The gasification kinetic modelling of two Victorian brown coal(Yallourn and Maddingley)chars and the validity for entrained flow gasification were investigated in this study.The study was conducted in a thermogravimet...The gasification kinetic modelling of two Victorian brown coal(Yallourn and Maddingley)chars and the validity for entrained flow gasification were investigated in this study.The study was conducted in a thermogravimetric analyzer(TGA)at 750–1100℃,30%–90%CO_(2)concentration using different char particle sizes within 20–106 mm.It was found that random pore model and modified volumetric model are applicable for TGA results,but volumetric model and grain model are not.The effect of particle size under106 mm on gasification rate is very limited.Activation energies of Maddingley char and Yallourn char in CO_(2)gasification are 219–220 and 197–208 k J/mol,respectively.The pre-exponential factors are in the same order of magnitude,and they increased as particle size decreased.A mathematical model was developed to predict carbon conversion over time for entrained flow gasification of Victorian brown coal chars at 1000–1400℃.展开更多
<strong>Background: </strong>Coronavirus disease 2019 which is officially known as COVID-19 belongs to family viruses. COVID-19 manifestations vary among affected people. These symptoms may become more ser...<strong>Background: </strong>Coronavirus disease 2019 which is officially known as COVID-19 belongs to family viruses. COVID-19 manifestations vary among affected people. These symptoms may become more serious among patients suffering from chronic disease and those who are on treatment which may af-fect their defense mechanism or immune-compromised patients who become more vulnerable to complications of COVID-19, and at high risk for morbidity and mortality with any bacterial or viral illness. <strong>Method: </strong>A retrospective, non-experimental research design was applied with a quantitative approach among patients with COVID-19 who were admitted to COVID-19 department at AVH with a total of 72 patients. Data were extracted from a patients’ elec-tronic medical record. <strong>Results:</strong> During COVID-19 outbreak 72 patients were admitted to COVID department at AVH, 54.2% were female and 33% of study participants were from Gaza governorate followed by Jerusalem 27%. Most participants 34.7% had first clinic visit after two days from the onset of COVID-19 symptoms. 45.8% were discharged to home while 13.9% died. All inflammatory markers that include ferritin, C-RP, IL-6 and D-dimer are in-creasing in all patients that were admitted to hospital;IL-6 and D-dimer were significant inflammatory markers in relation to the mortality rate. The study found the risk of mortality with IL-6 mean (218.5), and D-dimer mean (12). Furthermore there was a relation between increased risk of mortality and im-mune comprised. <strong>Conclusion:</strong> Mortality rate increased among COVID-19 pa-tients when IL-6 was higher than 218.5 and D-dimer higher than 12, and there was a relationship between increased risk of mortality and immune comprised.展开更多
Botanic gardens around the world maintain collections of living plants for science, conservation, education, beauty and more. These collections change over time-in scope and content-but the predicted impacts of climat...Botanic gardens around the world maintain collections of living plants for science, conservation, education, beauty and more. These collections change over time-in scope and content-but the predicted impacts of climate change will require a more strategic approach to the succession of plant species and their landscapes. Royal Botanic Gardens Victoria has recently published a 'Landscape Succession Strategy'for its Melbourne Gardens, a spectacular botanical landscape established in 1846. The strategy recognizes that with 1.6 million visitors each year, responsibility for a heritage-listed landscape and the need to care for a collection of 8500 plant species of conservation and scientific importance, planting and planning must take into account anticipated changes to rainfall and temperature. The trees we plant today must be suitable for the climate of the twenty-second century. Specifically, the Strategy sets out the steps needed over the next twenty years to transition the botanic garden to one resilient to the climate modelled for2090. The document includes a range of practical measures and achievable(and at times somewhat aspirational) targets. Climate analogues will be used to identify places in Australia and elsewhere with conditions today similar to those predicted for Melbourne in 2090, to help select new species for the collection. Modelling of the natural and cultivated distribution of species will be used to help select suitable growth forms to replace existing species of high value or interest. Improved understanding of temperature gradients within the botanic garden, water holding capacity of soils and plant water use behaviour is already resulting in better targeted planting and irrigation. The goal is to retain a similar diversity of species but transition the collection so that by 2036 at least 75% of the species are suitable for the climate in 2090. Over the next few years we hope to provide 100% of irrigation water from sustainable water sources, and infrastructure will be improved to adapt to predicted higher temperatures and more climatic extremes. At all times there will be a strong focus on assisting the broader community in their response to climate change.展开更多
