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Predictive modeling for postoperative delirium in elderly patients with abdominal malignancies using synthetic minority oversampling technique 被引量:2
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作者 Wen-Jing Hu Gang Bai +6 位作者 Yan Wang Dong-Mei Hong Jin-Hua Jiang Jia-Xun Li Yin Hua Xin-Yu Wang Ying Chen 《World Journal of Gastrointestinal Oncology》 SCIE 2024年第4期1227-1235,共9页
BACKGROUND Postoperative delirium,particularly prevalent in elderly patients after abdominal cancer surgery,presents significant challenges in clinical management.AIM To develop a synthetic minority oversampling techn... BACKGROUND Postoperative delirium,particularly prevalent in elderly patients after abdominal cancer surgery,presents significant challenges in clinical management.AIM To develop a synthetic minority oversampling technique(SMOTE)-based model for predicting postoperative delirium in elderly abdominal cancer patients.METHODS In this retrospective cohort study,we analyzed data from 611 elderly patients who underwent abdominal malignant tumor surgery at our hospital between September 2020 and October 2022.The incidence of postoperative delirium was recorded for 7 d post-surgery.Patients were divided into delirium and non-delirium groups based on the occurrence of postoperative delirium or not.A multivariate logistic regression model was used to identify risk factors and develop a predictive model for postoperative delirium.The SMOTE technique was applied to enhance the model by oversampling the delirium cases.The model’s predictive accuracy was then validated.RESULTS In our study involving 611 elderly patients with abdominal malignant tumors,multivariate logistic regression analysis identified significant risk factors for postoperative delirium.These included the Charlson comorbidity index,American Society of Anesthesiologists classification,history of cerebrovascular disease,surgical duration,perioperative blood transfusion,and postoperative pain score.The incidence rate of postoperative delirium in our study was 22.91%.The original predictive model(P1)exhibited an area under the receiver operating characteristic curve of 0.862.In comparison,the SMOTE-based logistic early warning model(P2),which utilized the SMOTE oversampling algorithm,showed a slightly lower but comparable area under the curve of 0.856,suggesting no significant difference in performance between the two predictive approaches.CONCLUSION This study confirms that the SMOTE-enhanced predictive model for postoperative delirium in elderly abdominal tumor patients shows performance equivalent to that of traditional methods,effectively addressing data imbalance. 展开更多
关键词 Elderly patients Abdominal cancer Postoperative delirium Synthetic minority oversampling technique Predictive modeling Surgical outcomes
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Simultaneous purification of minor components in natural products using twin-column recycling chromatography with a step solvent gradient
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作者 Guangxia Jin Yuxue Wu Feng Wei 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2024年第5期212-219,共8页
The isolation of minor components from complex natural product matrices presents a significant challenge in the field of purification science due to their low concentrations and the presence of structurally similar co... The isolation of minor components from complex natural product matrices presents a significant challenge in the field of purification science due to their low concentrations and the presence of structurally similar compounds.This study introduces an optimized twin-column recycling chromatography method for the efficient and simultaneous purification of these elusive constituents.By introducing water at a small flowing rate between the twin columns,a step solvent gradient is created,by which the leading edge of concentration band would migrate at a slower rate than the trailing edge as it flowing from the upstream to downstream column.Hence,the band broadening is counterbalanced,resulting in an enrichment effect for those minor components in separation process.Herein,two target substances,which showed similar peak position in high performance liquid chromatography(HPLC)and did not exceed 1.8%in crude paclitaxel were selected as target compounds for separation.By using the twin-column recycling chromatography with a step solvent gradient,a successful purification was achieved in getting the two with the purity almost 100%.We suggest this method is suitable for the separation of most components in natural produces,which shows higher precision and recovery rate compared with the common lab-operated separation ways for natural products(thin-layer chromatography and prep-HPLC). 展开更多
