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Optimization of causative factors using logistic regression and artificial neural network models for landslide susceptibility assessment in Ujung Loe Watershed, South Sulawesi Indonesia 被引量:12
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作者 Andang Suryana SOMA Tetsuya KUBOTA Hideaki MIZUNO 《Journal of Mountain Science》 SCIE CSCD 2019年第2期383-401,共19页
Landslide susceptibility maps(LSMs) play a vital role in assisting land use planning and risk mitigation. This study aims to optimize causative factors using logistic regression(LR) and an artificial neural network(AN... Landslide susceptibility maps(LSMs) play a vital role in assisting land use planning and risk mitigation. This study aims to optimize causative factors using logistic regression(LR) and an artificial neural network(ANN) to produce a LSM. The LSM is produced with 11 causative factors and then optimized using forward-stepwise LR(FSLR), ANN, and their combination(FSLR-ANN) until eight causative factors were found for each method. The ANN method produced superior validation results compared with LR. The ROC values for the training data set ranges between 0.8 and 0.9. On the other hand, validation with the percentage of landslide fall into LSM class high and very high, ANN method was higher(92.59%) than LR(82.12%). FSLR-ANN with nine causative factors gave the best validation results with respect to area under curve(AUC) values, and validation with the percentage of landslide fall into LSM class high and very high. In conclusion, ANN was found to be better than LR when producing LSMs. The best Optimization was combination of FSLR-ANN with nine causative factors and AUC success rate 0.847, predictive rate 0.844 and validation with landslide fall into high and very high class with 91.30%. It is an encouraging preliminary model towards a systematic introduction of FSLR-ANN model for optimization causative factors in landslide susceptibility assessment in the mountainous area of Ujung Loe Watershed. 展开更多
关键词 Optimized causative factor Landslide LOGISTIC Regression Artificial neural network Indonesia
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Causative Microorganisms Isolated from Patients with Intra-Abdominal Infections and Their Drug Resistance Profiles:An 11-Year(2011–2021)Single-Center Retrospective Study 被引量:2
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作者 DING Rui MA Rui Rui +10 位作者 LIU Ya Li ZHAO Ying GUO Li Na DOU Hong Tao SUN Hong Li LIU Wen Jing ZHANG Li WANG Yao LI Ding Ding YI Qiao Lian XU Ying Chun 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2023年第8期732-742,共11页
Objective To investigate the distribution and antimicrobial susceptibility of causative microorganisms recovered from patients with intra-abdominal infections(IAIs).Methods A total of 2,926 bacterial and fungal strain... Objective To investigate the distribution and antimicrobial susceptibility of causative microorganisms recovered from patients with intra-abdominal infections(IAIs).Methods A total of 2,926 bacterial and fungal strains were identified in samples collected from 1,679 patients with IAIs at the Peking Union Medical College Hospital between 2011 and 2021.Pathogenic bacteria and fungi were identified using matrix-assisted laser desorption/ionization time-of-flight mass spectrometry.Antimicrobial susceptibility testing(AST)was performed using the VITEK 2 compact system and the Kirby–Bauer method.AST results were interpreted based on the M100-Ed31 clinical breakpoints of the Clinical and Laboratory Standards Institute.Results Of the 2,926 strains identified,49.2%,40.8%,and 9.5%were gram-negative bacteria,gram-positive bacteria,and fungi,respectively.Escherichia coli was the most prevalent pathogen in intensive care unit(ICU)and non-ICU patients;however,a significant decrease was observed in the isolation of E.coli between 2011 and 2021.Specifically,significant decreases were observed between 2011 and 2021 in the levels of extended-spectrumβ-lactamase(ESBL)-producing E.coli(from 76.9%to 14.3%)and Klebsiella pneumoniae(from 45.8%to 4.8%).Polymicrobial infections,particularly those involving co-infection with gram-positive and gram-negative bacteria,were commonly observed in IAI patients.Moreover,Candida albicans was more commonly