This paper reports on the major cations（Ca, Mg, Na and K） and arsenic（As） compositions of surface waters collected from major creeks, rivers and lakes in Central Victoria （Australia）. The surface waters were fou...This paper reports on the major cations（Ca, Mg, Na and K） and arsenic（As） compositions of surface waters collected from major creeks, rivers and lakes in Central Victoria （Australia）. The surface waters were found to be neutral to alkaline （pH 6.7-9.4）, oxidised （average redox potential （Eh） about 130 mV） and showed variable concentrations of dissolved ions （EC, about 51-4386 /μS/cm）. The concen- trations of dissolved major cations in surface waters were found to be in the order of Na〉〉Mg〉Ca〉K and in soils the contents of metals followed an order of abundance as： Ca〉Mg〉〉K〉Na. While Na was the least abundant in soils, it registered the highest dissolved cation in surface waters. Of the four major cations, the average concentration ofNa（98.7 mg/L） was attributed to the weathering of feldspars and atmospheric input. Relatively highly dissolved concentrations of Na and Mg compared with the world average values of rivers reflected the weathering of rock and soil minerals within the catchments. The As soil level is naturally high（linked to lithology） as reflected by high background soil values and mining operations are also considered to be a contributory factor. Under relatively alkaline-oxidative conditions low mobility of dissolved As （average about 7.9 μg/L） was observed in most of the surface waters with a few higher values（〉15 μg/L） around a sewage disposal site and mine railings. Arsenic in soils is slowly released into water under alkaline and/or lower Eh conditions. The efficient sink of Fe, AI and Mn oxides acts as a barrier against the As release under near neutral-oxidising conditions. High As content （average about 28.3 mg/kg） in soils was found to be associated with Fe-hydroxides as revealed by XRD and SEM analysis. The dissolved As concentration was found to be below the recommended maximum levels for recreational water in all surface waters（lakes and rivers） in the study area. Catchment lithology exerted the fundamental control on surface water chemistry. Sites impacted by mining waste dumps showed a decline in water quality.展开更多
BACKGROUND The World Health Organisation declared the coronavirus disease 2019(COVID-19)a pandemic on March 11,2020.While globally,the relative caseload has been high,Australia’s has been relatively low.During the pa...BACKGROUND The World Health Organisation declared the coronavirus disease 2019(COVID-19)a pandemic on March 11,2020.While globally,the relative caseload has been high,Australia’s has been relatively low.During the pandemic,radiology services have seen significant changes in workflow across modalities and a reduction in imaging volumes.AIM To investigate differences in modality imaging volumes during the COVID-19 pandemic across a large Victorian public health network.METHODS A retrospective analysis from January 2019 to December 2020 compared imaging volumes across two periods corresponding to the pandemic’s first and second waves.Weekly volumes across patient class,modality and mobile imaging were summed for periods:wave 1(weeks 11 to 16 for 2019;weeks 63 to 68 for 2020)and wave 2(weeks 28 to 43 for 2019;weeks 80 to 95 for 2020).Microsoft Power Business Intelligence linked to the radiology information system was used to mine all completed examinations.RESULTS Summed weekly data during the pandemic’s first wave showed the greatest decrease of 29.8%in adult outpatient imaging volumes and 46.3%in paediatric emergency department imaging volumes.Adult nuclear medicine demonstrated the greatest decrease of 37.1%for the same period.Paediatric nuclear medicine showed the greatest decrease of 47.8%,with angiography increasing by 50%.The pandemic’s second wave demonstrated the greatest decrease of 23.5%in adult outpatient imaging volumes,with an increase of 18.2%in inpatient imaging volumes.The greatest decrease was 28.5%in paediatric emergency department imaging volumes.Nuclear medicine showed the greatest decrease of 37.1%for the same period.Paediatric nuclear medicine showed the greatest decrease of 36.7%.Mobile imaging utilisation increased between 57.8%and 135.1%during the first and second waves.A strong correlation was observed between mobile and nonmobile imaging in the emergency setting(Spearman’s correlation coefficient=-0.743,P=0.000).No correlation was observed in the inpatient setting(Spearman’s correlation coefficient=-0.059,P=0.554).CONCLUSION Nuclear medicine was most impacted,while computed tomography and angiography were the least affected by the pandemic.The impact was less during the pandemic’s second wave.Mobile imaging shows continuous growth during both waves.展开更多
2025年北美放射学会(RSNA)年会于当地时间11月30日—12月4日在美国芝加哥举行。本届大会以“影现个体:以多元、公平、包容,照见精准医疗未来”(Imaging the Individual:Precision Health through Diversity, Equity and Inclusion)为主...2025年北美放射学会(RSNA)年会于当地时间11月30日—12月4日在美国芝加哥举行。本届大会以“影现个体:以多元、公平、包容,照见精准医疗未来”(Imaging the Individual:Precision Health through Diversity, Equity and Inclusion)为主题,将精准医疗从纯粹的技术追求,延伸至确保技术成果能公平、包容地惠及每一个独特个体的社会实践。展开更多
面对复杂高风险的隧道场景,机器学习(machine learning,ML)为地质认知、施工优化与运营安全提供数据驱动的新范式。基于Web of Science核心期刊的1633篇文献,通过科学计量分析系统梳理ML在隧道工程中的研究热点与演化趋势,围绕围岩识别...面对复杂高风险的隧道场景,机器学习(machine learning,ML)为地质认知、施工优化与运营安全提供数据驱动的新范式。基于Web of Science核心期刊的1633篇文献,通过科学计量分析系统梳理ML在隧道工程中的研究热点与演化趋势,围绕围岩识别-掘进优化-健康监测全生命周期链条,综述现有研究所使用的ML算法与应用现状。在围岩识别方面,融合地质、随钻参数、图像和光谱特征与物探信息的集成学习与深度学习(deep learning,DL)显著提升岩性判别与异常体识别;在掘进优化方面,时序与多模态模型用于推进速度、能耗预测及参数自适应控制,增强对非线性耦合的刻画;在健康监测方面,衬砌缺陷检测正向高精度、实时化与轻量化演进。然后,对领域内存在的关键挑战进行分类和总结,提出未来需从数据标准化生态体系、开放数据平台、多模态数据融合框架、模型可解析性提升、不确定性量化、大语言模型深化应用、轻量化部署、模型优化、鲁棒性优化、跨学科协作、可持续发展11个方面推进,旨在推动ML在隧道工程中从理论研究向工程实用化转化。展开更多
