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Presentation of machine learning methods to determine the most important factors affecting road traffic

Frontiers of Structural and Civil Engineering   Pages 657-666 doi: 10.1007/s11709-022-0827-z

Abstract: The purpose of this research was to develop statistical and intelligent models for predicting the severity of road traffic accidents (RTAs) on rural roads. Multiple Logistic Regression (MLR) was used to predict the likelihood of RTAs. For more accurate prediction, Multi-Layer Perceptron (MLP) and Radius Basis Function (RBF) neural networks were applied. Results indicated that in MLR, the model obtained from the backward method with the correct percent of 84.7% and R2 value of 0.893 was the best method for predicting the likelihood of RTAs. Also, MLR showed that the variables of not paying attention to the front not paying attention to the frontroad ahead, followed byand then vehicle-motorcycle/bike accidents were the greatest problems. Among the models, MLP had a better performance, so that the prediction accuracy of MLR, MLP, and RBF were 84.7%, 96.7%, and 92.1%, respectively. MLP model, due to higher accuracy, showed that the variable of reason of accident had the highest effect on the prediction of accidents, and considering MLR results, the variables of not paying attention to the front and then vehicle-motorcycle/bike accidents had the most influence on the occurrence of accidents. Therefore, motorcyclists and cyclists are more prone to accidents, and appropriate solutions should be adopted to enhance their safety.

Keywords： safety     rural accidents     multiple logistic regression     artificial neural networks    

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Elements’ important ranking of China drug safety management system: applying the non-structural

Xiaoping ZHENG, Xiaocui WANG, Tingkuan ZHONG,

Frontiers of Chemical Science and Engineering 2010, Volume 4, Issue 3,   Pages 290-299 doi: 10.1007/s11705-009-0283-5

Abstract: Drug safety management is an important issue in China drug management system and attracts great attentionsIn order to reduce drug incident, this study discusses some important elements associated with ChinaBesides, a methodology for rating the important elements is described and applied.The results indicate that the sample systems are the most important in these important elements, andThis study not only points out the important ranking of the pivotal elements in China drug safety management

Keywords： management system     different     management     important ranking     non-structural fuzzy    

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Genomic regions under selection for important traits in domestic horse breeds

Xuexue LIU, Yuehui MA, Lin JIANG

Frontiers of Agricultural Science and Engineering 2017, Volume 4, Issue 3,   Pages 289-294 doi: 10.15302/J-FASE-2017155

Abstract: studies and genome wide analyses to identify the genomic regions targeted by positive selection for four important

Keywords： horse     coat color     racing performance     gait     height    

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Recent advances in understanding genetic variants associated with economically important traits in sheep

Song-Song XU, Meng-Hua LI

Frontiers of Agricultural Science and Engineering 2017, Volume 4, Issue 3,   Pages 279-288 doi: 10.15302/J-FASE-2017151

Abstract: Sheep are one of the most economically important domesticated animals for human society.Additionally, comprehensive information on functional genes and genetic variants associated with economically important

Keywords： sheep     high-throughput screening     productive traits     genome-wide studies    

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Five important issues in the present field of knowledge discovery

Yang Bingru

Strategic Study of Chinese Academy of Engineering 2009, Volume 11, Issue 4,   Pages 76-83

Abstract:

In this paper, the author summarized and proposed five important issuesin the present field of knowledge discovery and data mining, which comprise two important core issues, two conjectures, challenge issues in mainstream development, important issues of relevant fields in

Keywords： important core issues in KD     conjectures in KD     challenge issues in KD     protein secondary structure prediction    

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Sclerosing cholangitis in critically ill patients: an important and easily ignored problem based on a

Ting Lin, Kai Qu, Xinsen Xu, Min Tian, Jie Gao, Chun Zhang, Ying Di, Yuelang Zhang, Chang Liu

Frontiers of Medicine 2014, Volume 8, Issue 1,   Pages 118-126 doi: 10.1007/s11684-014-0306-6

Abstract:

Intensive care unit (ICU) is important in the rehabilitation of critically ill patients.

