trends

趋势
  • 文章类型: Journal Article
    在过去的六十年里,学术出版物的作者人数大幅增加,一种被称为作者身份膨胀的现象。本研究旨在分析比较作者的趋势和跨主要骨科多中心合作的影响,medical,和外科杂志。我们回顾了《新英格兰医学杂志》(NEJM)的元数据,外科年鉴(AS),和骨与关节外科杂志(JBJS)从1960年1月1日至2019年12月31日。每个出版物的作者数量,多中心研究的普遍性,并对其相关性进行了分析。使用热图和箱形图可视化数据,使用Jonckheere-Terpstra对趋势进行了统计测试,Mann-Kendall,和广义线性混合模型(GLMMs)。共分析了73062篇文章,1,190篇文章被确定为源自多中心研究。发现多中心试验的数量随着时间的推移显着增加(p<0.001),NEJM趋于稳定,但JBJS和AS继续上升。随着时间的推移,每份出版物的作者人数显着增加,所有日记帐(p<0.0001)。如确定系数(r2)所示,存在显着的统计相关性(p<0.0001),在所有三个期刊中,作者>10的出版物比例与多中心出版物比例之间的关联.学术出版中的作者人数膨胀可能归因于多中心合作的增加。与骨科期刊相比,医学和外科期刊的作者身份增加速度更为明显,反映不同专业的不同趋势。这些发现突出了学术出版中研究合作和作者实践的不断发展的性质。
    Over the past six decades, authorship numbers in academic publications have increased significantly, a phenomenon known as authorship inflation. This study aims to analyze comparative authorship trends and the influence of multicenter collaborations across major orthopedic, medical, and surgical journals. We reviewed metadata from The New England Journal of Medicine (NEJM), Annals of Surgery (AS), and The Journal of Bone and Joint Surgery (JBJS) from January 1, 1960, to December 31, 2019. The number of authors per publication, the prevalence of multicenter studies, and their correlation were analyzed. Data was visualized using heat maps and box plots, and trends were statistically tested using the Jonckheere-Terpstra, Mann-Kendall, and generalized linear mixed models (GLMMs). A total of 73,062 articles were analyzed, with 1,190 articles identified as originating from multicenter studies. The number of multicenter trials was found to have increased significantly over time (p < 0.001), plateauing in NEJM but continuing to rise in JBJS and AS. There was a significant increase in authorship numbers per publication over time, across all journals (p < 0.0001). There was a significant statistical correlation (p < 0.0001) as indicated by the coefficient of determination (r2), for the association between the proportion of publications with >10 authors and the proportion of multicenter publications across all three journals. Authorship inflation in academic publishing may be attributable to the rise in multicenter collaborations. The rate of increase in authorship was more pronounced in medical and surgical journals compared to orthopedic journals, reflecting differing trends across specialties. These findings highlight the evolving nature of research collaboration and authorship practices in academic publishing.
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  • 文章类型: Journal Article
    工作压力理论已经发展和完善,以更好地了解员工的福祉。现在这个领域已经成熟了,回顾理论趋势和发展对于未来的研究和实践指导是适当的。本论文提供了历史回顾,同时具有两个目标(即,统计已发表的理论)和对工作压力理论的主观评价。在研究1中,两名训练有素的评估员对工作压力期刊中使用的理论进行了编码。工作需求控制(-support;JDCS)模型最初得到了很好的体现,但最近被专注于多种资源的理论所取代(例如,作业需求-资源-JDR-模型)。在非工作压力理论中,动机和情感理论在工作压力研究中得到了很好的体现。研究2通过审查两个具有其他编码类别的国际应用心理学期刊来扩展研究1的结果。具体来说,我们确定了对理论和研究人员特征的经验支持(即,国家和专业隶属关系)。根据计票方法,JDCS模型的支持最少,和资源模型(例如,JDR)最多。德国和荷兰是最具代表性的地区,与美国有最多的国际合作。心理学和管理学是最具代表性的隶属关系。
    Job stress theories have been developed and refined to better understand employee wellbeing. Now that the field is maturing, it is appropriate to review the theoretical trends and developments for future research and practical guidance. The current paper provides a historical review, with both objective (i.e., counts of published theories) and subjective evaluation of job stress theory. In Study 1, two trained raters coded theories used in job stress journals. The job demand-control (-support; JDCS) model was initially well-represented, but has been superseded more recently by theories that focus on multiple resources (e.g., the job demand-resource - JDR - model). Among non-job stress theories, motivation and affective theories have been well-represented within job stress research. Study 2 expanded the results of Study 1 through review of two international applied psychology journals with additional coding categories. Specifically, we identified empirical support for theories and researcher characteristics (i.e., national and professional affiliation). The JDCS model had the least full support according to a vote counting method, and resource models (e.g., JDR) the most. Germany and the Netherlands were the most represented locations, with the United States having the most international collaborations. Psychology and management were the most represented affiliations.