The airflow mechanics in adult nasal airways,whether healthy or abnormal,are extensively studied and investigated,but the flow mechanics in child nasal airways remain underexplored.This study investigates the airflow ...The airflow mechanics in adult nasal airways,whether healthy or abnormal,are extensively studied and investigated,but the flow mechanics in child nasal airways remain underexplored.This study investigates the airflow mechanics in the child’s nasal upper airway with adenoid hypertrophy,with an adenoid nasopharyngeal ratio(AN of 0.9),under cyclic inhalation and exhalation.An inlet respiratory cycle with three different flow rates(3.2 L/min calm breathing,8.6 L/min normal breathing,and 19.3 L/min intensive breathing)was simulated by using the computational fluid dynamics approach.To better capture the interaction between airflow and the flexible airway tissue,fluid-structure interaction analysis was performed at the normal breathing rate.Comparing the airflow dynamics during inhalation and exhalation,the pressure drops,nasal resistance,and wall shear stress show significant differences in the nasopharyngeal region for all different flow rates.This observation suggests that the inertial effect associated with the transient flow is important during exhalation and inhalation.Furthermore,the considerable temporal variation in flow rate distribution across a specific cross-section of the nasal airway highlights the critical role of transient data in virtual surgery planning and data for clinical decisions.展开更多
Fabrication of large-area perovskite solar modules under ambient air conditions remains a critical challenge due to air sensitivity of perovskite intermediate phases during crystallization.Here,we introduce 2-iodoimid...Fabrication of large-area perovskite solar modules under ambient air conditions remains a critical challenge due to air sensitivity of perovskite intermediate phases during crystallization.Here,we introduce 2-iodoimidazole(IIZ)into the perovskite precursor,enabling the formation of an air-stable pureδ-phase intermediate,which,upon annealing,fully transforms into a highly orientedα-phase perovskite film with reduced defects and variability.Leveraging this approach,we achieve a stabilized power conversion efficiency of 20.9%for 927.5 cm^(2)perovskite solar modules with high reproducibility.The encapsulated modules meet stringent international photovoltaic testing standards(IEC61215:2021),demonstrating excellent stability under continuous operation,thermal cycling(-40 to 85℃)and damp heat(85℃ and 85%relative humidity).展开更多
Accurate detection of driver fatigue is essential for improving road safety.This study investigates the effectiveness of using multimodal physiological signals for fatigue detection while incorporating uncertainty qua...Accurate detection of driver fatigue is essential for improving road safety.This study investigates the effectiveness of using multimodal physiological signals for fatigue detection while incorporating uncertainty quantification to enhance the reliability of predictions.Physiological signals,including Electrocardiogram(ECG),Galvanic Skin Response(GSR),and Electroencephalogram(EEG),were transformed into image representations and analyzed using pretrained deep neu-ral networks.The extracted features were classified through a feedforward neural network,and prediction reliability was assessed using uncertainty quantification techniques such as Monte Carlo Dropout(MCD),model ensembles,and combined approaches.Evaluation metrics included standard measures(sensitivity,specificity,precision,and accuracy)along with uncertainty-aware metrics such as uncertainty sensitivity and uncertainty precision.Across all evaluations,ECG-based models consistently demonstrated strong performance.The findings indicate that combining multimodal physi-ological signals,Transfer Learning(TL),and uncertainty quantification can significantly improve both the accuracy and trustworthiness of fatigue detection systems.This approach supports the development of more reliable driver assistance technologies aimed at preventing fatigue-related accidents.展开更多
Shrublands and grasslands,which constitute approximately 70%of Australia’s vegetation,play a critical role in global wildfire-prone regions.To advance the understanding of grass fire spread,a three-dimensional,physic...Shrublands and grasslands,which constitute approximately 70%of Australia’s vegetation,play a critical role in global wildfire-prone regions.To advance the understanding of grass fire spread,a three-dimensional,physicsbased fire model provides valuable insights into fire dynamics.However,such models are computationally intensive and time-consuming.To address these challenges,we constructed an extensive numerical database comprising 64,000 high-fidelity wildfire simulation cases and implemented a Long Short-Term Memory neural network architecture.The model demonstrates strong predictive performance,achieving a coefficient of determination(R2)of 0.96 on training data,indicating excellent agreement with the physics-based simulation outputs.By utilizing coordinates from five reference points to predict fire front movement,this approach offers a novel method for analysing fire dynamics in homogeneous fuel beds with an average deviation of less than 2.5%.Combining the strengths of physics-based modelling and deep learning,our research enhances fire spread prediction accuracy of over 95%while significantly reducing computational demands.Future efforts will focus on refining the model,expanding the dataset,and incorporating additional variables to improve predictive capabilities and operational applicability.展开更多
