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Hydrogen Energy Storage System:Review on Recent Progress 被引量:1
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作者 MilleniumWong Hadi Nabipour Afrouzi 《Energy Engineering》 EI 2025年第1期1-39,共39页
A hydrogen energy storage system(HESS)is one of the many risingmodern green innovations,using excess energy to generate hydrogen and storing it for various purposes.With that,there have been many discussions about com... A hydrogen energy storage system(HESS)is one of the many risingmodern green innovations,using excess energy to generate hydrogen and storing it for various purposes.With that,there have been many discussions about commercializing HESS and improving it further.However,the design and sizing process can be overwhelming to comprehend with various sources to examine,and understanding optimal design methodologies is crucial to optimize a HESS design.With that,this review aims to collect and analyse a wide range of HESS studies to summarise recent studies.Two different collections of studies are studied,one was sourced by the main author for preliminary readings,and another was obtained via VOSViewer.The findings from the Web of Science platform were also examined for amore comprehensive understanding.Major findings include the People’sRepublic of China has been active in HESS research,as most works and active organizations originate from this country.HESS has been mainly researched to support power generation and balance load demands,with financial analysis being the common scope of analysis.MATLAB is a common tool used for HESS design,modelling,and optimization as it can handle complex calculations.Artificial neural network(ANN)has the potential to be used to model the HESS,but additional review is required as a formof future work.From a commercialization perspective,pressurized hydrogen tanks are ideal for hydrogen storage in a HESS,but other methods can be considered after additional research and development.From this review,it can be implied that modelling works will be the way forward for HESS research,but extensive collaborations and additional review are needed.Overall,this review summarized various takeaways that future research works on HESS can use. 展开更多
关键词 Hydrogen energy storage system VOSViewer DESIGN review SIZING
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Dilemmas and Optimization of Third-Party Assessment System in Chinese Fair Competition Review
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作者 Cui Xu Mingyu Hu 《Open Journal of Applied Sciences》 2024年第8期2039-2049,共11页
The current predominant self-review mechanism by policy-making bodies suffers from deficiencies such as insufficient motivations, limited review capabilities, and weak external supervision. Third-party assessment, cha... The current predominant self-review mechanism by policy-making bodies suffers from deficiencies such as insufficient motivations, limited review capabilities, and weak external supervision. Third-party assessment, characterized by independence and specialization, is designed to mitigate these shortcomings. However, the implementation of third-party assessment faces challenges too. This paper intends to improve the third-party assessment system and to realize the legislative purpose of the system. Based on social research, discussions and exchanges with relevant parties, and the existing research results, this paper analyzes the challenges and possible optimization measures for the third-party assessment. The challenges include repulsion from policy-making bodies, insufficient independence of assessment bodies, disparity of assessment quality, and limited application of assessment outcomes. Possible optimization measures include promoting fair competition culture, increasing the acceptance of third-party assessment from policy-making bodies, enhancing the quality of third-party assessment, clarifying the relationship between policy-making bodies and assessment bodies, ensuring the independence of third-party assessments, and promoting the application of assessment results. 展开更多
关键词 Fair Competition review Self-review third-party Assessment DILEMMA Optimization
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Digital components and interaction types in counseling interventions for childhood and adolescent obesity: A systematic review 被引量:1
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作者 Mari Virtanen Heli Kerimaa +10 位作者 Niko Mannikko Merja Mannisto Karolina Paalimaki-Paakki Minna Lahtinen Miya Jansson Kirsi Kivela Anne Oikarinen Mira Rajala Minna Vanhanen Maria Kaariainen Pirjo Kaakinen 《International Journal of Nursing Sciences》 2025年第2期123-129,I0001,共8页