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  • 文章类型: Journal Article
    脊柱融合术是一种常见的退行性脊柱疾病的外科干预措施,随着人口老龄化推动的需求增加。多种慢性病并存,称为多发病率,通常会使手术结果复杂化,制造先进的骨移植物对于成功融合至关重要。本文回顾了国内外的发展,临床应用,以及围绕在脊柱融合手术中使用重组人骨形态发生蛋白2(rhBMP-2)的争议。进行了全面的叙述审查,专注于1980年1月至2024年1月的文献,来自PubMed和GoogleScholar。研究包括那些在脊柱融合术背景下检查rhBMP-2的研究,不包括其他骨形态发生蛋白(BMPs)和非脊柱应用。本文综述了rhBMP-2的总体概述、发展历史和临床疗效。副作用的出现,以及不断发展的临床使用模式。正如这篇评论所讨论的,临床实践调整了用法和剂量以减轻不良反应,然而,仍然需要更安全的运送机制。rhBMP-2仍然是一种强效的骨诱导剂,具有相当的融合成功率,通过射线照相融合和良好的临床结果来衡量,自体移植物,但具有独特的风险。这篇综述阐述了如何进一步研究对于优化rhBMP-2的递送以减少副作用至关重要。增强对内源性BMP的时空表现的理解和创新可以显着改善脊柱融合手术的患者预后。这篇综述有助于越来越多关于rhBMP-2在脊柱外科中使用的文献,并讨论了随着时间的推移临床使用模式的变化。
    Spinal fusion is a prevalent surgical intervention for degenerative spinal diseases, with increasing demand driven by ageing populations. The coexistence of multiple chronic conditions, termed multimorbidity, often complicates surgical outcomes, making advanced bone grafts crucial for successful fusions. This paper reviews the development, clinical application, and controversies surrounding the use of recombinant human bone morphogenetic protein-2 (rhBMP-2) in spinal fusion surgeries. A comprehensive narrative review was conducted, focusing on literature from January 1980 to January 2024, sourced from PubMed and Google Scholar. Studies included those examining rhBMP-2 specifically in spinal fusion contexts, excluding other bone morphogenetic proteins (BMPs) and non-spinal applications. This review presents an overarching synopsis of rhBMP-2, its development history and clinical efficacy, the emergence of side effects, and evolving patterns of clinical use. As discussed in this review, clinical practice has adjusted usage and dosages to mitigate adverse effects, yet the need for safer delivery mechanisms persists. rhBMP-2 remains a potent osteoinductive agent with comparable fusion success, as measured by radiographic fusion and good clinical outcomes, to autologous grafts but poses unique risks. This review sets out how further research is essential to optimise the delivery of rhBMP-2 to reduce side effects. Enhanced understanding and innovation of spatio-temporal presentation relative to endogenous BMP could significantly improve patient outcomes in spinal fusion surgeries. The review contributes to the growing body of literature on the use of rhBMP-2 in spine surgery and discusses changing patterns of clinical use over time.
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  • 文章类型: Journal Article
    目的:分析原发性产后出血(PPH)的时间趋势,2005年至2021年期间发生重大产科出血(MOH),并检查2017年至2021年期间导致PPH风险的原因和因素。
    方法:使用出院记录中的国际ICD-10-AM诊断代码来识别PPH病例。PPH和MOH发病率的时间趋势以图形方式显示。泊松回归用于评估时间趋势,并检查与2017-2021年PPH风险相关的因素。
    结果:共记录了1,003,799例分娩住院;5.6%包括诊断为原发性PPH。风险从2005年的2.5%增加到2021年的9.6%,几乎增加了四倍。在2017-2021年,85%的PPH病例记录了其他即刻原发性PPH的ICD-10AM代码,而子宫惯性/无力的诊断仅与3.6%的病例相关。分别,与创伤有关的,组织相关和凝血酶相关的原因与三分之一有关,4.2%和0.5%的病例。与妇女有关的多种因素,包括合并症,交货方式,与分娩相关的干预措施和相关的创伤增加了PPH的风险,但胎盘并发症,尤其是胎盘病态粘附,是很强的风险因素。
    结论:改善胎盘并发症的检测和预测可能有效地解决PPH的增加趋势,然而,剖腹产和其他干预措施增加的趋势可能也需要解决,而员工教育和质量改进项目将发挥作用。
    OBJECTIVE: To analyse temporal trends for primary Postpartum Haemorrhage (PPH), Major Obstetric Haemorrhage (MOH) between 2005 and 2021 and to examine the causes and factors contributing to the risk of PPH during 2017-2021.
