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Depression Intensity Classification from Tweets Using Fast Text Based Weighted Soft Voting Ensemble

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Computers, Materials & Continua 2024年第2期78卷 2047-2066页

作者： Muhammad Rizwan Muhammad Faheem Mushtaq Maryam Rafiq Arif Mehmood Isabel de la Torre Diez Monica Gracia Villar helena Garay Imran Ashraf Department of Artificial Intelligence The Islamia University of BahawalpurBahawalnagar63100Pakistan Department of Information Technology Khwaja Fareed University of Engineering and ITRYKhan64200Pakistan Department of Computer Science&Information Technology The Islamia University of BahawalpurBahawalnagar63100Pakistan Department of Signal Theory and Communications and Telematic Engineering Unviersity of ValladolidPaseo de Belén 15Valladolid47011Spain Faculty of Social Science and Humanities Universidad Europea del Atlántico Isabel Torres 21Santander39011Spain Department of Project Management Universidad Internacional IberoamericanaCampeche24560México Fundación Universitaria Internacional de Colombia Bogotá111611Colombia Universidad Internacional Iberoamericana AreciboPuerto Rico00613USA Universidade Internacional do Cuanza Cuito46703Angola Department of Information and Communication Engineering Yeungnam UniversityGyeongsan38541South Korea

Predicting depression intensity from microblogs and social media posts has numerous benefits and applications,including predicting early psychological disorders and stress in individuals or the general public.A major challenge in predicting depression using social media posts is that the existing studies do not focus on predicting the intensity of depression in social media texts but rather only perform the binary classification of depression and moreover noisy data makes it difficult to predict the true depression in the social media text.This study intends to begin by collecting relevant Tweets and generating a corpus of 210000 public tweets using Twitter public application programming interfaces(APIs).A strategy is devised to filter out only depression-related tweets by creating a list of relevant hashtags to reduce noise in the corpus.Furthermore,an algorithm is developed to annotate the data into three depression classes:‘Mild,’‘Moderate,’and‘Severe,’based on International Classification of Diseases-10(ICD-10)depression diagnostic criteria.Different baseline classifiers are applied to the annotated dataset to get a preliminary idea of classification performance on the corpus.Further FastText-based model is applied and fine-tuned with different preprocessing techniques and hyperparameter tuning to produce the tuned model,which significantly increases the depression classification performance to an 84%F1 score and 90%accuracy compared to baselines.Finally,a FastText-based weighted soft voting ensemble(WSVE)is proposed to boost the model’s performance by combining several other classifiers and assigning weights to individual models according to their individual performances.The proposed WSVE outperformed all baselines as well as FastText alone,with an F1 of 89%,5%higher than FastText alone,and an accuracy of 93%,3%higher than FastText alone.The proposed model better captures the contextual features of the relatively small sample class and aids in the detection of early depression intensity prediction from tweet

关键词： Depression classification deep learning FastText machine learning

COVID-19 vaccination produces exercise-responsive SARS-CoV-2 specific T-cells regardless of infection history

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Journal of Sport and Health Science 2024年第1期13卷 99-107页

作者： Kyle A.Smith Tiffany M.Zúñiga Forrest L.Baker helena Batatinha Charles R.Pedlar Shane C.Burgess Michael P.Gustafson Emmanuel Katsanis Richard J.Simpson School of Nutritional Sciences and Wellness The University of ArizonaTucsonAZ 85721USA Department of Pediatrics The University of ArizonaTucsonAZ 85724USA Faculty of Sport Allied Health and Performance ScienceSt.Mary's UniversityTwickenham TW14SXUK Institute of Sport Exercise and Health University College LondonLondon WC1E 7HUUK Department of Animal and Comparative Biomedical Sciences The University of ArizonaTucsonAZ 85721USA The University of Arizona Cancer Center The University of ArizonaTucsonAZ 85719USA Laboratory Medicine and Pathology Mayo Clinic ArizonaPhoenixAZ 85054USA Department of Immunobiology The University of ArizonaTucsonAZ 85724USA Department of Medicine The University of ArizonaTucsonAZ 85724USA Department of Pathology The University of ArizonaTucsonAZ 85724USA

