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Job burnout among critical care nurses in the eastern province of Saudi Arabia 被引量:1
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作者 Mahmoud Abdel Hameed Shahin 《Frontiers of Nursing》 2025年第1期67-78,共12页
Objectives:Nurses working in critical care units may encounter substantial work-related strain,and elevated levels of stress can lead to burnout,ultimately impacting both the quality of nursing care and their overall ... Objectives:Nurses working in critical care units may encounter substantial work-related strain,and elevated levels of stress can lead to burnout,ultimately impacting both the quality of nursing care and their overall working experience.This study aimed to assess job burnout and determine the factors that contribute to it among critical care nurses in the Eastern Province of Saudi Arabia.Methods:This study employed a descriptive,exploratory,cross-sectional research design.A total of 220 nurses employed in the critical care units of 5 private hospitals in the eastern region were selected for participation in this study using a convenience sample method.An electronic survey was distributed to critical care nurses in the Eastern Province who satisfied the specified inclusion criteria.The job burnout questionnaire utilized in this study was derived from previously conducted research,which has been established as a reliable and valid survey instrument.The process of data analysis was conducted utilizing the SPSS program.The scientific research conducted on human subjects adhered rigorously to all ethical considerations.Results:The highest percentage of nurses at the critical care units reported experiencing moderate levels of job burnout.Nurses exhibiting greater levels of professional experience demonstrated a statistically significant reduction in overall burnout scores when compared to their less experienced counterparts.Furthermore,within the realm of sociodemographic factors,it was found that the only significant independent predictor for job burnout was the level of experience among critical care nurses.Conclusions:The prevalence of burnout among nurses in critical care settings was found to be significant,with most participants reporting moderate levels of burnout which can yield significant ramifications for nurses and healthcare professionals.Consequently,healthcare organizations must accord primacy to the welfare of their staff and adopt proactive strategies to mitigate job burnout. 展开更多
关键词 critical care eastern province job burnout nurses PREDICTORS Saudi Arabia
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Mechanism and Implementation Panths of Low-Altitude Economy in Promoting Transformation and Upgrading of Tourism Industry in Zhejiang Province
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作者 Zhenzi GUO 《Asian Agricultural Research》 2025年第8期13-15,26,共4页
Taking Zhejiang Province as an example,this paper explores the mechanisms and implementation pathways through which the low-altitude economy drives the transformation and upgrading of the tourism industry.It finds tha... Taking Zhejiang Province as an example,this paper explores the mechanisms and implementation pathways through which the low-altitude economy drives the transformation and upgrading of the tourism industry.It finds that the low-altitude economy can effectively promote the development of high-end and diversified tourism in Zhejiang by innovating tourism formats,optimizing resource allocation,and enhancing tourist experiences.Besides,it analyzes the current development status of the low-altitude economy in Zhejiang and its potential for integration with tourism,revealing specific enabling pathways for tourism transformation,including low-altitude sightseeing,aviation tourism,and low-altitude sports.Finally,it proposes policy recommendations such as strengthening policy support,enhancing infrastructure development,and cultivating market entities.The findings aim to provide theoretical references and practical guidance for the high-quality development of tourism in Zhejiang Province. 展开更多
关键词 LOW-ALTITUDE ECONOMY Transformation and upgrading of the tourism industry Action MECHANISM IMPLEMENTATION path ZHEJIANG province
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Investigation and Analysis of Farmers'Livelihood Capitals in Ecological Development Area of Northern Guangdong Province:A Case Study of Yangshan County
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作者 Jinguo HUANG Xi HUANG +1 位作者 Chengchao WANG Xizhi WANG 《Asian Agricultural Research》 2025年第8期9-12,共4页
Investigation and analysis of the current status of farmers'livelihood capital and promptly discovering and solving problems in farmers'livelihood development are of great practical significance for optimizing... Investigation and analysis of the current status of farmers'livelihood capital and promptly discovering and solving problems in farmers'livelihood development are of great practical significance for optimizing farmers'livelihood strategies and enhancing farmers'livelihood sustainable development capability.Based on the framework of sustainable livelihood analysis,taking Yangshan County as an example,this paper uses field surveys,questionnaires and interviews to summarize and analyze the current status and characteristics and main problems of local farmers'livelihood capitals on the basis of the data of 628 farmer samples.It proposes countermeasures for future development of farmers'livelihoods.Implementing these strategies will be helpful for improving the livelihoods capital structure of farmers'and enhancing their sustainable development capability. 展开更多