    METHODS: International ICD-10-AM diagnostic codes from hospital discharge records were used to identify cases of PPH. Temporal trends in PPH and MOH incidence were illustrated graphically. Poisson regression was used to assess the time trends and to examine factors associated with the risk of PPH during 2017-2021.
    RESULTS: A total of 1,003,799 childbirth hospitalisations were recorded; 5.6% included a diagnosis of primary PPH. Risk increased almost fourfold from 2.5% in 2005 to 9.6% in 2021. The ICD-10 AM code for other immediate primary PPH was recorded for 85% of PPH cases in 2017-2021 whereas a diagnosis of uterine inertia/atony was associated with just 3.6% of the cases. Respectively, trauma-related, tissue-related and thrombin-related causes were associated with one third, 4.2% and 0.5% of cases. A wide range of factors relating to the woman including comorbidities, mode of delivery, labour-related interventions and associated traumas increased risk of PPH but placental complications, especially morbidly adherent placenta, were strong risk factors.
    CONCLUSIONS: Improvement in detection and anticipation of placental complications may be effective in addressing the increasing trend of PPH, however, the trends of increasing C-sections and other interventions may also need to be addressed while staff education and quality improvement projects will have a role to play.
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  • 文章类型: Journal Article
    自然语言处理(NLP)任务可以通过多种深度学习架构来解决。许多不同的方法被证明是有效的。本研究旨在简要总结NLP任务的用例以及主要架构。这项研究提出了NLP任务的基于变压器的解决方案,例如变压器的双向编码器表示(BERT),和创成式预培训(GPT)架构。要做到这一点,我们在审查策略中进行了逐步的过程:确定包括变形金刚在内的最新研究,应用过滤器来提取最一致的研究,确定和定义纳入和排除标准,评估每一项研究中提出的策略,最后讨论了所产生的文章中提出的方法和体系结构。这些步骤促进了基于Transformer架构的NLP应用程序的系统总结和比较分析。主要焦点是NLP域的当前状态,特别是关于它的应用,语言模型,和数据集类型。研究结果为该研究领域遇到的挑战提供了见解。
    Natural language processing (NLP) tasks can be addressed with several deep learning architectures, and many different approaches have proven to be efficient. This study aims to briefly summarize the use cases for NLP tasks along with the main architectures. This research presents transformer-based solutions for NLP tasks such as Bidirectional Encoder Representations from Transformers (BERT), and Generative Pre-Training (GPT) architectures. To achieve that, we conducted a step-by-step process in the review strategy: identify the recent studies that include Transformers, apply filters to extract the most consistent studies, identify and define inclusion and exclusion criteria, assess the strategy proposed in each study, and finally discuss the methods and architectures presented in the resulting articles. These steps facilitated the systematic summarization and comparative analysis of NLP applications based on Transformer architectures. The primary focus is the current state of the NLP domain, particularly regarding its applications, language models, and data set types. The results provide insights into the challenges encountered in this research domain.
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  • 文章类型: Journal Article
    背景:由于单方面忽视(UN)对康复结果的不利影响,跌倒风险,和日常生活活动,这个领域逐渐引起了相当大的兴趣。尽管如此,目前缺乏对整个研究领域的有效描述;因此,这项研究背后的动机是分析和评估卒中和其他非进行性脑损伤后联合国领域发表的文献,以确定未来研究的热点和趋势.