isolated from hospital-associated IAI samples,while Staphylococcus epidermidis had a higher ratio in community-associated IAIs.Additionally,AST results revealed that most antimicrobial agents performed better in non-ESBL-producers than in ESBL-producers,while the overall resistance rates(56.9%–76.8%)of Acinetobacter baumanmii were higher against all antimicrobial agents than those of other common gram-negative bacteria.Indeed,Enterococcus faecium,Enterococcus faecalis,S.epidermidis,and S.aureus were consistently found to be susceptible to vancomycin,teicoplanin,and linezolid.Similarly,C.albicans exhibited high susceptibility to all the tested antifungal drugs.Conclusion The distribution and antimicrobial susceptibility of the causative microorganisms from patients with IAls were altered between 2011 and 2021.This finding is valuable for the implementation of evidence-based antimicrobial therapy and provides guidance for the control of hospital infections. 展开更多
关键词 Intra-abdominal infection causative microorganisms Antimicrobial susceptibility testing Gram-negative bacteria Gram-positive bacteria
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Textual research of Wudu earthquake in 186 B.C. in Gansu Province, China and discussion on its causative structure
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作者 袁道阳 雷中生 +4 位作者 何文贵 熊振 葛伟鹏 刘兴旺 刘百篪 《Acta Seismologica Sinica(English Edition)》 CSCD 2007年第6期696-707,共12页
On the basis of the textual research on the historical earthquake data and the field investigation of Wudu earthquake occurred in 186 B.C., we suggest that the earthquake parameters drawn from the present earthquake c... On the basis of the textual research on the historical earthquake data and the field investigation of Wudu earthquake occurred in 186 B.C., we suggest that the earthquake parameters drawn from the present earthquake catalogs are not definite and amendments should be made. The heavily-damaged area of this earthquake should be located between Jugan township of Wudu County and Pingding township of Zhouqu County. Its epicenter should be in the vicinity of Lianghekou in Wudu County with a magnitude of about 7-7 1/4 and an intensity of about IX-X. The major axis direction of the heavily-damaged area should be in the WNW direction that is approximately consistent with the strike of the middle-east segment of Diebu-Bailongjiang active fault zone, and the origin time should match up to that of the latest paleoearthquake event [before (83±46) B.C.] obtained by the trench investigation. Certain seismic rupture evidences are still preserved on this fault segment. Therefore, we propose on the basis of comprehensive analysis that the causative structure of the M 7-7 1/4 Wudu earthquake in 186 B.C. should be in the middle-east segment of Diebu-Bailongjiang active fault zone. 展开更多
关键词 Wudu earthquake in 186 B.C. textual research of historical earthquake causative structure Diebn-Bailongjiang fault zone
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Study of Applying Cognitive Linguistic Theory into Japanese Grammar Teaching——Taking Causative Sentence as an Example
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作者 Zhang Yu 《International Journal of Technology Management》 2016年第5期7-9,共3页
The traditional Japanese grammar teaching often only pays attention to the interpretation of syntax and the integrity of grammar structure. This violates the cultivation of communicative competence, and is not in conf... The traditional Japanese grammar teaching often only pays attention to the interpretation of syntax and the integrity of grammar structure. This violates the cultivation of communicative competence, and is not in conformity with the society’s requirements of applied foreign language talents. Cognitive linguistics theory, which links language form with semantic concept, reveals the internal relation of man’s thinking and language. If we can subtly apply cognitive linguistic theory into Japanese grammar teaching to explore the cognitive process in the speakers’ brain while expressing, we can get a good understanding of diffi cult points and “special case”. This paper explores the introductory methods and efficacy of the cognitive linguistics theory applied in Japanese grammar teaching method, by lecturing causative sentences an example. 展开更多