关键词 LIVELIHOOD capitals Investigation and analysis Future DEVELOPMENT strategy Ecological DEVELOPMENT area of NORTHERN GUANGDONG province
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An Empirical Analysis of Factors Influencing the Tourism Economy in Henan Province
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作者 Pingping WANG Liang ZHAO 《Asian Agricultural Research》 2025年第11期25-28,共4页
[Objectives]To study the factors influencing the tourism economy in Henan Province.[Methods]Using tourism-related data from Henan Province covering the period from 2000 to 2020,this study constructs a regression model... [Objectives]To study the factors influencing the tourism economy in Henan Province.[Methods]Using tourism-related data from Henan Province covering the period from 2000 to 2020,this study constructs a regression model based on multivariate statistical methods to investigate the determinants of the tourism economy.The dependent variable in the model is the domestic tourism revenue of Henan Province,while the independent variables comprise the number of tourist arrivals,total operational railway mileage,the number of travel agencies,and the per capita disposable income of urban residents.[Results]Both the total railway mileage and the per capita disposable income of urban residents are the primary factors influencing the development of Henan's tourism economy.[Conclusions]It is recommended to reduce uncertainty and liquidity constraints to mitigate residents'precautionary savings behavior,actively expand domestic demand to leverage tourism as an economic driver,and improve infrastructure to support tourism development. 展开更多
关键词 HENAN province TOURISM ECONOMY Influencing factors MULTIVARIATE statistical analysis
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Erratum to:Reactivation mechanisms of the ancient Dahekou landslide in Hanzhong town,Shaanxi Province,China
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作者 NAN Kai LUO Yonghong +2 位作者 XU Qiang ZHAO Bo SONG Huaying 《Journal of Mountain Science》 2025年第4期1516-1516,共1页
The original online version https://doi.org/10.1007/s11629-024-9130-x has wrong title.The correct title for this article should be“Reactivation mechanisms of the ancient Dahekou landslide in Hanzhong City,Shaanxi Pro... The original online version https://doi.org/10.1007/s11629-024-9130-x has wrong title.The correct title for this article should be“Reactivation mechanisms of the ancient Dahekou landslide in Hanzhong City,Shaanxi Province,China”. 展开更多
关键词 Dahekou landslide reactivation mechanisms Shaanxi province dahekou landslide ancient landslide Hanzhong China
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Trends Analysis on Vaccination Coverage of Influenza in Shandong Province,China
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作者 Guijie Luan Liang Sun +2 位作者 Weiyan Zhang Yao Liu Shaonan Liu 《Biomedical and Environmental Sciences》 2025年第7期881-884,共4页
Influenza is a significant global public health challenge,with seasonal epidemics imposing substantial burdens on healthcare systems and vulnerable populations,causing 3 to 5 million severe cases and 290,000 to 650,00... Influenza is a significant global public health challenge,with seasonal epidemics imposing substantial burdens on healthcare systems and vulnerable populations,causing 3 to 5 million severe cases and 290,000 to 650,000 respiratory-related deaths worldwide each year[1].Vaccines are an effective means of preventing influenza.In recent years,China has made progress in vaccine development and immunization strategies.The population is recommended to receive influenza vaccines annually;however,their coverage remain suboptimal[2].The World Health Organization(WHO)highlights that all countries should consider implementing seasonal influenza immunization programs,with priority groups determined based on local epidemiological contexts.In alignment with the Immunization Agenda 2030,the use of seasonal influenza vaccines contributes to strengthening the life course of immunization and serves as a critical component for addressing influenza pandemics,as outlined in the WHO Global Influenza Strategy 2019-2030. 展开更多
关键词 vaccination coverage seasonal epidemics INFLUENZA Shandong province influenza vaccines public health China healthcare systems
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Groundwater resources exploitation management in response to water scarcity challenges in Khuzestan Province,Iran
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作者 Marsa Bahiraie Seiyed Mossa Hosseini Bahareh Hossein-Panahi 《Journal of Groundwater Science and Engineering》 2025年第3期268-285,共18页