    方法:1970年至2022年与联合国有关的原始文章和评论是从WebofScienceCoreCollection的科学引文索引扩展中检索的。CiteSpace,VOSviewer,和Bibliometrix软件被用来观察出版领域,国家,和作者。
    结果:共纳入了1,202种出版物,由92%的原创文章组成,出版物数量总体呈波动上升趋势。意大利,联合王国,美国做出了重要贡献,神经心理学是最有说服力的学术期刊,和BartolomeoP.在出版物和共同引用的数量上都排名第一。关键词被分为四个集群,和突发关键字检测表明,网络和虚拟现实可能会成为未来发展的前沿,值得更多关注。
    结论:联合国是一个新兴领域,本研究提出了第一个文献计量学分析,以提供该领域研究的全面概述。我们从前沿研究中获得的见解和指导,趋势,和热门主题可以证明在促进这一领域的快速发展,同时为未来的研究方向提供信息非常有价值。
    BACKGROUND: Owing to the adverse effects of unilateral neglect (UN) on rehabilitation outcomes, fall risk, and activities of daily living, this field has gradually got considerable interest. Notwithstanding, there is presently an absence of efficient portrayals of the entire research field; hence, the motivation behind this study was to dissect and evaluate the literature published in the field of UN following stroke and other nonprogressive brain injuries to identify hotspots and trends for future research.
    METHODS: Original articles and reviews related to UN from 1970 to 2022 were retrieved from the Science Citation Index Expanded of the Web of Science Core Collection. CiteSpace, VOSviewer, and Bibliometrix software were used to observe publication fields, countries, and authors.
    RESULTS: A total of 1,202 publications were incorporated, consisting of 92% of original articles, with an overall fluctuating upward trend in the number of publications. Italy, the United Kingdom, and the United States made critical contributions, with Neuropsychologia being the most persuasive academic journal, and Bartolomeo P. ranked first in both the quantity of publications and co-citations. Keywords were divided into four clusters, and burst keyword detection demonstrated that networks and virtual reality might additionally emerge as frontiers of future development and warrant additional attention.
    CONCLUSIONS: UN is an emerging field, and this study presents the first bibliometric analysis to provide a comprehensive overview of research in the field. The insights and guidance garnered from our research on frontiers, trends, and popular topics could prove highly valuable in facilitating the rapid development of this field while informing future research directions.
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  • 文章类型: Journal Article
    背景:母乳喂养是提供婴儿营养的最佳方法。婴儿友好健康倡议(BFHI)是促进母乳喂养的全球战略。这项研究旨在探索澳大利亚医院的婴儿喂养数据,并比较BFHI与非BFHI认可医院之间的结果。在公立和私立医院之间。
    方法:我们针对澳大利亚公立和私立医院2018年至2019年出院时母乳喂养结果的公开数据。我们将数据与BFHI认可的医院相关联,并使用t检验比较平均母乳喂养率和分类变量的卡方或Fisher精确检验。
    结果:在澳大利亚所有州和地区,只有新南威尔士州(NSW)和维多利亚州(VIC)提供了公开的目标数据。在这些状态之间,母乳喂养指标的定义有所不同。在新南威尔士州,据报道,出院时的母乳喂养率是活产婴儿的完全母乳喂养率(71%),而在维也纳国际中心,据报道,仅足月儿的纯母乳喂养率(79%)。比较公立医院和私立医院,与公立非BFHI认可的医院相比,新南威尔士州出院时完全母乳喂养和VIC完全母乳喂养的比例明显较低.
    结论:BFHI认证有助于降低商业配方奶粉的使用率。需要在私立和公立医院中一致加强BFHI原则和实施。定期的州监测和国家传播使用标准化母乳喂养指标收集的汇总数据也至关重要。
    BACKGROUND: Breastfeeding is the optimal method of providing infant nutrition. The Baby Friendly Health Initiative (BFHI) is a global strategy to promote breastfeeding. This study aimed to explore infant feeding data in Australian hospitals and compare outcomes between BFHI and non-BFHI accredited hospitals, and between public and private hospitals.
    METHODS: We targeted publicly available Australian public and private hospital data on breastfeeding outcomes at discharge from 2018 to 2019. We linked the data to the BFHI accredited hospitals and used t tests to compare mean breastfeeding rates and Chi square or Fisher\'s exact test for categorical variables.