关键词 Solvent gradient Twin-column recycling chromatography PURIFICATION minor component Natural products
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Cardiovascular diseases in European ethnic minorities: Beyond the traditional cardiovascular risk factors
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作者 Mohamed Bamoshmoosh 《World Journal of Cardiology》 2024年第3期98-103,共6页
This editorial is intended to be a reflection on cardiovascular disease(CVD)burden in European ethnic minorities.In some European countries,ethnic minority realities,due to their recent appearance,are still to be stud... This editorial is intended to be a reflection on cardiovascular disease(CVD)burden in European ethnic minorities.In some European countries,ethnic minority realities,due to their recent appearance,are still to be studied in depth.The experience of several European countries,where the migration processes started earlier,even more than a century ago,can help by being an example.Many studies have shown that major differences in CVD burden exist not only between countries,but also within the same country when considering different social strata and ethnic groups.The CV risk factors underlying heart disease have been well established.Important epidemiological studies have helped us understand that the underlying causes of heart disease as well as the behaviors that can help prevent them are the same.We are now well aware that CVD should be treated by considering a holistic approach.This is why the social determinants(SDs)of health that may worsen the disease burden or that,vice versa,may improve the treatment,and even more significantly,the prognosis of a patient’s illness should be taken into consideration.For ethnic minority patients,this holistic,hermeneutic approach is of importance.Several SDs of health that influence CVDs have been identified but their relevance for the health of ethnic minorities has not yet been clearly defined.In some European countries,most ethnic minorities are largely also religious minorities.Only a few studies have evaluated the role of religion,which is an important SD that affects the probability of having CV risk factors and diseases.Adolescents,particularly those belonging to the second generation,seem to be the weak link.If we believe that these young people are really citizens of their country of birth,then a way of recognizing their belonging to the community starts from a will to better understand their condition,in order to assist them while they grow physically and mentally.Thinking about safeguarding the health of this population should be more than a health task,rather a goal of social justice. 展开更多
关键词 Cardiovascular diseases Cardiovascular risk factors European ethnic minorities Social determinants of health
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中日音乐术语的形成、传播与演变——以major和minor的译法为例
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作者 国本延爱 《天津音乐学院学报》 2024年第2期106-114,125,共10页
文章对英语major和minor相关的音乐术语在中日两种语言中的形成、传播与演变过程进行了梳理和分析。日源“长/短X”类术语于20世纪初进入汉语,传播路径为“洋→日→中”。汉语“大/小X”类术语最早由萧友梅使用,传播路径为“洋→中”路... 文章对英语major和minor相关的音乐术语在中日两种语言中的形成、传播与演变过程进行了梳理和分析。日源“长/短X”类术语于20世纪初进入汉语,传播路径为“洋→日→中”。汉语“大/小X”类术语最早由萧友梅使用,传播路径为“洋→中”路径。两类术语在经过竞争和淘洗后于20世纪50年代末统一为后者。汉语术语的形成过程中有日本术语的影响,术语更替的原因有语义占位、术语规范化等。 展开更多
关键词 音乐术语 音乐史 日译词 MAJOR minor
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4-连通P0-Minor-Free图的特征
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作者 魏林嵩 杨卫华 《应用数学进展》 2024年第5期2445-2450,共6页
设H和G是两个图,如果图H可以通过从图G的一个子图中收缩边然后删除产生的环和平行边得到,我们就把图H叫做图G的一个minor。如果图G没有同构于图H的minor,我们称图G为H-minor-free图。图论中很多猜想都与H-minor-free图有关,例如Hadwige... 设H和G是两个图,如果图H可以通过从图G的一个子图中收缩边然后删除产生的环和平行边得到,我们就把图H叫做图G的一个minor。如果图G没有同构于图H的minor,我们称图G为H-minor-free图。图论中很多猜想都与H-minor-free图有关,例如Hadwiger猜想和Tutte 4-流猜想等。为了推动这些猜想的解决,我们目前非常关注Petersen-minor-free图的结构。由于它们都是15条边的3-连通图,直接刻画起来比较困难。因此为了刻画Petersen-minor-free图,许多学者尝试对每个边数小于15的3-连通图进行刻画去接近Petersen-minor-free图。记P0为Petersen收缩两条完美匹配边和一条非完美匹配边得到的子图基础上添加一条边得到的13条边的图。本文下面将给出完整的4-连通P0-minor-free图的刻画。 展开更多
关键词 minor 四连通图 PETERSEN图
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Spiritual Forests—A Nature Conservation Model of Ethnic Minority Communities in Central Viet Nam
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作者 Tran Huu Nghi Nguyen Quynh Thu 《Open Journal of Forestry》 2024年第1期74-86,共13页