Water scarcity in Khuzestan Province,Iran,has attracted growing concerns despite the region's abundant water resources.The province predominantly relies on surface water,prompting an assessment of groundwater'... Water scarcity in Khuzestan Province,Iran,has attracted growing concerns despite the region's abundant water resources.The province predominantly relies on surface water,prompting an assessment of groundwater's potential to supplement water supplies during surface water shortages.This study assesses the province's groundwater availability and quality under increased exploitation conditions.Between 2008 and 2018,data on groundwater quantity and quality were collected from 204 exploration wells and 70 piezometric wells across 19 aquifers.The analysis revealed that 53%of aquifers in the eastern and northeastern regions experienced declining groundwater levels.Hydrochemical assessments indicated low concentrations of major ions in the northeastern,while high levels were observed from the central region towards the southeast.These variations were attributed to agricultural and industrial activities,seawater intrusion,and the influences of evaporation and geological factors.The dominant hydrochemical facies identified were of the Ca-Cl type.Water quality classification showed that 48%of groundwater samples fell within the C4S4-C4S1 category,primarily in the western,central,and southern regions,while 27%were classified as C3S2,C3S1,and 25%as C2S1,mainly in the northern and eastern regions.The Irrigation WWater Quality(IWQ)index indicated that many samples were suitable for irrigation.Additionally,the analysis potable groundwater was primarily found in the northern,northeastern,and eastern aquifers,with quality declining toward the south.The study highlights that certain aquifers in the northern and eastern regions offer greater potential for sustainable groundwater exploitation during water shortages.These findings provide valuable insights for on how to implement effective land and water management strategies to mitigate future water crises. 展开更多
关键词 Groundwater level Groundwater quantity Hydro-geochemistry Irrigation water Drinking water Khuzestan province GIS-based maps
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Whole-Genome Phylogeny of Brucella melitensis Isolates from Gansu Province,China
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作者 Xiaoyan Zhou Pinggui Wang +7 位作者 Qingqing Xu Yu Feng Dingsheng Wang Qi Zhao Lixia Niu Minghui Ma Aiwei He Hai Jiang 《Biomedical and Environmental Sciences》 2025年第7期873-876,共4页
Brucellosis is a zoonosis that causes economic losses worldwide,as well as human morbidity and poverty.It is caused by Brucella spp.,which are animal pathogens~([1]).Among the 13 identified species,Brucella melitensis... Brucellosis is a zoonosis that causes economic losses worldwide,as well as human morbidity and poverty.It is caused by Brucella spp.,which are animal pathogens~([1]).Among the 13 identified species,Brucella melitensis is the most common and is frequently isolated from both humans and livestock~([2]). 展开更多
关键词 BRUCELLOSIS Gansu province human morbidity whole genome phylogeny animal pathogens Brucella melitensis China economic losses
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Enjoyed Study Tour in Zhejiang Province and Shanghai
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作者 Zhao Zhenyu(Text/Photos) 《China's Tibet》 2025年第4期F0002-F0002,共1页
On May 26,40 teachers and students from the graduating class of the Buddhist Academy of Xizang in Lhasa embarked on a teaching practice and national condition study tour in Zhejiang and Shanghai.
关键词 Zhejiang province study tour national condition study Buddhist Academy Xizang TEACHERS teaching practice SHANGHAI STUDENTS
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Current Situation,Challenges,and Countermeasures for the Development of Higher Education in Heilongjiang Province
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作者 Chuanli Wei Yuhan Ma 《Journal of Contemporary Educational Research》 2025年第7期389-399,共11页
High-quality development of higher education is the key to high-quality economic and social development in Heilongjiang Province.Strong education is a strategic project for the development of a high-quality population... High-quality development of higher education is the key to high-quality economic and social development in Heilongjiang Province.Strong education is a strategic project for the development of a high-quality population,and high-quality education is the key to improving the overall quality of the population.The current northeastern region is in a critical period of comprehensive revitalization,there is an urgent need for education,science and technology,and human resources to provide a trinity of all-round,multi-factor support.It is essential for colleges and universities in Northeast China to consolidate their strengths,apply targeted efforts,and serve the Party and the state by playing a renewed and more prominent role within the broader strategic context.In light of the comprehensive revitalization of the Northeast,identifying the challenges facing higher education in Heilongjiang Province and proposing appropriate development pathways has become a pressing and widely discussed issue in both academic and practical circles. 展开更多