Keywords： intensive care unit     sclerosing cholangitis     ischemic injury     prognosis     systemic review    

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Clinical factors associated with composition of lung microbiota and important taxa predicting clinical

Frontiers of Medicine 2022, Volume 16, Issue 3,   Pages 389-402 doi: 10.1007/s11684-021-0856-3

Abstract: Few studies have described the key features and prognostic roles of lung microbiota in patients with severe community-acquired pneumonia (SCAP). We prospectively enrolled consecutive SCAP patients admitted to ICU. Bronchoscopy was performed at bedside within 48 h of ICU admission, and 16S rRNA gene sequencing was applied to the collected bronchoalveolar lavage fluid. The primary outcome was clinical improvements defined as a decrease of 2 categories and above on a 7-category ordinal scale within 14 days following bronchoscopy. Sixty-seven patients were included. Multivariable permutational multivariate analysis of variance found that positive bacteria lab test results had the strongest independent association with lung microbiota (R2=0.033; P=0.018), followed by acute kidney injury (AKI; R2=0.032; P=0.011) and plasma MIP-1β level (R2=0.027; P=0.044). Random forest identified that the families Prevotellaceae, Moraxellaceae, and Staphylococcaceae were the biomarkers related to the positive bacteria lab test results. Multivariable Cox regression showed that the increase in α-diversity and the abundance of the families Prevotellaceae and Actinomycetaceae were associated with clinical improvements. The positive bacteria lab test results, AKI, and plasma MIP-1β level were associated with patients’ lung microbiota composition on ICU admission. The families Prevotellaceae and Actinomycetaceae on admission predicted clinical improvements.

Keywords： severe community-acquired pneumonia     lung microbiota     clinical improvements     7-category ordinal scale     Prevotellaceae    

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Contact of surfaces and contact characteristics of offset surfaces

CAO Lixin, GONG Hu, LIU Jian

Frontiers of Mechanical Engineering 2008, Volume 3, Issue 3,   Pages 318-324 doi: 10.1007/s11465-008-0067-5

Abstract: research such as optimization of cutter location and calculation of the geometrical cusp height are importantThe research results indicate that the relative normal curvature is an important geometrical invariant

Keywords： relative     important geometrical     relationship     geometrical invariant     calculation    

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Screening of textile finishing agents available on the Chinese market: An important source of per- and

Mehvish Mumtaz, Yixiang Bao, Wenchao Li, Lingxiao Kong, Jun Huang, Gang Yu

Frontiers of Environmental Science & Engineering 2019, Volume 13, Issue 5, doi: 10.1007/s11783-019-1145-0

Abstract: This has been regarded as an important emission source of per-and polyfluoroalkyl substances (PFASs)

Keywords： Textile finishing agents     Kendrick mass defect     Total oxidizable precursor assay    

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Identification of genome regions and important variations associated with expression level of

Ye HOU,Lu JING,Yunxia ZHAO,Sheng WANG,An LIU,Shuhong ZHAO,Xinyun LI

Frontiers of Agricultural Science and Engineering 2015, Volume 2, Issue 3,   Pages 237-241 doi: 10.15302/J-FASE-2015057

Abstract: Meat quality is one of the most important economic traits in pig breeding.

Keywords： pig     IMF     pH     MYH1     MYH2     MYH4    

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COVID-19 containment: China provides important lessons for global response

Shuxian Zhang, Zezhou Wang, Ruijie Chang, Huwen Wang, Chen Xu, Xiaoyue Yu, Lhakpa Tsamlag, Yinqiao Dong, Hui Wang, Yong Cai

Frontiers of Medicine 2020, Volume 14, Issue 2,   Pages 215-219 doi: 10.1007/s11684-020-0766-9

Abstract: It is really important to take collaborative actions now to save more lives from the pandemic of COVID

Keywords： coronavirus disease 2019 (COVID-19)     control measure     public health response    

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Identification of important precursors and theoretical toxicity evaluation of byproducts driving cytotoxicity