Background:The mobilization and redistribution of severe acute respiratory syndrome coronavirus 2(SARS-CoV-2)specific T-cells and neutralizing antibodies(nAbs)during exercise is purported to increase immune surveillance and protect against severe coronavirus disease 2019(COVID-19).We sought to determine if COVID-19 vaccination would elicit exercise-responsive SARS-CoV-2 T-cells and transiently alter nAb titers.Methods:Eighteen healthy participants completed a 20-min bout of graded cycling exercise before and/or after receiving a COVID-19 vaccine.All major leukocyte subtypes were enumerated before,during,and after exercise by flow cytometry,and immune responses to SARS-CoV-2 were determined using whole blood peptide stimulation assays,T-cell receptor(TCR)-βsequencing,and SARS-CoV-2 nAb serology.Results:COVID-19 vaccination had no effect on the mobilization or egress of major leukocyte subsets in response to intensity-controlled graded exercise.However,non-infected participants had a significantly reduced mobilization of CD4+and CD8+naive T-cells,as well as CD4+central memory T-cells,after vaccination(synthetic immunity group);this was not seen after vaccination in those with prior SARS-CoV-2 infection(hybrid immunity group).Acute exercise after vaccination robustly mobilized SARS-CoV-2 specific T-cells to blood in an intensity-dependent manner.Both groups mobilized T-cells that reacted to spike protein;however,only the hybrid immunity group mobilized T-cells that reacted to membrane and nucleocapsid antigens.nAbs increased significantly during exercise only in the hybrid immunity group.Conclusion:These data indicate that acute exercise mobilizes SARS-CoV-2 specific T-cells that recognize spike protein and increases the redistribution of nAbs in individuals with hybrid immunity.

关键词： Anti-viral COVID-19 Exercise immunology SARS-CoV-2 T-Cells Vaccine

Biliary complications associated with weight loss,cholelithiasis and choledocholithiasis

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World Journal of Gastrointestinal Pharmacology and Therapeutics 2024年第4期15卷 1-8页

作者： Marcelo A Ribeiro Jr Gabriela K Tebar helena B Niero Leticia S Pacheco Department of Surgery Division of TraumaCritical Care and Acute Care SurgerySheikh Shakhbout Medical CityAbu Dhabi 11001United Arab Emirates Department of Surgery Pontifical Catholic University of São Paulo-Campus SorocabaSorocaba 18030070SPBrazil

Biliary complications like cholelithiasis and choledocholithiasis are more common in bariatric surgery patients due to obesity and rapid weight loss.Patients with a body mass index>40 face an eightfold risk of developing cholelithiasis.Postbariatric surgery,especially after laparoscopic Roux-en-Y gastric bypass(LRYGB),30%of patients develop biliary disease due to rapid weight loss.The aim of this review is to analyze the main biliary complications that occur after bariatric surgery and its management.A review of the literature was conducted mainly from 2010 up to 2023 with regard to biliary complications associated with bariatric patients in SciELO,PubMed,and MEDLINE.Patients undergoing LRYGB have a higher incidence(14.5%)of symptomatic calculi post-surgery compared to those undergoing laparoscopic sleeve gastrectomy at 4.1%.Key biliary complications within 6 to 12 months post-surgery include:Cholelithiasis:36%;Biliary colic/dyskinesia:3.86%;Acute cholecystitis:0.98%-18.1%;Chronic cholecystitis:70.2%;Choledocholithiasis:0.2%-5.7%and Pancreatitis:0.46%-9.4%.Surgeons need to be aware of these complications and consider surgical treatments based on patient symptoms to enhance their quality of life.

关键词： Bariatric surgery Complications Choledocholithiasis Cholelithiasis Acute cholecystitis

Association of donor hepatectomy time with liver transplantation outcomes: A multicenter retrospective study

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World Journal of Transplantation 2024年第1期14卷 130-140页

作者： Geisiane Custodio Andrew Maykon Massutti Aline Caramori Taynara Gonçalves Pereira Augusto Dalazen Gabriela Scheidt Ludmilla Thomazini Cristiane Bauermann Leitão Tatiana helena Rech Department of Intensive Care Unit Hospital Santa IsabelBlumenau-Santa Catarina CEP-89010906Brazil Transplant Division Hospital Santa IsabelBlumenau-Santa Catarina CEP-89010906Brazil School of Medicine Universidade Regional de Blumenau(FURB)Blumenau-Santa Catarina CEP-89010906Brazil School of Medicine Universidade Federal do Rio Grande do SulPorto Alegre 90035-903Brazil Departement of Endocrinology Hospital de Clínicas de Porto Alegre/Universidade Federal do Rio Grande do SulPorto Alegre 90035-903Rio Grande do SulBrazil Department of Internal Medicine Hospital de Clínicas de Porto AlegreDivision of Intensive Care MedicinePorto Alegre 90035-903Brazil