Background Heat shock proteins(HSPs)are key molecular chaperones that help maintain protein homeostasis by stabilizing or removing damaged proteins during cellular stress.Aging weakens these stress–response systems,d...Background Heat shock proteins(HSPs)are key molecular chaperones that help maintain protein homeostasis by stabilizing or removing damaged proteins during cellular stress.Aging weakens these stress–response systems,disrupting proteostasis and increasing vulnerability to sarcopenia.High-intensity training(HIT)can counteract these declines by activating protective pathways such as the HSP response.HSPs are highly responsive to stress,examining their regulation during aging is important,as altered HSP activity is linked to the progressive loss of muscle mass.Methods This study investigated the abundance and phosphorylation of HSPs in skeletal muscle from healthy,active young and older adults(n=7 per group),assessed at baseline and again in the older group following 12 weeks of HIT.Using calibrated Western blotting on both whole-muscle homogenates and pooled single muscle fibres,we quantified HSP content and phosphorylation to determine how aging and exercise influence stress–responsive protein regulation at both the tissue and cellular levels.Results In whole muscle homogenates,HSPs(HSP72,HSP27,andαB-crystallin)did not differ between young and older adults,while higher phosphorylation of small HSPs(sHSPs):phospho-HSP27 at Serine15(pHSP27 Ser15)and phospho-αB-crystallin at Serine59(pαB-crystallin Ser59)(∼1.8-fold and∼2.9-fold,respectively)were found in muscle from older adults,indicating higher cellular stress associated with aging.A 12-week HIT intervention in older adults reduced homogenate pHSP27 Ser15 and pαB-crystallin Ser59 abundances to similar levels found in young adults.Total HSPs typically displayed a distinct fiber-type profile in both age groups,with more in type I compared to type II fibers,distinguished by the presence of myosin heavy chain I(MHCI)or MHCII.Phosphorylation at pHSP27 Ser15 and pαB-crystallin Ser59 was not different between type I and type II fibers.The HIT in older adults decreased total and phosphorylated sHSPs in both type I and type II fibers but increased HSP72 in type I fibers.Conclusion HIT has the potential to mitigate age-related cellular stress and modulate protein expression patterns in aging skeletal muscle and,perhaps,has the potential to delay age-related muscle decline,thereby improving muscle health in older adults.展开更多
Introduction:The Regent Honeyeater Project commenced ecological restoration in the Lurg district in 1994,with an aim to restore habitats for the critically endangered Regent Honeyeater Anthochaera phrygia and a range ...Introduction:The Regent Honeyeater Project commenced ecological restoration in the Lurg district in 1994,with an aim to restore habitats for the critically endangered Regent Honeyeater Anthochaera phrygia and a range of other threatened and declining species.Within this context,our study aimed to explore whether plant reproduction can be an effective measure of ecological restoration success.Methods:Evaluation involved comparing attributes at unrestored,restored and remnant sites to establish whether sites displayed evidence of a clear restoration trajectory.Five age classes(unrestored,4–6 years old,8–10 years old,12–14 years old and remnant areas)and two landforms(upper hills and lower hills)were considered.The diversity of woody plant species—which have easily recognisable reproductive material and which all recruit seedlings—provides easily measured parameters that have the potential to allow the determination of early establishment success and long-term ecological development of restored ecosystems.Results:Restoration plantings developed in a hybrid state towards a benchmark in the lower hills;seedling species composition differed significantly among age classes,increasing in similarity with time since restoration,with some divergence from the target pathway.Composition of functional groups with reproductive outputs was also significantly different among age classes;however,a restoration trajectory was only evident in the upper hills where sites converged towards the target goal.Conclusions:Divergence or deviation from the restoration trajectory was not deemed to be a restoration failure,as the variety of functional groups with fruits and diversity of seedlings recruiting indicated a potential increase in resilience in the future due to greater variability across the landscape.Plant recruitment was effective in detecting development trends towards a restoration target in this study and therefore may be a useful measure that contributes to determining ecological restoration success.展开更多
文摘The gasification kinetic modelling of two Victorian brown coal(Yallourn and Maddingley)chars and the validity for entrained flow gasification were investigated in this study.The study was conducted in a thermogravimetric analyzer(TGA)at 750–1100℃,30%–90%CO_(2)concentration using different char particle sizes within 20–106 mm.It was found that random pore model and modified volumetric model are applicable for TGA results,but volumetric model and grain model are not.The effect of particle size under106 mm on gasification rate is very limited.Activation energies of Maddingley char and Yallourn char in CO_(2)gasification are 219–220 and 197–208 k J/mol,respectively.The pre-exponential factors are in the same order of magnitude,and they increased as particle size decreased.A mathematical model was developed to predict carbon conversion over time for entrained flow gasification of Victorian brown coal chars at 1000–1400℃.