    RESULTS: Across all Australian states and territories, only New South Wales (NSW) and Victoria (VIC) provided the publicly available target data. Breastfeeding indicators were defined differently between these states. In NSW, breastfeeding at discharge was reported as a full breastfeeding rate among live born infants (71 %) whereas in VIC, it was reported as exclusive breastfeeding rates among term babies only (79 %). Comparing public with private hospitals, the rates of full breastfeeding at discharge in NSW and exclusive breastfeeding in VIC were significantly lower among private non-BFHI accredited hospitals compared to public non-BFHI accredited hospitals.
    CONCLUSIONS: BFHI accreditation can be beneficial in decreasing the rates of commercial milk formula use. Consistent reinforcement of BFHI principles and implementation in both private and public hospitals is required. Regular state monitoring and national dissemination of aggregated data collected using standardised breastfeeding indicators is also essential.
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  • 文章类型: Systematic Review
    目的:回顾在过去20年中,在美国接受重大关节置换(MJR)的个体中,急性后护理(PAC)的使用以及与种族、民族和乡村相关的差异的证据。
    方法:系统评价。
    方法:我们纳入了研究,这些研究检查了美国PAC趋势以及MJR后住院≥18年的个体之间的种族和族裔和/或城市与农村差异。
    方法:我们搜索了大型学术数据库(PubMed,CINAHL,Embase,WebofScience,和Scopus)进行同行评审,2000年1月1日和2022年1月26日的英语文章。
    结果:回顾了17项研究。研究(n=16)一致表明,MJR后向熟练护理机构(SNF)或疗养院(NHs)的放电随着时间的推移而减少,而出院到住院康复设施(IRF)的证据,家庭保健(HHC),没有HHC服务的家庭是混合的。大多数研究(n=12)发现种族和少数族裔个体,尤其是黑人,比白人更频繁地被释放到PAC机构。人口因素(即,年龄,性别,合并症)和婚姻状况不仅与机构PAC的出院独立相关,而且在种族和少数民族中也是如此。只有一项研究发现PAC使用的城乡差异,表明城市居民比农村居民更经常被排放到SNF/NH和HHC。
    结论:尽管随着时间的推移,MJR后机构PAC的使用有所下降,与白人相比,种族和少数群体的机构PAC出院率继续更高。为了解决这些差距,政策制定者应考虑针对多发病率以及社会弱势群体缺乏社会和结构支持的措施。政策制定者还应考虑采取举措,通过扩大远程保健服务和改善护理协调来解决农村地区遇到的经济和结构性障碍。
    OBJECTIVE: To review evidence on post-acute care (PAC) use and disparities related to race and ethnicity and rurality in the United States over the past 2 decades among individuals who underwent major joint replacement (MJR).
    METHODS: Systematic review.
    METHODS: We included studies that examined US PAC trends and racial and ethnic and/or urban vs rural differences among individuals who are aged ≥18 years with hospitalization after MJR.
    METHODS: We searched large academic databases (PubMed, CINAHL, Embase, Web of Science, and Scopus) for peer-reviewed, English language articles from January 1, 2000, and January 26, 2022.
    RESULTS: Seventeen studies were reviewed. Studies (n = 16) consistently demonstrated that discharges post-MJR to skilled nursing facilities (SNFs) or nursing homes (NHs) decreased over time, whereas evidence on discharges to inpatient rehab facilities (IRFs), home health care (HHC), and home without HHC services were mixed. Most studies (n = 12) found that racial and ethnic minority individuals, especially Black individuals, were more frequently discharged to PAC institutions than white individuals. Demographic factors (ie, age, sex, comorbidities) and marital status were not only independently associated with discharges to institutional PAC, but also among racial and ethnic minority individuals. Only one study found urban-rural differences in PAC use, indicating that urban-dwelling individuals were more often discharged to both SNF/NH and HHC than their rural counterparts.
    CONCLUSIONS: Despite declines in institutional PAC use post-MJR over time, racial and minority individuals continue to experience higher rates of institutional PAC discharges compared with white individuals. To address these disparities, policymakers should consider measures that target multimorbidity and the lack of social and structural support among socially vulnerable individuals. Policymakers should also consider initiatives that address the economic and structural barriers experienced in rural areas by expanding access to telehealth and through improved care coordination.