Objectives:Childhood and adolescent obesity are an increasing global health concern.This study aimed to evaluate the effectiveness of digital components and interaction types in counseling interventions for prevention... Objectives:Childhood and adolescent obesity are an increasing global health concern.This study aimed to evaluate the effectiveness of digital components and interaction types in counseling interventions for prevention and treatment.Methods:All studies were searched in online databases and grey literature,including PubMed(Medline),Web of Science,CINAHL,Scopus,IEEE Xplore Digital Library,Journal of Medical Internet Research(JMIR),MedNar,EBSco Open Dissertations.The search period is from inception to June 2023,and the languages are Finnish,English and Swedish.The research quality was evaluated using the web-based data management system Covidence for prevalence studies.The study protocol was registered with PROSPERO(registration number:CRD42021247595).Results:In this review,4,407 studies were screened,and 22 were included.These involved 3,433 participants and 264 child-parent pairs.The digital approaches included multicomponent elements like internet platforms,text messaging,video conferencing,online communities,wearable technology,and mobile apps,allowing one-way,two-way,and face-to-face interactions.Two studies showed statistically significant effects of treatment on BMI and waist-to-hip ratio.Most interventions reported positive outcomes,with no significant differences between groups,and none showed null effects during followup.Conclusions:Digital multicomponents like mobile apps and wearables can help obese children and adolescents adopt healthier lifestyles.While these interventions show promise for obesity management,further research is needed to assess their effectiveness,particularly regarding nurses'perspectives. 展开更多
关键词 ADOLESCENT Children Digital counseling OBESE OVERWEIGHT Systematic review
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Foot reflexology on nausea and vomiting:A systematic review 被引量:1
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作者 Soheila SHAMSIKHANI Mahsa HOSSEINI 《Journal of Integrative Nursing》 2025年第1期42-47,共6页
Nausea and vomiting are physiological responses that react to various bodily conditions and play a protective function.Medicinal and nonmedicinal methods,including complementary medicine,treat nausea and vomiting.The ... Nausea and vomiting are physiological responses that react to various bodily conditions and play a protective function.Medicinal and nonmedicinal methods,including complementary medicine,treat nausea and vomiting.The current research aims to investigate the effectiveness of foot reflexology as a complementary medicine method for nausea and vomiting.Based on PRISMA 2020,PubMed,Web of Science,and Scopus were searched until October 2,2024,using a search strategy approved by two researchers.Only randomized controlled trial studies were included in this research.No limitations or filters were applied.The inclusion criteria were selected based on the PICOS framework,and the studies were evaluated according to the National Institutes of Health quality assessment tool,which is related to controlled intervention,and were evaluated by two researchers.Finally,six studies were included in this review.Eighty-four percent of studies were conducted in Asia.Three records are from Iran,and two are from Turkey,and one is from France.The results showed that nausea and vomiting improved in all studies.In most studies(67%),four sessions or less led to improved outcomes.Rhodes index of nausea,vomiting,and retching and visual analog scale were utilized to assess nausea and vomiting.The current systematic review indicated that foot reflexology as a noninvasive intervention could improve nausea and vomiting in patients with cancer problems,pregnancy,hemodialysis,and laparoscopic cholecystectomy。 展开更多
关键词 Complementary medicine foot reflexology nausea and vomiting REFLEXOLOGY systematic review
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Fluid therapy in acute pancreatitis comparing balanced solutions and normal saline:A systematic review,meta-analysis and trial sequential analysis 被引量:1
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作者 Lin Gao Hsiang-Wei Wang +4 位作者 Zi-Rui Liu Yi-Zhen Xu Lu Ke Wei-Qin Li John A Windsor 《Hepatobiliary & Pancreatic Diseases International》 2025年第4期371-380,共10页