BACKGROUND Prolonged donor hepatectomy time may be implicated in early and late complications of liver transplantation.AIM To evaluate the impact of donor hepatectomy time on outcomes of liver transplant recipients,mainly early allograft dysfunction.METHODS This multicenter retrospective study included brain-dead donors and adult liver graft recipients.Donor-recipient matching was obtained through a crossover list.Clinical and laboratory data were recorded for both donors and recipients.Donor hepatectomy,cold ischemia,and warm ischemia times were recorded.Primary outcome was early allograft dysfunction.Secondary outcomes included need for retransplantation,length of intensive care unit and hospital stay,and patient and graft survival at 12 months.RESULTS From January 2019 to December 2021,a total of 243 patients underwent a liver transplant from a brain-dead donor.Of these,57(25%)developed early allograft dysfunction.The median donor hepatectomy time was 29(23–40)min.Patients with early allograft dysfunction had a median hepatectomy time of 25(22–38)min,whereas those without it had a median time of 30(24–40)min(P=0.126).CONCLUSION Donor hepatectomy time was not associated with early allograft dysfunction,graft survival,or patient survival following liver transplantation.

关键词： Brain death Hepatectomy Liver transplantation Early allograft dysfunction Graft survival

Littoral landforms of Lake Hulun and Lake Buir(China and Mongolia):Wind-driven hydro-sedimentary dynamics and resulting clastics distribution

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Journal of Palaeogeography 2024年第2期13卷 309-326页

作者： Li Wang Mathieu Schuster Shi-Wei Xin Florin Zainescu Xin-Yu Xue Joep Storms Jan-Hendrik May Alexis Nutz helena van der Vegt Guilherme Bozetti Zai-Xing Jiang School of Energy Resources China University of Geosciences(Beijing)Beijing100083China Universite de Strasbourg CNRSENGEESInstitut Terre et Environnement de StrasbourgUMR 70635 Rue DescartesStrasbourgFrance Tamsag Mongolia(XIX)Ltd. PetroChinaDaqing 163000China CEREGE Aix-Marseille UniversitéCNESIRDCollege de FranceINRAAix en ProvenceFrance School of Marine Science Sun Yat-sen UniversityZhuhai 519083China Delft University of Technology Department of Geoscience and EngineeringDelfthe Netherlands School of Geography Earth and Atmospheric SciencesUniversity of Melbourne253 Elgin St.CarltonVIC 3053Australia Deltares Delfthe Netherlands SCMF Faculty of GeographyUniversity of Bucharest1 N.Balcescu Blv.BucharestRomania

Two rectangular-shaped lakes,Lake Hulun and Lake Buir,located at the boundary between China and Mongolia,only c.75 km apart and therefore experiencing similar wind fields,have been studied based on satellite images and field surveys in order to compare their geomorphological and sedimentological characteristics.The wind-driven hydrodynamics,which have a significant effect on the development of littoral landforms and on sediment distribution,have been discussed for the two similar lakes that experienced a prevailing wind perpendicular to their long axis.A conceptual model related to wind-driven water bodies and sediment distribution is proposed.Wave-influenced to wave-dominated deltas,beaches,spits,and eolian dune deposits develop around these two lakes,with a strikingly similar distribution pattern.These features locally inform the longshore drift and help reconstruct the water circulation induced by wind forcing.Under the NW prevailing wind regime,the spits developed on the SW coast with a NW—SE extension,which was influenced by the NW—SE longshore currents.The same influence was observed in the delta extension in the NE area.The differences lie in the presence of fan deltas in the NW region of Lake Hulun,but not in Lake Buir.Additionally,the width of the beach and eolian deposits on the downwind coast of Lake Hulun is three times greater than that of Lake Buir which were caused by the differences in sediment supply and wind fetch between the two lakes.Lake Hulun and Lake Buir provide two reliable examples to understand the relationship among the wind field,provenance,hydrodynamics,landforms,and asymmetrical distribution of clastics in elongated lakes.They also represent relevant modern analogs,which may also be of guiding significance to wind-driven sand body prediction in lacustrine basins.