This paper aims to analyze and evaluate a model of forest conservation and management of ethnic minority (or indigenous) people in central Vietnam, often referred to as the spiritual forest. These forests, called sacr... This paper aims to analyze and evaluate a model of forest conservation and management of ethnic minority (or indigenous) people in central Vietnam, often referred to as the spiritual forest. These forests, called sacred forest or ghost forests by the ethnic minority people in Thua Thien Hue province, have existed for a long time among forest residents. However, they have recently declined, both in quality and quantity, due to various factors, including changes in society, economy, environment, and perception, among other reasons. Based on research conducted in A Luoi district, Thua Thien Hue province with household interviews, group discussions, and field surveys, we find that spiritual forest retains religious and human significance. They are also often among the last remaining natural forests left due to deforestation by human activities. The research results indicate challenges that conservation of spiritual forest may face, while giving recommendations derived from communities for sustainable forest development and conservation in the region. 展开更多
关键词 Forest Conservation Ethnic minority Spiritual Forest
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Research on the Employment View of Acupuncture and Tuina Undergraduates in Minority Border Areas from Students’ Perspective
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作者 Rongshuang Yang Kai Yuan +5 位作者 Minjie Yin Ruilu Liu Zhihao Zhang Lijuan Wang Yanfang Yang Xinghe Zhang 《Journal of Contemporary Educational Research》 2024年第8期265-275,共11页
With the popularization of higher education in China,the employment situation of college students is more complex and severe.This paper adopts the questionnaire method to explore the employment view of acupuncture and... With the popularization of higher education in China,the employment situation of college students is more complex and severe.This paper adopts the questionnaire method to explore the employment view of acupuncture and tuina undergraduates of Yunnan University of Traditional Chinese Medicine.The employment concept of acupuncture and tuina undergraduates in the minority border areas has changed greatly.After graduation,97.95%of students choose to work in fields related to medicine and acupuncture,prefer positions close to home,and are attracted to high-salary companies,among other factors.Therefore,enhancing the competitive advantages of medical students by guiding their career planning,providing employment selection advice,fostering innovation and entrepreneurship,improving basic skills,and offering graduate entrance examination guidance is crucial for broadening their employment opportunities. 展开更多
关键词 Undergraduate EMPLOYMENT minority border areas Acupuncture and tuina
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Application of Chinese Ethnic Minority Themes in Contemporary Figurative Sculpture Creation
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作者 Wenxian Zhang 《Journal of Contemporary Educational Research》 2024年第9期186-190,共5页
In the field of contemporary sculpture creation,the rich culture and historical depth of Chinese ethnic minorities have attracted the widespread attention of artists.These creations not only emphasize external feature... In the field of contemporary sculpture creation,the rich culture and historical depth of Chinese ethnic minorities have attracted the widespread attention of artists.These creations not only emphasize external features such as ethnic costumes,totems,or life scenes but also touch deep spiritual contents including historical stories,religious beliefs,and living habits of ethnic minorities.This paper discusses the integration process of Chinese ethnic minority themes in figurative sculpture creation and the inheritance of the profound spirit of ethnic groups in this process.At the same time,this paper also places the diversified expression and innovative practice of these themes in sculpture art in the context of the new era for investigation and explores the far-reaching influence of its development on promoting cultural inheritance and artistic innovation. 展开更多
关键词 Ethnic minority themes Contemporary figurative sculpture Integration and development
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海岸凤尾蕨(Pteris minor)的地理分布格局及保护价值分析
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作者 郭芮 贺丹 +4 位作者 黄航 于靖 徐诗涛 严岳鸿 杨东梅 《热带作物学报》 CSCD 北大核心 2023年第1期208-214,共7页
海岸凤尾蕨是海岸带少有的蕨类植物之一。由于其植株形态和傅氏凤尾蕨相似,因长期被误定为傅氏凤尾蕨而缺乏关注。其实,二者在生境、植株形态、孢子形态及染色体倍性上有明显区别。所以,海岸凤尾蕨由傅氏凤尾蕨的变种提升为种。为厘清... 海岸凤尾蕨是海岸带少有的蕨类植物之一。由于其植株形态和傅氏凤尾蕨相似,因长期被误定为傅氏凤尾蕨而缺乏关注。其实,二者在生境、植株形态、孢子形态及染色体倍性上有明显区别。所以,海岸凤尾蕨由傅氏凤尾蕨的变种提升为种。为厘清海岸凤尾蕨的分布区域和生存现状,通过整理前人的采集记录和研究结果,结合野外考察,使用Arc-GIS 10.7软件构建海岸凤尾蕨不同范围的地理分布信息图,并依据IUCN 3.1的标准,对其保护价值进行评估。研究结果显示:(1)从世界地理分布格局来看,海岸凤尾蕨主要分布在亚洲;亚洲主要分布在中国、日本和菲律宾;中国主要分布在浙江、福建、澳门、香港和台湾;日本主要分布在琉球群岛;菲律宾主要分布在北部岛屿。(2)根据IUCN 3.1标准,海岸凤尾蕨的保护等级暂时定为近危(NT)。从目前的数据来看,海岸凤尾蕨的分布范围狭窄,其生境容易受到人类活动的干扰,却长期缺乏保护。因此,最后提出相应保护建议。 展开更多
关键词 海岸凤尾蕨 地理分布格局 保护价值
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A minor emphasis on the outbreak of cutaneous leishmaniasis after devastating earthquakes in Turkey