Background:Isotonic crystalloids are recommended as the first choice for fluid therapy in acute pan-creatitis(AP),with normal saline(NS)and lactate Ringer’s(LR)used most often.Evidence based recom-mendations on the t... Background:Isotonic crystalloids are recommended as the first choice for fluid therapy in acute pan-creatitis(AP),with normal saline(NS)and lactate Ringer’s(LR)used most often.Evidence based recom-mendations on the type of fluid are conflicting and generally come from small single-center randomized controlled trials(RCTs).We therefore conducted a systematic review and meta-analysis to compare the effect of balanced solutions(BS)versus NS on patient-centered clinical outcomes in AP.Methods:From four databases searched up to October 2024,we included only RCTs of adult patients with AP that compared the use of BS(including LR,acetate Ringer’s,etc.)with NS.The primary out-come was the disease advances from AP to moderately severe and severe AP(MSAP/SAP).Trial sequential analyses(TSA)were conducted to control for type-I and type-II errors and Grading of Recommendations Assessment,Development,and Evaluation(GRADE)was used to assess the quality of evidence.Results:Six RCTs were identified and included,involving 260 patients treated with BS and 298 patients with NS.Patients who received the BS had less MSAP/SAP[odds ratio(OR)=0.50,95%confidence in-terval(CI):0.29 to 0.85,P=0.01,I^(2)=0%;5 studies,299 patients],reduced the need of ICU admission(OR=0.60,95%CI:0.39 to 0.93,P=0.02,I^(2)=0%;5 studies,507 patients)and shorter length of hospital stay[mean difference(MD)=-0.88,95%CI:-1.48 to-0.28,P=0.004,I^(2)=0%;6 studies,558 patients;confirmed by TSA with high certainty]compared with those who received NS.The evidence for most of the clinical outcomes was rated as moderate to low due to the risk of bias,imprecision and inconsistency.Conclusions:BS,compared with NS,was associated with improved clinical outcomes in patients with AP.However,given the moderate to low quality of evidence for most of the outcomes assessed,further trials are warranted. 展开更多
关键词 Acute pancreatitis Fluid therapy Normal saline Balanced solution Systematic review
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“big picture review”家族:范畴综述、图谱综述和证据差距图谱的异同
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作者 韩舒羽 蔡加琦 +1 位作者 焦雪萍 王志稳 《中国循证医学杂志》 北大核心 2025年第2期244-248,共5页
范畴综述、图谱综述以及证据差距图谱相比于经典的系统评价类型研究问题更加宽泛,因此被划分为“big picture review”家族。三种证据综合类型近年来发展迅速,然而相关概念容易混淆。本文在“big picture review”家族三种证据综合类型... 范畴综述、图谱综述以及证据差距图谱相比于经典的系统评价类型研究问题更加宽泛,因此被划分为“big picture review”家族。三种证据综合类型近年来发展迅速,然而相关概念容易混淆。本文在“big picture review”家族三种证据综合类型方法学指南的基础上,梳理各自方法学发展历程,总结三种证据综合方法研究目的和方法学操作方面的相同点和不同点。笔者期望本文能够帮助国内研究者区分和辨别三种证据综合类型,避免概念的混淆,根据研究目的正确选择“big picture review”家族的证据综合类型。 展开更多
关键词 范畴综述 图谱综述 证据差距图谱
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Hybrid Deep Learning Approach for Automating App Review Classification:Advancing Usability Metrics Classification with an Aspect-Based Sentiment Analysis Framework
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作者 Nahed Alsaleh Reem Alnanih Nahed Alowidi 《Computers, Materials & Continua》 SCIE EI 2025年第1期949-976,共28页
App reviews are crucial in influencing user decisions and providing essential feedback for developers to improve their products.Automating the analysis of these reviews is vital for efficient review management.While t... App reviews are crucial in influencing user decisions and providing essential feedback for developers to improve their products.Automating the analysis of these reviews is vital for efficient review management.While traditional machine learning(ML)models rely on basic word-based feature extraction,deep learning(DL)methods,enhanced with advanced word embeddings,have shown superior performance.This research introduces a novel aspectbased sentiment analysis(ABSA)framework to classify app reviews based on key non-functional requirements,focusing on usability factors:effectiveness,efficiency,and satisfaction.We propose a hybrid DL model,combining BERT(Bidirectional Encoder Representations from Transformers)with BiLSTM(Bidirectional Long Short-Term Memory)and CNN(Convolutional Neural Networks)layers,to enhance classification accuracy.Comparative analysis against state-of-the-art models demonstrates that our BERT-BiLSTM-CNN model achieves exceptional performance,with precision,recall,F1-score,and accuracy of 96%,87%,91%,and 94%,respectively.Thesignificant contributions of this work include a refined ABSA-based relabeling framework,the development of a highperformance classifier,and the comprehensive relabeling of the Instagram App Reviews dataset.These advancements provide valuable insights for software developers to enhance usability and drive user-centric application development. 展开更多