关键词 Higher education High-quality development Heilongjiang province CHALLENGE COUNTERMEASURE
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The Automotive Economy of Shiyan,Hubei Province
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作者 Wan Zewei 《China's Foreign Trade》 2025年第4期54-56,共3页
Shiyan,located in the northwestern part of Hubei Province,China,is a city with a population of approximately 3.2 million.As a prefecture-level city,Shiyan is known for its mountainous terrain and rich natural resource... Shiyan,located in the northwestern part of Hubei Province,China,is a city with a population of approximately 3.2 million.As a prefecture-level city,Shiyan is known for its mountainous terrain and rich natural resources.Historically,Shiyan has been a strategic transportation hub connecting Hubei,Shaanxi,and Chongqing. 展开更多
关键词 mountainous terrain prefecture level city strategic location Shiyan automotive economy natural resources Hubei province transportation hub
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Tick-borne Wuhan mivirus and Lihan tick virus in Rhipicephalus microplus in Guizhou Province,China
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作者 Jixia Tang Qiu Chen +10 位作者 Jiao Meng Shenchun Wu Chaomin Zhou Yisong Dai Xingxing Chen Jiafu Jiang Sun Yi Wuchun Cao Fuxun Yu Jiahong Wu Lin Zhan 《Asian Pacific Journal of Tropical Medicine》 2025年第5期210-217,共8页
Objective:To uncover the characteristics of tick-borne viruses in Guizhou Province.Methods:A total of 414 Rhipicephalus microplus were collected from 5 counties in Guizhou Province,China from August 2022 to October 20... Objective:To uncover the characteristics of tick-borne viruses in Guizhou Province.Methods:A total of 414 Rhipicephalus microplus were collected from 5 counties in Guizhou Province,China from August 2022 to October 2023.A group of 12 ticks from each study sites was sequenced by next generation sequencing.Results:8 contigs of Wuhan mivirus(Chuviridae,Mivirus)with the length of 2094 bp to 11580 bp and 4 contigs of Lihan tick virus(Phenuiviridae,Uukuvirus)with the length of 1401 bp to 7080 bp were obtained,respectively.The prevalence rate of Wuhan mivirus and Lihan tick virus was 51.98%and 11.30%,respectively.The identities of gene sequences of both Wuhan mivirus and Lihan tick virus were 94%-100%compared with sequences in the National Center for Biotechnology Information.The phylogenetic analysis indicated that the Wuhan mivirus detected in this study was in the same branch with the Wuhan mivirus of Sichuan isolate TIGMIC-27(NCBI Accession:OP628598)and Zhejiang isolate TIGMIC-45(NCBI Accession:OP628613).In addition,the Lihan tick virus was in the same branch with the Sichuan Lihan tick virus isolate TIGMIC-46(NCBI Accession:ON812358).Conclusions:Both Wuhan mivirus and Lihan tick virus were prevalent in Rhipicephalus microplus in Guizhou Province.More studies are needed to understand the pathogenicity and public health threats of these tick-borne viruses. 展开更多
关键词 Tick-borne virus Wuhan mivirus Lihan tick virus Rhipicephalus microplus METAGENOMICS Guizhou province
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Spatial-temporal Dynamics of Tuberculosis and Its Association with Meteorological Factors and Air Pollution in Shaanxi Province,China
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作者 Hengliang Lyu Xihao Liu +6 位作者 Hui Chen Xueli Zhang Feng Liu Zitong Zheng Hongwei Zhang Yuanyong Xu Wenyi Zhang 《Biomedical and Environmental Sciences》 2025年第7期867-872,共6页
Tuberculosis(TB)remained the first leading cause of death from a single infectious agent worldwide in 2023,resulting in nearly twice as many deaths as those caused by the human immunodeficiency virus/acquired immune d... Tuberculosis(TB)remained the first leading cause of death from a single infectious agent worldwide in 2023,resulting in nearly twice as many deaths as those caused by the human immunodeficiency virus/acquired immune deficiency syndrome.An estimated 10.8 million TB cases were reported globally in 2023,with approximately 1.25 million associated deaths.In China,which ranks third in the global TB burden,there were approximately 741,000 new cases and 25,000 deaths in 2023^([1]).TB poses a significant threat to human health worldwide. 展开更多
关键词 air pollution TUBERCULOSIS Shaanxi province meteorological factors China spatial temporal dynamics
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Exploration and Practice of Biodiversity Investment and Financing in Jilin Province and Policy Optimization
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作者 Lijie DUAN Dongqiu LI 《Meteorological and Environmental Research》 2025年第3期27-32,共6页