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作者 Ilknur Nihal Ardic Nurittin Ardic 《Asian Pacific Journal of Tropical Medicine》 SCIE CAS 2023年第3期97-98,共2页
Leishmaniasis is a serious parasitic disease caused by Leishmania species transmitted by the bite of sandflies. This disease is also an important public health problem. Clinical manifestations can be classified as cut... Leishmaniasis is a serious parasitic disease caused by Leishmania species transmitted by the bite of sandflies. This disease is also an important public health problem. Clinical manifestations can be classified as cutaneous, mucocutaneous, and visceral leishmaniasis, depending on the species of parasite and the host’s immune status. Although the cutaneous form is not fatal, it often causes disfiguring scars on the skin[1]. 展开更多
关键词 EARTHQUAKES minor problem.
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Maternal-Fetal Pregnancy Complications of in Minors Raped with or without Physical Restraint in Eastern Democratic Republic of Congo
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作者 Kiminyi Kalunga Eloge Ilunga-Mbaya +2 位作者 Raha Maroy Yoyu Tunangoya Jonathan Nyakio Ngeleza Olivier 《Open Journal of Obstetrics and Gynecology》 CAS 2023年第1期1-12,共12页
Introduction: Pregnancy resulting from rape is a public health and sexual and reproductive health issue, especially among minors. Rape can be perpetrated with or without physical restraint. The objective of the presen... Introduction: Pregnancy resulting from rape is a public health and sexual and reproductive health issue, especially among minors. Rape can be perpetrated with or without physical restraint. The objective of the present study is to highlight the prevalence of physical coercion leading to pregnancy and the associated maternal-fetal complications. Methodology: This was a comparative descriptive and analytical cross-sectional study of complications associated with post-rape pregnancy by physical restraint among minors who were treated at the General Reference Hospital of Panzi over a two-year period from June 2020 to June 2022. A total of 140 minor survivors of violence with pregnancy were included in the study. Data were collected using a questionnaire, coded and analyzed in Excel and XLSTAT version 2014. Results: The prevalence of physical constraints was 65%. After mulltivariate analyses, denial of pregnancy (ORa: 9.64 95% CI: 1.1 - 81.2;p-value: 0.0370), attempted abortion (ORa: 56.1 95% CI: 1.5 - 2027.6;p-value: 0.0278) and agitation during delivery (ORa: 88.7 95% CI: 4.5 - 1715;p-value: 0.0030) were the complications associated with pregnancy in minors who experienced physical restraint rape. In addition, BMI was a factor in reducing the risk of physical restraint rape at the ORa of 0.5054 [0.3;0.8];p 0.006). Conclusion: Pregnancy among minors is a reality and occurs in a situation of physical coercion in the eastern Democratic Republic of Congo. These pregnancies are often associated with complications that require an intensive management system since they can jeopardize the maternal-fetal prognosis of minors. 展开更多
关键词 Post-Rape Pregnancy minor Associated Complications Eastern DRC
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Perpetrators of Sexual Violence against Minors in Casamance (Senegal)
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作者 Adama Koundoul Ibra Diagne +4 位作者 Bernadette F. Sambou Issa Wone El Hadji Makhtar Ba Sokhna Seck Papa Lamine Faye 《Open Journal of Psychiatry》 2023年第1期33-44,共12页
Introduction: The causes of sexual delinquency against children are multifactorial and the motivations that drive the perpetrators of sexual assault are diverse. Nowadays, there is still no consensus on a single portr... Introduction: The causes of sexual delinquency against children are multifactorial and the motivations that drive the perpetrators of sexual assault are diverse. Nowadays, there is still no consensus on a single portrait of child sex offenders and studies that focus on sex offenders are still rare in Senegal and Africa. Objectives: To determine the profile of the perpetrators and to identify the circumstances of sexual violence against minors in Casamance. Materials and Methods: A retrospective descriptive and analytical study from April 1, 2014 to October 31, 2019 was conducted. The study population was made up of perpetrators of sexual violence against minors whose legal proceedings were dealt with at the Ziguinchor High Court. The data were entered into an Excel spreadsheet and then analyzed using Epi Info<sup>TM</sup> 7 software. Results: A total of 106 cases of sexual violence against minors were collected for 113 aggressors and 106 victims. Rape accounted for 66.03% of sexual violence. Male aggressors were 98.23%. Female victims accounted for 95.28%. The average age of the attackers was 32.52 years (±13.68). Offenders over the age of 35 committed the most rape (p = 0.043). The average age of the victims was 12.62 years (±3.42). Victims aged ten and over (p = 0.015) and who had a low level of education (p = 0.016) were more exposed to rape. The assault took place during the day (65.71%) and at the home of the aggressor (62.26%). Victims knew their attackers (84.47%). Victims were assaulted more than once by the same assailant (40.57%). Those aged 10 years and over (p = 0.0037) and who knew their attackers (p = 0.014) were more at risk of being repeatedly sexually abused. Conclusion: In Senegal, sexual violence against minors is perpetrated by young adult men, single, with little or no education and exercising low-income professions. Rape is the type of aggression preferred by perpetrators, most of whom were known to their victims. The policy to fight sexual violence against children must integrate sex education at school and community level, public awareness, monitoring of child sex offenders and possibly, their medico-psychological care. 展开更多
关键词 Sexual Violence minorS Aggressor Casamance
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Considerations for Restriction on the Right of Rescission in Case of Obviously Minor Breaches
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作者 Xu Wei Chen Haoran 《Contemporary Social Sciences》 2023年第3期85-98,共14页
Whether,and how,to rescind the right of one party(the non-breaching party)to rescind a contract in case of an obviously minor breach by the other party(the breaching party)is a recurring topic in the field of contract... Whether,and how,to rescind the right of one party(the non-breaching party)to rescind a contract in case of an obviously minor breach by the other party(the breaching party)is a recurring topic in the field of contract law.The Minutes of the Ninth Work Conference of the Courts Nationwide on Civil and Commercial Trial(the Minutes of the Ninth Work Conference)stipulates that whether a contract shall be rescinded depends on whether a breach is obviously minor and affects the fulfillment of the contract purposes expected by the non-breaching party.In juridical practice,however,there are no clear criteria to define what constitutes obviously minor breaches,and the factors considered in such cases are often inadequate to allow for a fully considered decision.By analyzing Article 55 of the Judicial Interpretation of the General Provisions of Contracts of the Civil Code of the People’s Republic of China(Draft for Comments)and reviewing the previous juridical practices,we present our conclusions regarding the conditions and factors that should be considered when restricting the right of rescission in cases of obviously minor breaches with a view to unifying the judicial judgment criteria by differentiating the type of breaches. 展开更多
关键词 obviously minor breaches right of rescission considerations
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The trend of low fertility and aging in ethnic minority areas and the policy responses in China:An analysis based on data from the latest three censuses
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作者 XU Xiao-lu PAN Ning 《Ecological Economy》 2023年第2期175-185,共11页
Low fertility and population aging are important factors affecting economic and social development.From 2000 to 2020,the development of low fertility in ethnic minority areas shows three trends of accelerated declinin... Low fertility and population aging are important factors affecting economic and social development.From 2000 to 2020,the development of low fertility in ethnic minority areas shows three trends of accelerated declining,slow declining and first falling and then rising,which are the results of the balance between the inhibiting effect of controlling birth policy and the rapidly rising birth cost,and the promoting effect of encouraging birth policy on the fertility desire of social members.The development of aging in ethnic minority areas shows two trends of acceleration and deceleration,which are the results of the balance between the promoting effect of controlling birth policy,the outflow of young and middle-aged labor force and the rise of life expectancy,and the inhibiting effect of the encouraging birth policy,the restraint of talent return and talent introduction.Combined with the development degree of low fertility and aging,we can accurately classify and implement policies for different ethnic minority areas.The areas with serious low fertility and population aging problems need economic policies to change the population age structure as soon as possible.The areas with slight low fertility and population aging problems should carry out ideological policies in priority to maintain the benign structure of population age. 展开更多
关键词 ethnic minority areas low fertility population aging
