文化程度缩小城乡居民差距23.9%(β=0.1313,95%CI:0.0332-0.245)。家庭中的儿童数量和18至23个月的儿童年龄是造成城乡居民最低可接受饮食摄入量差距扩大30.7%和3.36%的原因。分别(β=-0.002,95%CI:-0.003至-0.0011和β=-30.7,95%CI:-0.025--0.0085)。从影响系数来看,在最低可接受的饮食摄入量方面,城乡居民之间的差距扩大了1.99%是机构分娩的影响(β=-0.0862,95%CI:-0.1711--0.0012)。
    在最低可接受饮食方面,城乡居民之间存在显着差异。差异的较大部分由禀赋效应解释。大学及以上母亲的教育状况,奇偶校验,孩子的年龄,和分娩地点是导致城乡居民最低可接受饮食摄入量差异的重要因素。
    UNASSIGNED: The achievement of the minimum acceptable diet intake (MAD) stands at 14% among urban and 10% among rural under-five children in Ethiopia. Consequently, identifying the determinants of the urban-rural gap is vital for advancing Sustainable Development Goals (SDGs), fostering healthier communities, and developing evidence-driven approaches to enhance health outcomes and address disparities.
    UNASSIGNED: The objective of the study was to decompose the urban-rural disparities in minimum acceptable diet intake in Ethiopia using the Ethiopian Mini-Demographic and Health Survey 2019 data.
    UNASSIGNED: The study was conducted using the Ethiopian Demographic and Health Survey 2019 report. A total of 1,496 weighted children aged 6-23 months were included using stratified sampling techniques. The main outcome variable minimum acceptable diet was calculated as a combined proportion of minimum dietary diversity and minimum meal frequency. A decomposition analysis was used to analyze the factors associated with the urban-rural discrepancy of minimum acceptable diet intake, and the results were presented using tables and figures.
    UNASSIGNED: The magnitude of minimum acceptable diet among children aged 6-23 months in Ethiopia was 11.0%. There has been a significant disparity in the intake of minimum acceptable diet between urban and rural under-five children with 14 and 10%, respectively. Endowment factors were responsible for 70.2% of the discrepancy, followed by 45.1% with behavioral coefficients. Educational status of college and above was responsible for narrowing the gap between urban and rural residents by 23.9% (β = 0.1313, 95% CI: 0.0332-0.245). The number of children in the household and the age of the child between 18 and 23 months were responsible for widening the gap in minimum acceptable diet intake discrepancy between urban and rural residents by 30.7% and 3.36%, respectively (β = -0.002, 95% CI: -0.003 to -0.0011 and β = -30.7, 95% CI: -0.025 - -0.0085). From the effect coefficients, the effect of institutional delivery was responsible for 1.99% of the widening of the gap between urban and rural residents in minimum acceptable diet intake (β = -0.0862, 95% CI: -0.1711 - -0.0012).
    UNASSIGNED: There is a significant variation between urban and rural residents in minimum acceptable diet. The larger portion of the discrepancy was explained by the endowment effect. Educational status of mothers with college and above, parity, age of child, and place of delivery were the significant factors contributing to the discrepancy of minimum acceptable diet intake between urban and rural residents.
    导出

    更多引用

    收藏

    翻译标题摘要

    我要上传

       PDF(Pubmed)

公众号