关键词 JAPANESE grammar teaching COMMUNICATIVE competence COGNITIVE process causative SENTENCE effi cacy
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When Is a Causative Situation not Mapped to a Causative Construction Proper? The Case of Hupa
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作者 Ramon Escamilla 《宏观语言学》 2021年第1期101-112,共12页
This work interrogates why certain real-world events that meet criteria for being considered causative events cannot be expressed using Hupa’s morphological or syntactic causative constructions,but must be encoded us... This work interrogates why certain real-world events that meet criteria for being considered causative events cannot be expressed using Hupa’s morphological or syntactic causative constructions,but must be encoded using one of two periphrastic constructions in which the Causer or cause is not marked as an argument.Based on fieldwork with a native speaker,I probe into these two periphrastic constructions in depth,accounting for their distributions through an appeal to Næss’s(2007)account of semantic transitivity. 展开更多
关键词 Hupa Dene causative SEMANTICS TYPOLOGY
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The Morphophonology of Moroccan Arabic Derived Causatives
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作者 Ayoub Noamane 《宏观语言学》 2020年第2期1-27,共27页
This paper aims at investigating the morphophonological make-up of derived causatives in Moroccan Arabic within the framework of Optimality Theory (Prince &Smolensky, 2004). Causative verbs in MA are characterized... This paper aims at investigating the morphophonological make-up of derived causatives in Moroccan Arabic within the framework of Optimality Theory (Prince &Smolensky, 2004). Causative verbs in MA are characterized by the systematic gemination of their medial consonants. However, it is not easy to determine the morphological nature of the causative morpheme involved in this derivation. Also, it is not clearly known why the causative morpheme gets realized exactly on the second segment of the base form.Therefore, we seek to achieve the following goals. First, we intend to determine the nature of the causative morpheme. Second, we aim to explain why the causative morpheme is realized on the second segment of the base form. In this respect, we show that the causative morpheme is represented by a featureless consonantal mora that targets the second segment of the base root, turning it into a geminate. We also show that the causative morpheme gets infixed thanks to the privileged status of root-initial segments. 展开更多
关键词 causative verbs morphophonology GERMINATION word formation infixation Optimality Theory Moroccan Arabic
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Causative Constructions in Afaan Oromoo:Formal and semantic perspectives
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作者 Eba Teresa Garoma Girma Tesfaye Tekle 《宏观语言学》 2019年第1期70-96,共27页
The main objective of this study is to give descriptions of formal and functional aspects of causative constructions in Afaan Oromoo.To achieve the objective,written texts,native speaker informants and introspections ... The main objective of this study is to give descriptions of formal and functional aspects of causative constructions in Afaan Oromoo.To achieve the objective,written texts,native speaker informants and introspections are predominantly used as sources of data.The findings reveal that the three structural aspects of causatives-morphological,lexical and syntactic-are used in the language.Morphological causatives are highly productive,and affixes with-s and-i in several combinations as well as-eess are employed for such purposes.Causative Morphemes are detected to derive causatives of basic verb stems of different semantic categories and to involve causations in word-class changing.There are also simple and complex causations in which there are several causatives suffixes,causers and micro-events indicated morphologically and syntactically.Semantically,direct,indirect,and assistive/cooperative causatives are identified.Pseudo-causatives are uncovered as peculiar futures of the language too.There are,even,structures with explicit causative affixes which are called subjectless causatives,but they do not show any causal relations between the participants in the structure. 展开更多