文摘<strong>Background: </strong>Coronavirus disease 2019 which is officially known as COVID-19 belongs to family viruses. COVID-19 manifestations vary among affected people. These symptoms may become more serious among patients suffering from chronic disease and those who are on treatment which may af-fect their defense mechanism or immune-compromised patients who become more vulnerable to complications of COVID-19, and at high risk for morbidity and mortality with any bacterial or viral illness. <strong>Method: </strong>A retrospective, non-experimental research design was applied with a quantitative approach among patients with COVID-19 who were admitted to COVID-19 department at AVH with a total of 72 patients. Data were extracted from a patients’ elec-tronic medical record. <strong>Results:</strong> During COVID-19 outbreak 72 patients were admitted to COVID department at AVH, 54.2% were female and 33% of study participants were from Gaza governorate followed by Jerusalem 27%. Most participants 34.7% had first clinic visit after two days from the onset of COVID-19 symptoms. 45.8% were discharged to home while 13.9% died. All inflammatory markers that include ferritin, C-RP, IL-6 and D-dimer are in-creasing in all patients that were admitted to hospital;IL-6 and D-dimer were significant inflammatory markers in relation to the mortality rate. The study found the risk of mortality with IL-6 mean (218.5), and D-dimer mean (12). Furthermore there was a relation between increased risk of mortality and im-mune comprised. <strong>Conclusion:</strong> Mortality rate increased among COVID-19 pa-tients when IL-6 was higher than 218.5 and D-dimer higher than 12, and there was a relationship between increased risk of mortality and immune comprised.
文摘Botanic gardens around the world maintain collections of living plants for science, conservation, education, beauty and more. These collections change over time-in scope and content-but the predicted impacts of climate change will require a more strategic approach to the succession of plant species and their landscapes. Royal Botanic Gardens Victoria has recently published a 'Landscape Succession Strategy'for its Melbourne Gardens, a spectacular botanical landscape established in 1846. The strategy recognizes that with 1.6 million visitors each year, responsibility for a heritage-listed landscape and the need to care for a collection of 8500 plant species of conservation and scientific importance, planting and planning must take into account anticipated changes to rainfall and temperature. The trees we plant today must be suitable for the climate of the twenty-second century. Specifically, the Strategy sets out the steps needed over the next twenty years to transition the botanic garden to one resilient to the climate modelled for2090. The document includes a range of practical measures and achievable(and at times somewhat aspirational) targets. Climate analogues will be used to identify places in Australia and elsewhere with conditions today similar to those predicted for Melbourne in 2090, to help select new species for the collection. Modelling of the natural and cultivated distribution of species will be used to help select suitable growth forms to replace existing species of high value or interest. Improved understanding of temperature gradients within the botanic garden, water holding capacity of soils and plant water use behaviour is already resulting in better targeted planting and irrigation. The goal is to retain a similar diversity of species but transition the collection so that by 2036 at least 75% of the species are suitable for the climate in 2090. Over the next few years we hope to provide 100% of irrigation water from sustainable water sources, and infrastructure will be improved to adapt to predicted higher temperatures and more climatic extremes. At all times there will be a strong focus on assisting the broader community in their response to climate change.