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Inheritance and Development of Guangxi Minority Musical Instruments and Their Integration With Operas
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作者 HUANG Lanchun 《Psychology Research》 2023年第9期420-424,共5页
The traditional musical instrument of minorities converges the evolution of ethnic group culture and history,and ethnic musical instruments are a core component of minority culture.The traditional instruments of Guang... The traditional musical instrument of minorities converges the evolution of ethnic group culture and history,and ethnic musical instruments are a core component of minority culture.The traditional instruments of Guangxi minorities are rich and varied,and an all-round cultural inheritance and protection mechanism should be used for ethnic musical instruments,so that the performance form of classical musical instruments of minorities can be more widely understood and mastered.Therefore,in this paper,we discuss the specific practice idea of the inheritance and development of classical musical instruments of Guangxi minorities,and facilitate the innovation of development path of ethnic musical instruments by taking the inheritance form of integrating musical instruments with operas. 展开更多
关键词 MUSICAL instruments of GUANGXI minorITIES inheritance and development INTEGRATION with OPERAS
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The Protection of Right of Minors to Express Their Opinions in Family Litigations
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作者 刘敏 CHEN Feng(Translated) 《The Journal of Human Rights》 2023年第6期1299-1318,共20页
The right of minors to express their opinions in family litigations refers to minors,who have a certain degree of mental capacity and assertiveness,having the right to express their opinions on the arrangements or dec... The right of minors to express their opinions in family litigations refers to minors,who have a certain degree of mental capacity and assertiveness,having the right to express their opinions on the arrangements or decisions related to themselves when the courts handle familial litigation cases involving their interests,and to request the courts hear their opinions.In essence,the right of minors to express their opinions in family litigations belongs to the basic procedural rights of minors as well as judicial beneficiary rights.As for the protection of the right of minors to express their opinions in family litigations,recognizing the status of minors as independent subjects of rights is the logical premise,the procedural guarantee for the rights of the substantive parties involved is the direct cause,and ensuring the best interests of children is the fundamental reason.In order to protect the right of minors to express their opinions in family litigations,China should standardize the mechanisms for judges to hear the opinions of minors directly,improve the mechanisms for family investigators,and establish mechanisms for representing the interests of minors. 展开更多
关键词 family litigations the right of minors to express their opinions procedural guarantee ensuring the best interests of minors
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A Study on the Chess Culture of Ethnic Minority Groups in Gansu Province
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作者 Ying’an Wang Xiaoming Ma 《Open Journal of Applied Sciences》 2023年第12期2360-2370,共11页
As a region inhabited by large populations of ethnic minority groups, Gansu province boasts rich ethnic cultural resources which reflect traditional culture and intangible cultural heritage that had taken shape thousa... As a region inhabited by large populations of ethnic minority groups, Gansu province boasts rich ethnic cultural resources which reflect traditional culture and intangible cultural heritage that had taken shape thousands of years ago. Among these are various ethnic folk chess games. They are time-honored with many types such as the “Fang” chess of the Hui ethnic group, the “Jiu” chess of the Tibetans, the “King and Ministers” chess, the Mongolian chess, the Mongolian military chess, etc. These games embody distinctive ethnic and regional characteristics, as well as the cultural elements of a particular ethnic minority group. It is of great significance, therefore, to study the ethnic chess by collecting, documenting and comparing different types of related chess. The paper explores ways to standardize, protect and promote them scientifically in joint efforts, and draws a conclusion that examining their significance in the present era and the ethnic characteristics is the key to understanding the profound culture behind the chess. 展开更多
关键词 Ethnic minority Groups in Gansu Province Chess Culture A Study