关键词 Afaan Oromoo MORPHOLOGICAL causativeS DIRECT vs.indirect causativeS
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Deriving Morphological Causatives in Moroccan Arabic
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作者 Ayoub Loutfi 《宏观语言学》 2020年第1期1-17,共17页
This paper explores the nature of the post-syntactic operations responsible for the representations of the linear order of terminal nodes.In particular,it argues in favor of a unified model of the morphosyntax and mor... This paper explores the nature of the post-syntactic operations responsible for the representations of the linear order of terminal nodes.In particular,it argues in favor of a unified model of the morphosyntax and morphophonology,wherein the theory of Distributed Morphology and Optimality Theory operate in a single module.The testing ground is an investigation of the formation of morphological causatives in Moroccan Arabic.Herein,the process of realizing causatives is morphological gemination,whereby the second consonant of the root is doubled.Investigating the question of what triggers the infixal process,I argue against the linearization algorithm suggested in Embick&Noyer(2001),Embick&Marantz(2008),and Embick(2006,2010).Instead,the claim I defend here is that the onus of the linearization process falls on the prosody in Arabic,the central assumption being that the morphosyntactic structure,the output of the syntactic derivation,is the input to OT morphophonological constraints.These constraints are responsible for the linearization of the terminal nodes of the syntactic derivation.I show that adopting one theory over others misses important generalizations about the language. 展开更多
关键词 causativeS ARABIC Moroccan Arabic non-concatenative morphology LINEARIZATION
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An Investigation of Lexical Causatives from a Cross- linguistic Perspective
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作者 Changyin Zhou Yue Ma 《International Journal of Technology Management》 2013年第7期112-118,共7页
This paper will make an investigation on the properties of lexical causatives from the cross-linguistic perspective. Specifically, we shall contrast the lexical causatives in English, Japanese and Chinese. We adopt Py... This paper will make an investigation on the properties of lexical causatives from the cross-linguistic perspective. Specifically, we shall contrast the lexical causatives in English, Japanese and Chinese. We adopt Pylkk^inen's (2008) minimalist model as the framework. According to this model, the similarity of cross-linguistic causatives is attributed to the presence of the functional head vCAUSE. Variations of causatives in different languages can be attributed to two parameters: (i) whether vCAUSE obligatorily requires the presence of an external argument or not; (ii) the complement of vCAUSE is root-selecting, verb-selecting or phase-selecting. Causatives in languages can be ronghly divided into two types, namely the lexical causatives and the productive ones. As far as lexical causatives are concerned, languages can be classified into Voice-bundling vs. Non-Voice-bundling ones according to whether the presence of an external argument (i.e, causer or cause) is obligatorily required in lexical causatives or not. English is Voice-bundling and Japanese is Non-Voice-bundling. Chinese stands as the third type of languages which may be called semi-Voice-bnndling language since lexical unaccusative causatives in Chinese are Non-Voice-bundling while action-result-compounds unaccusatives (resultative unaccusatives) are Voice-bundling. Causative heads of lexical cat, satires in these three languages are all root-selecting. 展开更多
关键词 lexical causatives voice-bundling root-selecting
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Biallelic variants in SREBF2 cause autosomal recessive spastic paraplegia
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作者 Qiao Wei Wenlu Fan +9 位作者 Hong-Fu Li Pei-Shan Wang Man Xu Hai-Lin Dong Hao Yu Jialan Lyu Wen-Jiao Luo Dian-Fu Chen Wanzhong Ge Zhi-Ying Wu 《Journal of Genetics and Genomics》 2025年第8期1021-1033,共13页