文摘This paper reports on the major cations（Ca, Mg, Na and K） and arsenic（As） compositions of surface waters collected from major creeks, rivers and lakes in Central Victoria （Australia）. The surface waters were found to be neutral to alkaline （pH 6.7-9.4）, oxidised （average redox potential （Eh） about 130 mV） and showed variable concentrations of dissolved ions （EC, about 51-4386 /μS/cm）. The concen- trations of dissolved major cations in surface waters were found to be in the order of Na〉〉Mg〉Ca〉K and in soils the contents of metals followed an order of abundance as： Ca〉Mg〉〉K〉Na. While Na was the least abundant in soils, it registered the highest dissolved cation in surface waters. Of the four major cations, the average concentration ofNa（98.7 mg/L） was attributed to the weathering of feldspars and atmospheric input. Relatively highly dissolved concentrations of Na and Mg compared with the world average values of rivers reflected the weathering of rock and soil minerals within the catchments. The As soil level is naturally high（linked to lithology） as reflected by high background soil values and mining operations are also considered to be a contributory factor. Under relatively alkaline-oxidative conditions low mobility of dissolved As （average about 7.9 μg/L） was observed in most of the surface waters with a few higher values（〉15 μg/L） around a sewage disposal site and mine railings. Arsenic in soils is slowly released into water under alkaline and/or lower Eh conditions. The efficient sink of Fe, AI and Mn oxides acts as a barrier against the As release under near neutral-oxidising conditions. High As content （average about 28.3 mg/kg） in soils was found to be associated with Fe-hydroxides as revealed by XRD and SEM analysis. The dissolved As concentration was found to be below the recommended maximum levels for recreational water in all surface waters（lakes and rivers） in the study area. Catchment lithology exerted the fundamental control on surface water chemistry. Sites impacted by mining waste dumps showed a decline in water quality.
文摘BACKGROUND The World Health Organisation declared the coronavirus disease 2019(COVID-19)a pandemic on March 11,2020.While globally,the relative caseload has been high,Australia’s has been relatively low.During the pandemic,radiology services have seen significant changes in workflow across modalities and a reduction in imaging volumes.AIM To investigate differences in modality imaging volumes during the COVID-19 pandemic across a large Victorian public health network.METHODS A retrospective analysis from January 2019 to December 2020 compared imaging volumes across two periods corresponding to the pandemic’s first and second waves.Weekly volumes across patient class,modality and mobile imaging were summed for periods:wave 1(weeks 11 to 16 for 2019;weeks 63 to 68 for 2020)and wave 2(weeks 28 to 43 for 2019;weeks 80 to 95 for 2020).Microsoft Power Business Intelligence linked to the radiology information system was used to mine all completed examinations.RESULTS Summed weekly data during the pandemic’s first wave showed the greatest decrease of 29.8%in adult outpatient imaging volumes and 46.3%in paediatric emergency department imaging volumes.Adult nuclear medicine demonstrated the greatest decrease of 37.1%for the same period.Paediatric nuclear medicine showed the greatest decrease of 47.8%,with angiography increasing by 50%.The pandemic’s second wave demonstrated the greatest decrease of 23.5%in adult outpatient imaging volumes,with an increase of 18.2%in inpatient imaging volumes.The greatest decrease was 28.5%in paediatric emergency department imaging volumes.Nuclear medicine showed the greatest decrease of 37.1%for the same period.Paediatric nuclear medicine showed the greatest decrease of 36.7%.Mobile imaging utilisation increased between 57.8%and 135.1%during the first and second waves.A strong correlation was observed between mobile and nonmobile imaging in the emergency setting(Spearman’s correlation coefficient=-0.743,P=0.000).No correlation was observed in the inpatient setting(Spearman’s correlation coefficient=-0.059,P=0.554).CONCLUSION Nuclear medicine was most impacted,while computed tomography and angiography were the least affected by the pandemic.The impact was less during the pandemic’s second wave.Mobile imaging shows continuous growth during both waves.
文摘2025年北美放射学会(RSNA)年会于当地时间11月30日—12月4日在美国芝加哥举行。本届大会以“影现个体:以多元、公平、包容,照见精准医疗未来”(Imaging the Individual:Precision Health through Diversity, Equity and Inclusion)为主题,将精准医疗从纯粹的技术追求,延伸至确保技术成果能公平、包容地惠及每一个独特个体的社会实践。
文摘面对复杂高风险的隧道场景,机器学习(machine learning,ML)为地质认知、施工优化与运营安全提供数据驱动的新范式。基于Web of Science核心期刊的1633篇文献,通过科学计量分析系统梳理ML在隧道工程中的研究热点与演化趋势,围绕围岩识别-掘进优化-健康监测全生命周期链条,综述现有研究所使用的ML算法与应用现状。在围岩识别方面,融合地质、随钻参数、图像和光谱特征与物探信息的集成学习与深度学习(deep learning,DL)显著提升岩性判别与异常体识别;在掘进优化方面,时序与多模态模型用于推进速度、能耗预测及参数自适应控制,增强对非线性耦合的刻画;在健康监测方面,衬砌缺陷检测正向高精度、实时化与轻量化演进。然后,对领域内存在的关键挑战进行分类和总结,提出未来需从数据标准化生态体系、开放数据平台、多模态数据融合框架、模型可解析性提升、不确定性量化、大语言模型深化应用、轻量化部署、模型优化、鲁棒性优化、跨学科协作、可持续发展11个方面推进,旨在推动ML在隧道工程中从理论研究向工程实用化转化。
基金supported by the National Key Research and Development Program of China(Grant No.2022YFF0707601).