关键词 Requirements Engineering(RE) app review analysis usabilitymetrics hybrid deep learning BERT-BiLSTM-CNN
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SmartPlant Review在吊装模拟中的应用
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作者 周盈吾 《大氮肥》 2025年第S1期127-129,共3页
阐述大型设备吊装面临的挑战,分析吊装模拟的重要性,结合SmartPlant Review各功能模块,通过与传统吊装方案进行对比,突出了该软件在模拟吊装演示应用方面的优势,利用该软件制定并优化吊装方案,更好地为设计工作服务,指导数字化施工,提... 阐述大型设备吊装面临的挑战,分析吊装模拟的重要性,结合SmartPlant Review各功能模块,通过与传统吊装方案进行对比,突出了该软件在模拟吊装演示应用方面的优势,利用该软件制定并优化吊装方案,更好地为设计工作服务,指导数字化施工,提高工程质量和效率。 展开更多
关键词 吊装模拟 SmartPlant review 数字化施工
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Acknowledgment to reviewers
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《Pedosphere》 2025年第6期I0001-I0009,共9页
The continued success of Pedosphere relies on the support of authors and reviewers.On behalf of the Editorial Committee and the submitting authors of Pedosphere,we would like to sincerely acknowledge the continuous su... The continued success of Pedosphere relies on the support of authors and reviewers.On behalf of the Editorial Committee and the submitting authors of Pedosphere,we would like to sincerely acknowledge the continuous support of the reviewers listed below,who have contributed their time and returned at least one review and decision during the period from January 1 to December 31,2024,on a voluntary basis.These reviewers have provided the editors with timely,thoughtful,and detailed reviews and decisions that are also enormously helpful to authors,encourage revision,improve manuscripts,and enhance the level of research published in the journal.Many reviewers have completed several reviews this year. 展开更多
关键词 editorial committee AUTHORS timely reviews detailed reviews SUPPORT reviewers manuscript revision research level
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Plasma Science and Technology List of reviewers
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《Plasma Science and Technology》 2025年第1期I0004-I0008,共5页
We are grateful to the following reviewers for reviewing the papers for Plasma Science and Technology from 25 December,2023 to 28 December,2024.
关键词 PLASMA reviewers reviewING
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The Impact of Vicarious Abusive Supervision on Third-Party’s Self-Efficacy and Task Performance:The Moderating Role of Promotion Focus in Unethical Leadership Contexts
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作者 LI Yuxuan ZHOU Yuqin +2 位作者 MI Shufei HUANG Hancheng CHEN Wenhua 《Chinese Business Review》 2025年第2期69-85,共17页
Drawing upon self-determination theory,this study examines the effects of vicarious abusive supervision on third-party’s self-efficacy and task performance within organizational contexts.Data were collected via surve... Drawing upon self-determination theory,this study examines the effects of vicarious abusive supervision on third-party’s self-efficacy and task performance within organizational contexts.Data were collected via surveys from 337 employees across diverse organizations.The results indicate that vicarious abusive supervision significantly undermines both self-efficacy and task performance among employees who are indirectly exposed to such behavior but not directly targeted.Furthermore,self-efficacy serves as a mediator between vicarious abusive supervision and task performance;however,this mediating effect is attenuated for employees with a high promotion focus.These findings provide valuable theoretical and practical insights,particularly in the domain of organizational behavior,by emphasizing the critical role of promotion focus in mitigating the negative effects of vicarious abusive supervision.This research contributes to the organizational behavior literature by shifting the focus from the traditional supervisor-subordinate dynamic to a third-party perspective,thereby enriching our understanding of how vicarious abusive supervision impacts employees within organizational settings.The study underscores the importance of self-efficacy and promotion focus as key factors in unethical leadership contexts. 展开更多
关键词 vicarious abusive supervision task performance SELF-EFFICACY promotion focus third-party
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Global trend of review articles focused on cardiopulmonary bypass:Perspectives from bibliometrics
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作者 Lei Deng Rui Zhou +1 位作者 Xian-Jie Zhang Yan-Hua Peng 《World Journal of Methodology》 2025年第2期166-173,共8页