Hereditary spastic paraplegias(HSPs)refer to a genetically and clinically heterogeneous group of neurodegenerative disorders characterized by the degeneration of motor neurons.To date,a significant number of patients ... Hereditary spastic paraplegias(HSPs)refer to a genetically and clinically heterogeneous group of neurodegenerative disorders characterized by the degeneration of motor neurons.To date,a significant number of patients still have not received a definite genetic diagnosis.Therefore,identifying unreported causative genes continues to be of great importance.Here,we perform whole-exome sequencing in a cohort of Chinese HSP patients.Three homozygous variants(p.L604W,p.S517F,and p.T984A)within the sterol regulatory element-binding factor 2(SREBF2)gene are identified in one autosomal recessive family and two sporadic patients,respectively.Co-segregation is confirmed by Sanger sequencing in all available members.The three variants are rare in the public or in-house database and are predicted to be damaging.The biological impacts of variants in SREBF2 are examined by functional experiments in patient-derived fibroblasts and Drosophila.We find that the variants upregulate cellular cholesterol due to the overactivation of SREBP2,eventually impairing the autophagosomal and lysosomal functions.The overexpression of the mature form of SREBP2 leads to locomotion defects in Drosophila.Our findings identify SREBF2 as a causative gene for HSP and highlight the impairment of cholesterol as a critical pathway for HSP. 展开更多
关键词 Hereditary spastic paraplegia causative gene SREBF2 CHOLESTEROL Locomotion defects
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Whole-exome sequencing identifies a novel INS mutation causative of maturity-onset diabetes of the young 10 被引量:9
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作者 Jing Yan Feng Jiang +7 位作者 Rong Zhang Tongfu Xu Zhou Zhou Wei Ren Danfeng Peng Yong Liu Cheng Hu Weiping Jia 《Journal of Molecular Cell Biology》 SCIE CAS CSCD 2017年第5期376-383,共8页
Monognnic diabetes is often misdiagnosed with type 2 diabetes due to overlapping characteristics. This study aimed to discover novel causative mutations of monogenic diabetes in patients with clinically diagnosed type... Monognnic diabetes is often misdiagnosed with type 2 diabetes due to overlapping characteristics. This study aimed to discover novel causative mutations of monogenic diabetes in patients with clinically diagnosed type 2 diabetes and to explore potential molecular mechanisms. Whole-exome sequencing was performed on 31 individuals clinically diagnosed with type 2 diabetes. One novel heterozygnus mutation (p^la2Thr) in INS was identified. It was further gnnotyped in an additional case-control population (6523 cases and 4635 controls), and this variant was observed in 0.09% of cases. IntraceUular trafficking of insulin proteins was assessed in INSl-E and HEK293T cells, p.Ala2Thr preproinsuUn-GFP was markedly retained in the endoplasmic reticulum (ER) in INS1-E cells. Activation of the PERK-elF2a-ATF4, IREla-XBP1, and ATF6 pathways as well as upregulated ER chaperones were detected in INS1-E cells transfected with the p.Ala2Thr mutant. In conclusion, we identified a causative mutation in IN5 respon- sible for maturity-onset diabetes of the young 10 (MODYIO) in a Chinese population and demonstrated that this mutation affected 13 cell function by inducing ER stress. 展开更多
关键词 whole-exome sequencing causative mutation MODYIO endoplasmic reticulum stress
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观察性研究中的因果图和混杂因素的识别和选择准则
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作者 刘慧珍 周小芹 +1 位作者 王婷 康德英 《药物流行病学杂志》 2025年第10期1206-1212,共7页
在观察性研究中,准确可靠地估计暴露对结局的因果效应是其核心目标,而确定并充分矫正混杂因素是实现这一目标的关键前提和核心挑战。混杂因素控制不当——无论是遗漏关键混杂(导致残余混杂),还是过度调整无关变量(引入碰撞偏倚等)——... 在观察性研究中,准确可靠地估计暴露对结局的因果效应是其核心目标,而确定并充分矫正混杂因素是实现这一目标的关键前提和核心挑战。混杂因素控制不当——无论是遗漏关键混杂(导致残余混杂),还是过度调整无关变量(引入碰撞偏倚等)——都会直接扭曲效应估计结果,进而可能产生误导性的科学结论和临床决策。因此,开发并应用系统、透明且可重复的混杂因素识别与选择策略,对提升观察性研究因果推断的效度与可靠性具有根本性意义。本文通过系统综述有向无环图(DAGs)这一强大的可视化因果建模工具,并深入评析3种基于DAGs的主流混杂因素选择准则(Pre-exposure准则、Common cause准则、Modified disjunctive cause准则),为研究者提供一个结构化、理论依据充分的混杂因素识别与选择框架,以期显著优化观察性研究中因果效应的估计过程。 展开更多
关键词 混杂因素 混杂 有向无环图 Pre-exposure准则 Common cause准则 Modified disjunctive cause准则
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What Emerges from the Analysis of Maternal Deaths at the Gyneco-Obstetric and Paediatric Hospital in Yaoundé?