Biodiversity is closely related to human well-being and is an important foundation for human survival and development.Currently,there is a significant funding gap in biodiversity conservation in various regions.How to... Biodiversity is closely related to human well-being and is an important foundation for human survival and development.Currently,there is a significant funding gap in biodiversity conservation in various regions.How to leverage financial resources in key areas such as financial support for biodiversity conservation,value conversion of ecological products,and green inclusive finance has become an increasingly concerned field and an actively explored direction.This article reviews the relevant policies that have been issued in Jilin Province regarding biodiversity conservation,providing guidance for the formulation of investment and financing policies.In practice,Jilin Province has explored investment and financing models through multiple channels.In terms of finance,it has strengthened the coordination of financial resources at all levels in accordance with the principle of matching fiscal powers and expenditure responsibilities,and increased support for biodiversity conservation through existing funding channels.At the same time,it has actively studied the establishment of market-oriented and socialized investment and financing mechanisms and encouraged the participation of social capital.Through the research on the investment and financing policies and practices for biodiversity in Jilin Province,this article analyzes the existing bottlenecks in green finance support for biodiversity,aiming to provide reference for further improving relevant policies,optimizing the allocation and use of funds,and enhancing the level of biodiversity conservation. 展开更多
关键词 BIODIVERSITY Green finance Investment and financing PRACTICE Jilin province
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Geochemistry and formation conditions of the Domanik sediments(Semiluksk horizon)in the Volga-Ural petroleum province,Russia
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作者 Alexey Khayuzkin Vladimir Morozov +7 位作者 Anton Kolchugin Yousef Ibrahem Eduard Korolev Alexey Eskin Timur Zakirov Evgeniya Morozova Nafis Nazimov Flera Gazeeva 《Petroleum Science》 2025年第2期607-626,共20页
The study reconstructs the Upper Devonian Domanik sedimentation conditions using geochemical studies.Domanik sediments,the subject of study,are being developed in Russia's Volga-Ural petroleum province.Core sample... The study reconstructs the Upper Devonian Domanik sedimentation conditions using geochemical studies.Domanik sediments,the subject of study,are being developed in Russia's Volga-Ural petroleum province.Core samples have been collected from the South Tatar arch and the Birskaya saddle,totaling four wells.Macroscopic description,optical microscopic petrographic examination,X-ray analysis,X-ray fluorescence analysis,inductively coupled plasma mass spectrometry(ICP-MS),simultaneous thermal analyses,scanning electronic microscopy(SEM),Rock-Eval pyrolytic studies,and correlation analysis were among the methods used in the study.Carbonate rocks,carbonate-siliceous rocks enriched with organic matter,and carbonate breccias are the main identified lithotypes.The predominant rock-forming mineral in carbonate-siliceous rocks enriched with organic matter is quartz(chalcedony)of authigenic genesis.The lack of co rrelation between organic matter concentration and quartz,as well as the results of simultaneous thermal studies and SEM,suggest that quartz is present in both biogenic and chemogenic forms.The proxies Cd/Mo and Co x Mn were used for proving variable hydrodynamic conditions in the Domanik sediments sea:sediments were deposited under both stationary and seasonal upwelling conditions.The major bioproductivity of the Domanik sea was also influenced by hydrothermal activity.The proxy(Fe+Mn)/Ti data and the results of the rock genesis evaluation using the Zn-Ni-Co triangle diagram confirm this.The presence of hydrothermal fluids not only improved primary production in the paleobasin,but it additionally provided silica,as evidenced by the strong relationship between silica and exhalation components in carbonate-siliceous rocks.Volcanic activity had a slight impact on Domanik sediment genesis.Anoxia and euxinia in the Domanik sea were indicated by proxy U/Th-TOC and V/CrTOC data,as well as behavior of U-EF and Mo-EF on the covariation plot,which influenced organic matter burial in the sediments.Simultaneously,the terrigenous intake was limited.Carbonate breccias,which are common in the Domanik sediments section,developed as a result of the gravitational transfer of carbonate fragments into the carbonate-siliceous material,which might be driven by earthquakes. 展开更多
关键词 Domanik Devonian black shales Source rocks Siliceous rocks Volga-Ural petroleum province Depositional settings
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Impact and zoning of production-living-ecological spaces changes on carbon balance:Evidence from Shandong province, China
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作者 LIU Chao XU Yueqing JI Zhengxin 《Journal of Geographical Sciences》 2025年第2期293-314,共22页