关键词： Wind-driven lakes Fetch Sedimentary facies Hydrodynamics Geomorphology Spits Shoreline Lake Hulun Lake Buir

场地尺度的数字孪生:从城市尺度建模到多元小微设计干预

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景观设计学（中英文） 2024年第2期12卷 45-57页

作者：杨竣程戎航美国哈佛大学设计研究生院剑桥02138 美国哥伦比亚大学建筑、规划与保护研究生院纽约10027

本文探讨了数字孪生技术在城市规划和景观设计中的应用。数字孪生最初由制造业和工程领域开发,如今已成为在虚拟环境中复制和模拟物理世界的关键工具,有助于实现实时监控和模拟未来变革,对城市规划和景观设计具有深远的影响。尽管其应... 详细信息

本文探讨了数字孪生技术在城市规划和景观设计中的应用。数字孪生最初由制造业和工程领域开发,如今已成为在虚拟环境中复制和模拟物理世界的关键工具,有助于实现实时监控和模拟未来变革,对城市规划和景观设计具有深远的影响。尽管其应用范围广泛,但在城市景观这类不确定因素较多的环境中实施数字孪生技术,尤其是在推行通用城市尺度数字孪生的可行性方面仍存在诸多挑战。本文主张在场地尺度应用数字孪生技术,专注于在不确定因素相对较少、技术建模环境相应可控的特定城市要素(如公园、建筑物和基础设施等)中实施。这种方法强调通过一系列场地尺度的应用来创建城市数字孪生网络的重要性。该方法需要在景观和城市设计实践中进行持续的实践和检验,依赖于经济和政策环境的支撑,以促进跨学科的研发设计和市场应用。通过三项设计提案,本文探讨了场地尺度数字孪生的变革潜力,强调其通过整合市民的情感、互动和健康数据,在设计干预的虚拟-物理界面及公共空间与城市景观中发挥的作用,进而创造更具互动性、参与性和响应力的环境。

关键词：数字孪生城市规划景观设计城市传感公众参与装置设计

Parkinson's Disease:A Multisystem Disorder

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Neuroscience Bulletin 2023年第1期39卷 113-124页

作者： helena Nunes Costa Ana Raquel Esteves Nuno Empadinhas Sandra Morais Cardoso CNC–Center for Neuroscience and Cell Biology and CIBB–Center for Innovative Biomedicine and Biotechnology University of Coimbra3004-504CoimbraPortugal IIIUC–Institute for Interdisciplinary Research University of Coimbra3004-504CoimbraPortugal Faculty of Medicine University of Coimbra3004-504CoimbraPortugal

The way sporadic Parkinson's disease(PD)is perceived has undergone drastic changes in recent decades.For a long time,PD was considered a brain disease characterized by motor disturbances;however,the identification of several risk factors and the hypothesis that PD has a gastrointestinal onset have shed additional light.Today,after recognition of prodromal non-motor symptoms and the pathological processes driving their evolution,there is a greater understanding of the involvement of other organ systems.For this reason,PD is increasingly seen as a multiorgan and multisystemic pathology that arises from the interaction of susceptible genetic factors with a challenging environment during aging-related decline.

关键词： Parkinson's disease Gut microbiome Intestinal barrier α-Synuclein Blood-brain barrier

Improving the haploidization toolbox:Maternal factors take the stage

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Molecular Plant 2023年第4期16卷 651-653页

作者： Maria Flores-Tornero helena Sapeta Jorg D.Becker Instituto de Tecnologia Quimica e Biologica Universidade Nova de LisboaAv.daRepublica2780-157OeirasPortugal

Plant breeders have a great interest in obtaining plants that are genetically homogeneous as quickly as possible,with high efficiency and at low cost.Conventional approaches,including selfing or backcrossing,cannot provide this.Haploid technologies,however,offer a solution and are therefore the subject of intensive research,in particular during the last decade.

关键词： breed homogeneous quickly

Response to Midgley:the costs of reproduction cannot differ between the sexes

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Journal of Plant Ecology 2022年第6期15卷 1312-1315页

作者： Miao Liu helena Korpelainen Chunyang Li Department of Ecology College of Life and Environmental SciencesHangzhou Normal UniversityHangzhou 311121China Department of Agricultural Sciences Viikki Plant Science CentreUniversity of HelsinkiHelsinkiFinland Department of Tea Sciences College of Agriculture and BiotechnologyZhejiang UniversityHangzhou 310058China

Many studies have compared the reproductive cost and vegetative growth at a particular time point.In our review(Liu et al.2021b),we summarized those results but did not compare absolute reproductive costs between the sexes(Hultine et al.2016;Juvany and Munné-Bosch 2016).Moreover,we did not propose that the observed vegetative and environmental differences between the sexes were the only reasons for differences in sexual functioning,especially in the spreading and receiving of pollen(Midgley 2022).

关键词： reproductive summarized Response