文摘The airflow mechanics in adult nasal airways,whether healthy or abnormal,are extensively studied and investigated,but the flow mechanics in child nasal airways remain underexplored.This study investigates the airflow mechanics in the child’s nasal upper airway with adenoid hypertrophy,with an adenoid nasopharyngeal ratio(AN of 0.9),under cyclic inhalation and exhalation.An inlet respiratory cycle with three different flow rates(3.2 L/min calm breathing,8.6 L/min normal breathing,and 19.3 L/min intensive breathing)was simulated by using the computational fluid dynamics approach.To better capture the interaction between airflow and the flexible airway tissue,fluid-structure interaction analysis was performed at the normal breathing rate.Comparing the airflow dynamics during inhalation and exhalation,the pressure drops,nasal resistance,and wall shear stress show significant differences in the nasopharyngeal region for all different flow rates.This observation suggests that the inertial effect associated with the transient flow is important during exhalation and inhalation.Furthermore,the considerable temporal variation in flow rate distribution across a specific cross-section of the nasal airway highlights the critical role of transient data in virtual surgery planning and data for clinical decisions.
基金supported by the National Key R&D Program of China(2023YFB4204504)National Science Fund for Dis-tinguished Young Scholars(T2325016)+7 种基金National Natural Science Foundation of China(U21A2076)Natural Science Foundation of Jiangsu Province(BK20232022,BE2022021 and BE2022026)Fundamental Research Funds for the Central Universities(0213/14380206 and 0205/14380252)Frontiers Science Center for Critical Earth Material Cycling Fund(DLTD2109 and 2024ZD06)Program for Innovative Talents and Entrepreneur in JiangsuChina Postdoctoral Science Foundation(2023M731579)Jiangsu Funding Program for Excellent Postdoctoral Talent(2023ZB348)Postdoctoral Innovative Talents Support Project from the China Postdoctoral Science Foundation(BX20230157)。
文摘Fabrication of large-area perovskite solar modules under ambient air conditions remains a critical challenge due to air sensitivity of perovskite intermediate phases during crystallization.Here,we introduce 2-iodoimidazole(IIZ)into the perovskite precursor,enabling the formation of an air-stable pureδ-phase intermediate,which,upon annealing,fully transforms into a highly orientedα-phase perovskite film with reduced defects and variability.Leveraging this approach,we achieve a stabilized power conversion efficiency of 20.9%for 927.5 cm^(2)perovskite solar modules with high reproducibility.The encapsulated modules meet stringent international photovoltaic testing standards(IEC61215:2021),demonstrating excellent stability under continuous operation,thermal cycling(-40 to 85℃)and damp heat(85℃ and 85%relative humidity).
基金the Australian Research Council Discovery Projects funding scheme(DP190102181,DP210101465).
文摘Accurate detection of driver fatigue is essential for improving road safety.This study investigates the effectiveness of using multimodal physiological signals for fatigue detection while incorporating uncertainty quantification to enhance the reliability of predictions.Physiological signals,including Electrocardiogram(ECG),Galvanic Skin Response(GSR),and Electroencephalogram(EEG),were transformed into image representations and analyzed using pretrained deep neu-ral networks.The extracted features were classified through a feedforward neural network,and prediction reliability was assessed using uncertainty quantification techniques such as Monte Carlo Dropout(MCD),model ensembles,and combined approaches.Evaluation metrics included standard measures(sensitivity,specificity,precision,and accuracy)along with uncertainty-aware metrics such as uncertainty sensitivity and uncertainty precision.Across all evaluations,ECG-based models consistently demonstrated strong performance.The findings indicate that combining multimodal physi-ological signals,Transfer Learning(TL),and uncertainty quantification can significantly improve both the accuracy and trustworthiness of fatigue detection systems.This approach supports the development of more reliable driver assistance technologies aimed at preventing fatigue-related accidents.
基金funded by the National Natural Science Foundation of China(NSFC No.52322610)Hong Kong Research Grants Council Theme-based Research Scheme(T22-505/19-N)Furthermore,this research was undertaken with the assistance of computational resources from the National Computational Infrastructure(NCI Australia),an NCRISenabled capability supported by the Australian Government.