Changes in production-living-ecological spaces(PLES) profoundly affect the global carbon cycle, further challenging socio-ecological system sustainability. However, the impacts of PLES changes on carbon balance have b... Changes in production-living-ecological spaces(PLES) profoundly affect the global carbon cycle, further challenging socio-ecological system sustainability. However, the impacts of PLES changes on carbon balance have been insufficiently discussed under a spatial heterogeneity perspective, resulting in an inadequate understanding of green development. This paper quantified the dynamics of PLES using the transfer matrix method and assessed the carbon balance computed by the ecological support coefficient of carbon emissions(ESC) in Shandong province from 2000 to 2020. The impacts of PLES changes on ESC were further investigated using a geographically weighted regression model. On this basis, carbon balance zones were delineated through cluster analysis. The results indicated that both production and ecological spaces decreased while the living space increased during 2000-2020. Carbon emissions increased and its sequestration decreased. As a result, ESC initially increased and then decreased, exhibiting apparent spatial clustering. The impact of different PLES transfer changes on ESC varies across county sites, with production→living space having the most significant impact on regional ESC and ecology→living space having the most negligible impact. Finally, six types of carbon balance zones were established to reduce carbon emissions. The findings are expected to support policy implementations for reducing carbon emissions and optimizing territorial development through low-carbon land use. 展开更多
关键词 carbon emission carbon sequestration land use spatial heterogeneity Shandong province
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Innovative Research on the Development of Higher Education in Heilongjiang Province Serving the“Opening-Up to the North”Strategy
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作者 Zhiyong Fan 《Journal of Contemporary Educational Research》 2025年第10期294-299,共6页
As a pivotal frontier in China’s“Opening-Up to the North”strategy,the supportive and leading role of higher education in Heilongjiang Province is crucial.From a geo-strategic perspective,systematically analyzing th... As a pivotal frontier in China’s“Opening-Up to the North”strategy,the supportive and leading role of higher education in Heilongjiang Province is crucial.From a geo-strategic perspective,systematically analyzing the realistic foundation,core opportunities,and challenges faced by Heilongjiang’s higher education in serving this strategy is a call of the times.Addressing current prominent issues-such as the misalignment between the structure of academic disciplines and strategic needs,insufficient depth in the integration of industry,academia,research,and application,and an underdeveloped ecosystem for international education-requires innovative approaches.These include optimizing the disciplinary cluster system,innovating talent cultivation models,building high-level new think tanks,and creating a resilient international ecosystem.Such measures aim to enhance the support capacity and contribution of higher education to the“Opening-Up to the North”strategy. 展开更多
关键词 Opening-Up to the North Higher education Disciplinary clusters Geo-strategy Heilongjiang province
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Machine learning-based nomogram for predicting depressive symptoms in women:A cross-sectional study in Guangdong Province,China
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作者 Jia-Min Chen Mei Rao +4 位作者 Yu-Ting Wei Qiong-Gui Zhou Jun-Long Tao Shi-Bin Wang Bo Bi 《World Journal of Psychiatry》 2025年第8期281-300,共20页
BACKGROUND Female depression is a prevalent and increasingly recognized mental health issue.Due to cultural and social factors,many female patients still face challenges in diagnosis and treatment,and traditional asse... BACKGROUND Female depression is a prevalent and increasingly recognized mental health issue.Due to cultural and social factors,many female patients still face challenges in diagnosis and treatment,and traditional assessment methods often fail to identify high-risk individuals accurately.This highlights the necessity of developing more precise predictive tools.Utilizing machine learning(ML)algorithms to construct predictive models may overcome the limitations of traditional methods,providing more comprehensive support for women’s mental health.AIM To construct an ML-nomogram hybrid model that translates multivariate risk predictors of female depressive symptoms into actionable clinical scoring thresholds,optimizing predictive accuracy and interpretability for healthcare applications.METHODS We analyzed data from 7609 female participants aged 18 to 85 years from the Guangdong Provincial Sleep and Psychosomatic Health Survey.Sixteen variables,including anxiety symptoms,insomnia,chronic diseases,exercise habits,and age,were selected based on prior literature and comprehensively incorporated into ML models to maximize predictive information utilization.Three ML algorithms,extreme gradient boosting,support vector machine,and light gradient boosting machine,were employed to construct predictive