Qian-Yuan Wu, Yi-Jun Yan, Yao Lu, Ye Du, Zi-Fan Liang, Hong-Ying Hu

Frontiers of Environmental Science & Engineering 2020, Volume 14, Issue 2, doi: 10.1007/s11783-019-1204-6

Abstract: This study aimed to identify the important precursors of chlorination by measuring DBP formation fromTherefore, aspartic acid and asparagine are important precursors for toxicity and their concentrations

Keywords： Chlorination     Dichloroacetonitrile     Aspartic acid     Asparagine     Toxicity index    

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Hydraulic properties of typical salt-affected soils in Jiangsu Province, China

CHEN Xiaomin, SHEN Qirong, XU Yangchun

Frontiers of Environmental Science & Engineering 2007, Volume 1, Issue 4,   Pages 443-447 doi: 10.1007/s11783-007-0070-9

Abstract: It is important to characterize the hydraulic properties of this reclaimed land to be able to predict

Keywords： hydraulic     Jiangsu Province     coastline     important     reclaimed    

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Cultivating innovation capability of enterprise is an important task of Sutong Bridge construction

You Qingzhong

Strategic Study of Chinese Academy of Engineering 2009, Volume 11, Issue 3,   Pages 4-7

Abstract: This paper also claims that key project construction is an important resource to enhance national capability

Keywords： Sutong Bridge     project     innovation     enterprises    

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Important Direction of Superluminal Speed Research""> A Brief Comment on "Negative Energy Problem-An Important Direction of Superluminal Speed Research"

耿天明

Strategic Study of Chinese Academy of Engineering 2001, Volume 3, Issue 7,   Pages 94-94

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Title Author Date Type Operation

Presentation of machine learning methods to determine the most important factors affecting road traffic

Journal Article

Elements’ important ranking of China drug safety management system: applying the non-structural

Xiaoping ZHENG, Xiaocui WANG, Tingkuan ZHONG,

Journal Article

Genomic regions under selection for important traits in domestic horse breeds

Xuexue LIU, Yuehui MA, Lin JIANG

Journal Article

Recent advances in understanding genetic variants associated with economically important traits in sheep

Song-Song XU, Meng-Hua LI

Journal Article

Five important issues in the present field of knowledge discovery

Yang Bingru

Journal Article

Sclerosing cholangitis in critically ill patients: an important and easily ignored problem based on a

Ting Lin, Kai Qu, Xinsen Xu, Min Tian, Jie Gao, Chun Zhang, Ying Di, Yuelang Zhang, Chang Liu

Journal Article

Clinical factors associated with composition of lung microbiota and important taxa predicting clinical

Journal Article

Contact of surfaces and contact characteristics of offset surfaces

CAO Lixin, GONG Hu, LIU Jian

Journal Article

Screening of textile finishing agents available on the Chinese market: An important source of per- and

Mehvish Mumtaz, Yixiang Bao, Wenchao Li, Lingxiao Kong, Jun Huang, Gang Yu

Journal Article

Identification of genome regions and important variations associated with expression level of

Ye HOU,Lu JING,Yunxia ZHAO,Sheng WANG,An LIU,Shuhong ZHAO,Xinyun LI

Journal Article

COVID-19 containment: China provides important lessons for global response

Shuxian Zhang, Zezhou Wang, Ruijie Chang, Huwen Wang, Chen Xu, Xiaoyue Yu, Lhakpa Tsamlag, Yinqiao Dong, Hui Wang, Yong Cai

Journal Article

Identification of important precursors and theoretical toxicity evaluation of byproducts driving cytotoxicity

Qian-Yuan Wu, Yi-Jun Yan, Yao Lu, Ye Du, Zi-Fan Liang, Hong-Ying Hu

Journal Article

Hydraulic properties of typical salt-affected soils in Jiangsu Province, China

CHEN Xiaomin, SHEN Qirong, XU Yangchun

Journal Article

Cultivating innovation capability of enterprise is an important task of Sutong Bridge construction

You Qingzhong

Journal Article

A Brief Comment on "Negative Energy Problem-An Important Direction of Superluminal Speed Research"

耿天明

Journal Article