文摘Shrublands and grasslands,which constitute approximately 70%of Australia’s vegetation,play a critical role in global wildfire-prone regions.To advance the understanding of grass fire spread,a three-dimensional,physicsbased fire model provides valuable insights into fire dynamics.However,such models are computationally intensive and time-consuming.To address these challenges,we constructed an extensive numerical database comprising 64,000 high-fidelity wildfire simulation cases and implemented a Long Short-Term Memory neural network architecture.The model demonstrates strong predictive performance,achieving a coefficient of determination(R2)of 0.96 on training data,indicating excellent agreement with the physics-based simulation outputs.By utilizing coordinates from five reference points to predict fire front movement,this approach offers a novel method for analysing fire dynamics in homogeneous fuel beds with an average deviation of less than 2.5%.Combining the strengths of physics-based modelling and deep learning,our research enhances fire spread prediction accuracy of over 95%while significantly reducing computational demands.Future efforts will focus on refining the model,expanding the dataset,and incorporating additional variables to improve predictive capabilities and operational applicability.
文摘Background Heat shock proteins(HSPs)are key molecular chaperones that help maintain protein homeostasis by stabilizing or removing damaged proteins during cellular stress.Aging weakens these stress–response systems,disrupting proteostasis and increasing vulnerability to sarcopenia.High-intensity training(HIT)can counteract these declines by activating protective pathways such as the HSP response.HSPs are highly responsive to stress,examining their regulation during aging is important,as altered HSP activity is linked to the progressive loss of muscle mass.Methods This study investigated the abundance and phosphorylation of HSPs in skeletal muscle from healthy,active young and older adults(n=7 per group),assessed at baseline and again in the older group following 12 weeks of HIT.Using calibrated Western blotting on both whole-muscle homogenates and pooled single muscle fibres,we quantified HSP content and phosphorylation to determine how aging and exercise influence stress–responsive protein regulation at both the tissue and cellular levels.Results In whole muscle homogenates,HSPs(HSP72,HSP27,andαB-crystallin)did not differ between young and older adults,while higher phosphorylation of small HSPs(sHSPs):phospho-HSP27 at Serine15(pHSP27 Ser15)and phospho-αB-crystallin at Serine59(pαB-crystallin Ser59)(∼1.8-fold and∼2.9-fold,respectively)were found in muscle from older adults,indicating higher cellular stress associated with aging.A 12-week HIT intervention in older adults reduced homogenate pHSP27 Ser15 and pαB-crystallin Ser59 abundances to similar levels found in young adults.Total HSPs typically displayed a distinct fiber-type profile in both age groups,with more in type I compared to type II fibers,distinguished by the presence of myosin heavy chain I(MHCI)or MHCII.Phosphorylation at pHSP27 Ser15 and pαB-crystallin Ser59 was not different between type I and type II fibers.The HIT in older adults decreased total and phosphorylated sHSPs in both type I and type II fibers but increased HSP72 in type I fibers.Conclusion HIT has the potential to mitigate age-related cellular stress and modulate protein expression patterns in aging skeletal muscle and,perhaps,has the potential to delay age-related muscle decline,thereby improving muscle health in older adults.
基金Authors would like to thank Ray Thomas of the Regent Honeyeater Project for his willingness to provide access to project file notes and maps.We thank Dale Robinson,John Miller,Lucinda Monie,Kim Magnay,Tim D’Ombrain,Jacqui Monie and Belinda Taylor for their help in the field.We thank landholders in the Lurg district for allowing us to work on their properties.We also thank Tony Wilson and Tricia Wevill for statistical techniques.We thank Drs.Patrick Audet(The University of Queensland,Queensland)and Michael Perring(University of Western Australia,Perth)for providing constructive feedback on the earlier versions of our manuscript.The financial support was provided by The Regional Futures Grant,University of Ballarat.
文摘Introduction:The Regent Honeyeater Project commenced ecological restoration in the Lurg district in 1994,with an aim to restore habitats for the critically endangered Regent Honeyeater Anthochaera phrygia and a range of other threatened and declining species.Within this context,our study aimed to explore whether plant reproduction can be an effective measure of ecological restoration success.Methods:Evaluation involved comparing attributes at unrestored,restored and remnant sites to establish whether sites displayed evidence of a clear restoration trajectory.Five age classes(unrestored,4–6 years old,8–10 years old,12–14 years old and remnant areas)and two landforms(upper hills and lower hills)were considered.The diversity of woody plant species—which have easily recognisable reproductive material and which all recruit seedlings—provides easily measured parameters that have the potential to allow the determination of early establishment success and long-term ecological development of restored ecosystems.Results:Restoration plantings developed in a hybrid state towards a benchmark in the lower hills;seedling species composition differed significantly among age classes,increasing in similarity with time since restoration,with some divergence from the target pathway.Composition of functional groups with reproductive outputs was also significantly different among age classes;however,a restoration trajectory was only evident in the upper hills where sites converged towards the target goal.Conclusions:Divergence or deviation from the restoration trajectory was not deemed to be a restoration failure,as the variety of functional groups with fruits and diversity of seedlings recruiting indicated a potential increase in resilience in the future due to greater variability across the landscape.Plant recruitment was effective in detecting development trends towards a restoration target in this study and therefore may be a useful measure that contributes to determining ecological restoration success.