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Modelling Key Population Attrition in the HIV and AIDS Programme in Kenya Using Random Survival Forests with Synthetic Minority Oversampling Technique-Nominal Continuous
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作者 Evan Kahacho Charity Wamwea +1 位作者 Bonface Malenje Gordon Aomo 《Journal of Data Analysis and Information Processing》 2023年第1期11-36,共26页
HIV and AIDS has continued to be a major public health concern, and hence one of the epidemics that the world resolved to end by 2030 as highlighted in sustainable development goals (SDGs). A colossal amount of effort... HIV and AIDS has continued to be a major public health concern, and hence one of the epidemics that the world resolved to end by 2030 as highlighted in sustainable development goals (SDGs). A colossal amount of effort has been taken to reduce new HIV infections, but there are still a significant number of new infections reported. HIV prevalence is more skewed towards the key population who include female sex workers (FSW), men who have sex with men (MSM), and people who inject drugs (PWID). The study design was retrospective and focused on key population enrolled in a comprehensive HIV and AIDS programme by the Kenya Red Cross Society from July 2019 to June 2021. Individuals who were either lost to follow up, defaulted (dropped out, transferred out, or relocated) or died were classified as attrition;while those who were active and alive by the end of the study were classified as retention. The study used density analysis to determine the spatial differences of key population attrition in the 19 targeted counties, and used Kilifi county as an example to map attrition cases in smaller administrative areas (sub-county level). The study used synthetic minority oversampling technique-nominal continuous (SMOTE-NC) to balance the datasets since the cases of attrition were much less than retention. The random survival forests model was then fitted to the balanced dataset. The model correctly identified attrition cases using the predicted ensemble mortality and their survival time using the estimated Kaplan-Meier survival function. The predictive performance of the model was strong and way better than random chance with concordance indices greater than 0.75. 展开更多
关键词 Random Survival Forests Synthetic minority Oversampling Technique-Nominal Continuous (SMOTE-NC) Key Population Female Sex Workers (FSW) Men Who Have Sex with Men (MSM) People Who Inject Drugs (PWID)
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Higher Education Admission Policy and Social Class of Ethnic Minority:The Case of Guangxi Zhuang Autonomous Region,China
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作者 Lijun Ti Xiaokun Yang Wang Zhou 《Macro Management & Public Policies》 2023年第3期1-15,共15页
Gaokao has been considered as the gatekeeper of intergenerational class reproduction in today’s slowing social mobility in China.In order to bolster the fairness of Gaokao,the Policy of Bonus Scores for Ethnic Minori... Gaokao has been considered as the gatekeeper of intergenerational class reproduction in today’s slowing social mobility in China.In order to bolster the fairness of Gaokao,the Policy of Bonus Scores for Ethnic Minority Candidates(PBSEMC)has been issued,whose,however,effectiveness in promoting upward social class has not been adequately empirically explored.The difference-in-differences(DID)analysis based on cross-sectional data,which is distinct from the traditional DID analysis paradigm,was implemented to assess the Reform of PBSEMC in the Guangxi Zhuang Autonomous Region in 1988.The results showed that PBSEMC had a significant and positive impact on the social classes of ethnic minorities,and gender,residence type and occupation type were also relevant to social class,aligning with the previous literature.The PBSEMC is effective in improving the social classes of ethnic minorities.However,the PBSEMC policy should be made more precise,in order to benefit the candidates who are in genuine need of assistance. 展开更多
关键词 Gaokao Policy of bonus scores Ethnic minority Social class Difference-in-differences analysis Higher education
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中国不同人群的头面部特征及其差异
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作者 宇克莉 张兴华 +1 位作者 程智 郑连斌 《人类学学报》 CSCD 北大核心 2024年第4期574-585,共12页
头面部的测量指标是生物人类学研究的重要内容,目前缺少中国人群齐全的头面部测量指标大数据的比较研究。本文根据近年来采集到的中国62个人群(53个民族)及外国人群的头面部指标数据,进行主成分分析,探讨中国人群之间头面部特征的差异... 头面部的测量指标是生物人类学研究的重要内容,目前缺少中国人群齐全的头面部测量指标大数据的比较研究。本文根据近年来采集到的中国62个人群(53个民族)及外国人群的头面部指标数据,进行主成分分析,探讨中国人群之间头面部特征的差异与共性,分析中国人与外国人群头面部特征的不同之处。研究发现,中国人群头面部特征分为北方类型和南方类型,北方少数民族人面较高、耳较长、鼻较高、上唇皮肤部较高,南方少数民族面较低、耳较短、鼻较低、上唇皮肤部较低,汉族介于二者之间。与外国人群相比,中国人耳较长,鼻较狭,面较宽。中国人的头面部形态与尼格罗人种差距较大,相对接近于高加索人种。 展开更多
关键词 北方少数民族 南方少数民族 汉族 头面部 活体测量
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