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作者 Pascale Mpono Emenguele Nelssa Kuete Fouomekong +8 位作者 Junie Annick Metogo Ntsama Vanina Ngono Akam Christiane Nsahlai Isidore Tompeen Serge Nyada Véronique Mboua Batoum Wilfried Loïc Tatsipie Xavier Junior Ayissi Ngono Esther Ngo Um Meka 《Open Journal of Obstetrics and Gynecology》 2025年第1期118-137,共20页
Background: Maternal mortality remains a major public health problem worldwide. Objectives: Our study aims to present the results of an analysis of reviews of maternal deaths at HGOPY. Methodology: This was a descript... Background: Maternal mortality remains a major public health problem worldwide. Objectives: Our study aims to present the results of an analysis of reviews of maternal deaths at HGOPY. Methodology: This was a descriptive cross-sectional study with retrospective data collection from archived records and reviewed maternal death reports. Our study lasted 8 months, from October 1, 2023 to May 31, 2024. The study covered maternal death files at the HGOPY over an 8-year period, from 1st of January 2016 to the 31st of December 2023. Data were processed and analyzed using Statitical Paquage for Social Science (SPSS) version 26.0. Results: We counted a total of 160 maternal deaths, of which 97 had been reviewed. We excluded 61 deceased women reviewed and retained 33. We recorded a cumulative total of 160 maternal deaths and 19,651 live births. The peak in the proportion of maternal deaths at the Yaoundé Gynaeco-Obstetric and Paediatric Hospital was in 2021, with a proportion of 0.013. No maternal deaths had been reviewed between 2016 to 2017. Most deaths (64%) occurred between 37 and 40 weeks. The majority (30.5%) were aged between 30 and 35. The data show that 80.6% of maternal deaths were due to direct obstetric causes, while 19.4% were due to indirect causes. Most deaths (69.4%) were preventable. Only 8.3% were not preventable. Conclusion: Concerted efforts must be made to adapt maternal death prevention and management strategies to local contexts in order to significantly reduce these alarming figures. 展开更多
关键词 Maternal Mortality PROPORTION Review CAUSE ETIOLOGY
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Analysis of Claims in the Uganda Construction Industry
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作者 Alinaitwe Henry 《Journal of Civil Engineering and Architecture》 2025年第1期36-43,共8页
The increasing cost of infrastructure development risks stifling national investment plans.Many projects in Uganda have suffered because of the frequency and magnitude of claims made by parties involved especially the... The increasing cost of infrastructure development risks stifling national investment plans.Many projects in Uganda have suffered because of the frequency and magnitude of claims made by parties involved especially the contractors.As a result,the construction industry is plagued with claims which quite often lead to adversarial relationships.The major grounds for claims were identified through studying the contract documents where claims had been made.Increase in scope;change orders;errors in contract documents;inclement weather;inflation;delay in possessing the site;and change in the tax policy were the most prevalent grounds for making claims.Problems identified in claiming process include delays in getting approval;information on claims not reliable;hostility from the parties involved;pricing of claims;delays in effecting payment when approved;and overzealous contract interpretation leading to misunderstanding and delays Using a survey on project managers for 64 contractors and their corresponding clients or their representatives,the major ways in which it can be reduced were identified as being thoroughness during the design phase;providing for inflation;proper planning of works;using prequalified contractors;and proper documentation of records.Clients have a big role to play in reducing claims. 展开更多
关键词 CLAIMS CONSTRUCTION CAUSES disputes
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New Books
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《China's Tibet》 2025年第4期71-71,共1页
Author:Hu Yan.This book provides a comprehensive overview of the background,causes,process,and impact of the British invasion of Xizang from 1903 to 1904,offering an in-depth analysis of the nature and detrimental act... Author:Hu Yan.This book provides a comprehensive overview of the background,causes,process,and impact of the British invasion of Xizang from 1903 to 1904,offering an in-depth analysis of the nature and detrimental actions of imperialist aggression. 展开更多