models.Model performance was evaluated using accuracy,precision,recall,F1 score,and area under the curve(AUC).Feature importance was interpreted using SHapley Additive exPlanations(SHAP),with ablation studies validating the impact of the top five SHAPderived features on predictive performance,and a nomogram was constructed based on these prioritized predictors.Clinical utility was assessed through decision curve analysis.RESULTS The prevalence of depressive symptoms was 6.8%among the sample.The evaluation of predictive models revealed that light gradient boosting machine achieved a top-performing AUC of 0.867,placing it ahead of extreme gradient boosting(AUC=0.862)and support vector machine(AUC=0.849).SHAP analysis identified insomnia,anxiety symptoms,age,chronic disease,and exercise as the top five predictors.The nomogram based on these features demonstrated excellent discrimination(AUC=0.910)and calibration,with significant net benefits in decision curve analysis compared to baseline strategies.The model effectively stratifies depressive symptoms risk,facilitating personalized and quantitative assessments in clinical settings.We also developed an interactive digital version of the nomogram to facilitate its application in clinical practice.CONCLUSION The ML-based model effectively predicts depressive symptoms in women,identifying insomnia,anxiety symptoms,age,chronic diseases,and exercise as key predictors,offering a practical tool for early detection and intervention. 展开更多
关键词 Depressive symptoms Women’s mental health Machine learning Predictive modeling SHapley Additive exPlanations NOMOGRAM Guangdong province
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Spatio-temporal evolution of rural industry and ecology based on perspective of symbiosis theory: Insights from Jiangxi Province, China
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作者 ZHOU Dabao XU Liting +4 位作者 LI Wenziyi XU Yu FENG Xinghua FU Yu ZHONG Yexi 《Journal of Mountain Science》 2025年第11期4223-4241,共19页
Rural industrial development and ecological civilization transformation are crucial to China's comprehensive advancement of rural revitalization. However, many regions still face the issue of a conflict between ec... Rural industrial development and ecological civilization transformation are crucial to China's comprehensive advancement of rural revitalization. However, many regions still face the issue of a conflict between economic development and ecological protection. Symbiosis theory provides a new perspective for understanding the interactive relationship of rural industry and ecology(RIE). Jiangxi Province, one of China's first national pilot zones for ecological conservation, exemplifies rural areas' typical challenges in balancing industrial development and ecological protection, and has been selected as the study area. By integrating the characteristics of RIE with symbiosis theory, a comprehensive RIE assessment framework was constructed. The comprehensive model, spatial autocorrelation method, and symbiosis theory model were employed to address the spatio-temporal evolution characteristics of RIE, reveal the symbiotic relationship(SR) and the symbiosis types of RIE, and explore the path of symbiotic development between RIE. Results indicated that:(1) Since 2015, RIE has shown an upward trend, with regional differences in ecological development levels gradually shrinking. Significant spatial correlation and agglomeration characteristics exist, but a coordinated regional development pattern has not yet emerged.(2) Overall, the symbiosis degree(SD) between RIE showed a positive trend with narrowing gaps, the symbiosis coefficient(SC) of industry to ecology converged to 0.5 under a positive asymmetric mutualism(PAM) mode, suggesting that their relationship tended to be coordinated. Specifically, rural ecology grew increasingly influential on industry in most counties.(3) Rural areas were classified into different types led by industry-dominated PAM, and various optimization paths were proposed. Future efforts should promote the equalization of the interaction forces between RIE according to local conditions. 展开更多
关键词 Rural industry and ecology Symbiosis theory Symbiotic relationship Spatio-temporal evolution Rural revitalization Jiangxi province
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A new species of the genus Khorata Huber,2005 from Fujian Province,China(Araneae:Pholcidae)
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作者 WANG Zhong-Jing YAO Yan-Bin +1 位作者 SHI Ying-Ying LIU Ke-Ke 《蛛形学报》 2025年第1期38-42,共5页
A new pholcid spider species,Khorata qunzhen Yao&Liu,sp.nov.,is described from Tianmen Moun-tain,Yangxi Village,Geling Town,Yongtai County,Fuzhou City,Fujian Province.Photographs and distribution map of this speci... A new pholcid spider species,Khorata qunzhen Yao&Liu,sp.nov.,is described from Tianmen Moun-tain,Yangxi Village,Geling Town,Yongtai County,Fuzhou City,Fujian Province.Photographs and distribution map of this species are provided in the present study. 展开更多
关键词 Pholcid spiders Fujian province TAXONOMY new species
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