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  • 文章类型: Journal Article
    在过去的几十年里,儿童肥胖症在全球范围内迅速增加,包括在韩国。我们旨在讨论儿童肥胖的流行趋势和有效的预防策略。在大多数高收入国家,其患病率显着增加。根据最近的报道,这种增长在发达国家已经放缓,但水平仍然高得惊人。在韩国,20世纪90年代以来,儿童肥胖率显著上升;然而,自2000年以来,这种增长变得更加渐进。根据最近公布的2017年增长图表,根据数据来源的不同,韩国儿童肥胖的患病率略有不同.全国学校健康体检数据显示,儿科肥胖从2014年的11.5%逐渐上升至2019年的15.1%,2019年冠状病毒病流行后,它在2021年急剧增加到19%。根据韩国国家健康和营养调查的数据,儿科肥胖患病率从2017年的10.8%逐渐上升至2019年的13.6%。这种趋势,2020年和2021年分别为15.9%和19.3%,在男孩和年龄较大的儿童中尤为严重。儿童肥胖不仅影响儿童时期的健康,而且增加成年后肥胖和相关健康状况的风险。尽管正在进行关于治疗方案的研究,肥胖的预防和控制仍然具有挑战性.因此,通过健康的饮食习惯和生活方式优先进行早期干预和预防小儿肥胖至关重要。这需要对个人进行干预,家庭,学校,和社区层面。
    Pediatric obesity has rapidly increased globally over the past few decades, including in Korea. We aimed to discuss trends in the prevalence of pediatric obesity and effective prevention strategies. Its prevalence has markedly increased in most high-income nations. According to recent reports, this increase has slowed in developed countries, but the levels remain alarmingly high. In Korea, the rate of pediatric obesity has surged notably since the 1990s; however, since the 2000s, this increase has become more gradual. According to recently published 2017 growth charts, the prevalence of pediatric obesity in Korea varies slightly depending on the data source. The National School Health Examination data showed that pediatric obesity gradually increase from 11.5% in 2014 to 15.1% in 2019, and after the coronavirus disease 2019 pandemic, it sharply increased to 19% in 2021. Based on data from the Korea National Health and Nutrition Examination Survey, the prevalence of pediatric obesity gradually increased from 10.8% in 2017 to 13.6% in 2019. This trend, which accelerated sharply to 15.9% in 2020 and 19.3% in 2021, was especially severe in boys and older children. Pediatric obesity not only affects health during childhood but also increases the risk of developing obesity and associated health conditions in adulthood. Despite ongoing research on treatment options, obesity prevention and control remain challenging. Hence, prioritizing early intervention and prevention of pediatric obesity through healthy eating habits and lifestyles is crucial. This requires intervention at the individual, family, school, and community levels.
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  • 文章类型: Journal Article
    这项研究的目的是对与种族分析有关的游泳文章进行范围界定和文献计量学综述。使用系统评价和荟萃分析(PRISMA)指南的首选报告项目来确定相关研究。从WebofScience数据库中检索了1984年至2023年12月31日之间发表的有关游泳比赛分析的文章。筛选了366条记录,总共保留了74篇文章用于分析。直到2012年,有一些时间间隔没有或很少出版物。从2012年开始,出版物和引文呈明显上升趋势。这个主题是由美利坚合众国领导的,澳大利亚,和西班牙。澳大利亚和西班牙保持着出版物最多的国家地位。对作者合作的分析揭示了与西班牙作者的两个集群,其余的集群由葡萄牙语组成,瑞士人,澳大利亚作家通过这篇文献计量学综述,有可能理解发表在游泳比赛分析上的文章的演变,多年来对这一主题贡献最大的国家和作者。预测模型显示,在未来10年内(直到2034年),有关该主题的文章和引用数量将继续增加。
    The aim of this study was to conduct a scoping and bibliometric review of swimming articles related to race analysis. The Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines were used to identify relevant studies. Articles on race analysis in swimming published between 1984 and December 31, 2023 were retrieved from the Web of Science database. 366 records were screened and a total of 74 articles were retained for analysis. Until 2012, there were some time intervals with no or few publications. From 2012, there was a clear upward trend in publications and citations. This theme was led by the United States of America, Australia, and Spain. Australia and Spain maintain their status as the countries with the most publications. The analysis of author collaborations revealed two clusters with Spanish authors, and the remaining clusters are composed of Portuguese, Swiss, and Australian authors. With this bibliometric review, it has been possible to understand the evolution of the articles published on race analysis in swimming, the countries and the authors that have contributed most to this topic over the years. The prediction model shows that the number of articles and citations on this topic will continue to increase over the next 10 years (until 2034).
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