关键词 Xizang CAUSES imperialist aggression PROCESS British invasion Imperialist aggression IMPACT BACKGROUND
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Mediastinal lymphadenopathy:Causes,symptoms and factors predicting good yield of endoscopic ultrasound-guided biopsy
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作者 Abbas A Tasneem Nasir H Luck Muhammed Mubarak 《World Journal of Clinical Cases》 2025年第22期38-46,共9页
BACKGROUND Mediastinal lymph nodes(MLNs)can be enlarged due to various benign or malignant causes.Endoscopic ultrasound(EUS)is often employed for the acquisition of tissue specimens of the enlarged MLN(EMLN).AIM To de... BACKGROUND Mediastinal lymph nodes(MLNs)can be enlarged due to various benign or malignant causes.Endoscopic ultrasound(EUS)is often employed for the acquisition of tissue specimens of the enlarged MLN(EMLN).AIM To determine the causes,document the symptoms,and determine factors predicting good yield of EUS-guided EMLN biopsy.METHODS All patients having EMLN(>10 mm)on thoracic imaging and referred for EUSguided biopsy were included in this retrospective observational study.Adequacy of the tissue specimen was assessed by the endoscopist with macroscopic on-site evaluation(MOSE)and then sent to a histopathologist for final diagnosis.Analysis for factors predicting good biopsy yield was then performed.RESULTS Of the total 243 patients with EMLN,131(53.9%)were males.The mean age was 47.6(±14.7)and range 14-86 years.Commonest causes of EMLN were tuberculosis 82(33.7%),anthracosis 53(21.8%),neoplastic disease 43(17.7%)and sarcoidosis 14(5.8%).Among the 43 patients with neoplastic diseases:40 had metastatic disease(breast 9,lung 7,pancreatobiliary 6,esophagus 5,kidney 5,hepatocellular 2,neuroendocrine 2,gastrointestinal stromal 1,undetermined 3)and 3 had primary malignancies(lymphoproliferative disorder 2,Kaposi sarcoma 1).Chest related clinical symptoms were absent in more than half the patients with tuberculosis 51/82(62.2%),anthracosis 31/53(58.5%)and neoplastic disease 28/43(65.1%).Factors associated with good biopsy yield were:Subcarinal location of MLN(P=0.026),MLN size>12 mm(P<0.0001),use of fine-needle biopsy(vs fine-needle aspiration)(P=0.049)and satisfactory MOSE(P<0.0001)on univariate analysis;while MLN size>12 mm(P=0.005)and satisfactory MOSE(P<0.0001)on multivariate analysis.CONCLUSION Tuberculosis,anthracosis and metastatic disease were the commonest causes of EMLN.More than half the cases with EMLN had no chest-related symptoms.Large MLN size and satisfactory MOSE observation predicted a good biopsy yield. 展开更多
关键词 Mediastinal lymphadenopathy Endoscopic ultrasound CAUSES BIOPSY
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Process fault root cause diagnosis through state evolution mapping based on temporal unit shapelets
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作者 Zhenhua Yu Guan Wang +1 位作者 Qingchao Jiang Xuefeng Yan 《Chinese Journal of Chemical Engineering》 2025年第8期96-106,共11页
Accurate fault root cause diagnosis is essential for ensuring stable industrial production. Traditional methods, which typically rely on the entire time series and overlook critical local features, can lead to biased ... Accurate fault root cause diagnosis is essential for ensuring stable industrial production. Traditional methods, which typically rely on the entire time series and overlook critical local features, can lead to biased inferences about causal relationships, thus hindering the accurate identification of root cause variables. This study proposed a shapelet-based state evolution graph for fault root cause diagnosis (SEG-RCD), which enables causal inference through the analysis of the important local features. First, the regularized autoencoder and fault contribution plot are used to identify the fault onset time and candidate root cause variables, respectively. Then, the most representative shapelets were extracted to construct a state evolution graph. Finally, the propagation path was extracted based on fault unit shapelets to pinpoint the fault root cause variable. The SEG-RCD can reduce the interference of noncausal information, enhancing the accuracy and interpretability of fault root cause diagnosis. The superiority of the proposed SEG-RCD was verified through experiments on a simulated penicillin fermentation process and an actual one. 展开更多
关键词 Root cause diagnosis Neural networks Shapelet FERMENTATION BIOPROCESS
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