BACKGROUND Cardiopulmonary bypass(CPB)is a life-support technology widely used in surgery.Review articles reflect research advances in a certain topic or field within a certain period of time.AIM To perform a bibliome... BACKGROUND Cardiopulmonary bypass(CPB)is a life-support technology widely used in surgery.Review articles reflect research advances in a certain topic or field within a certain period of time.AIM To perform a bibliometric analysis of the review articles that focused on CPB for cardiovascular surgery.METHODS This study was based on a bibliometric analysis.Data were acquired from the Web of Science and basic bibliometric parameters were analyzed and visualized using VOSviewer and Excel.RESULTS We identified 141 review articles on CPB.Generally,the number of publications increased,and most of them were published in the 2010s(n=57,40.4%)and the 2020s(n=45,31.9%).There were 113(80.1%)narrative review articles,21(14.9%)meta-analysis studies and 7(5.0%)systematic review papers.The United States(n=25,17.7%)and China(n=21,14.9%)were the leading countries in terms of publication number.The articles were published in 98 different journals.The Journal of Cardiothoracic and Vascular Anesthesia(n=14,10.0%)and Perfusion-United Kingdom(n=11,7.8%)were preferred by the authors.The high-frequency keywords included inflammatory response,children,acute kidney injury,meta-analysis and off-pump,except for CPB and cardiac surgery.Inflammatory response had the closest relationship with CPB during cardiac surgery.The complications of CPB,including inflammatory response,kidney injury and ischemia,caught lots of concern.CONCLUSION The rapid increase of review papers shows that the research on CPB in cardiac surgery is increasingly being emphasized by scholars and clinical staff worldwide.Meta-analysis has been widely conducted to analyze clinical controversies and further guide clinical practice.Strategies to improving the outcomes of patients undergoing cardiac surgery with CPB are the hot spots in this field. 展开更多
关键词 Cardiopulmonary bypass review article Bibliometric analysis Cardiac surgery Hot spots
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A REVIEW of China’s standardization work
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《China Standardization》 2025年第1期26-41,共16页
Waving goodbye to the past year and embracing the new year, we are happy to see the remarkable progresses in China’s standardization field, and are optimistic about the future.In 2024, the standardization community e... Waving goodbye to the past year and embracing the new year, we are happy to see the remarkable progresses in China’s standardization field, and are optimistic about the future.In 2024, the standardization community earnestly put the important policies and deployments of the Central Government in place, and implemented the National Standardization Development Outline, making outstanding achievements. 展开更多
关键词 STANDARDIZATION GOVERNMENT review
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Thank you to Laparoscopic,Endoscopic and Robotic Surgery peer reviewers
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作者 Editorial Office Laparoscopic,Endoscopic and Robotic Surgery 《Laparoscopic, Endoscopic and Robotic Surgery》 2025年第1期65-65,共1页
In 2024,Laparoscopic,Endoscopic and Robotic Surgery(LERS)published 39 impactful articles in the area of minimally invasive surgery.The achievements of LERS are crucially dependent on the tremendous effort and valuable... In 2024,Laparoscopic,Endoscopic and Robotic Surgery(LERS)published 39 impactful articles in the area of minimally invasive surgery.The achievements of LERS are crucially dependent on the tremendous effort and valuable contributions of peer reviewers.On behalf of the Editorial Board and Editorial Office,we would especially like to thank the following excellent reviewers who have made time within their busy schedules to review manuscripts and delivered insightful and constructive comments. 展开更多
关键词 SURGERY reviewers LAPAROSCOPIC
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Top ten causes of non-arthritic hip pain: A comprehensive review
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作者 Ping-Yen Yeo Ayyadarshan Kasivishvanaath +1 位作者 Luis Perez-Carro Jegathesan T 《World Journal of Orthopedics》 2025年第6期25-36,共12页
Hip pain in young patients is a common complaint that can pose diagnostic challenges.Clinical evaluation of hip pain requires strong foundational knowledge of relevant anatomy,careful history-taking,focused physical e... Hip pain in young patients is a common complaint that can pose diagnostic challenges.Clinical evaluation of hip pain requires strong foundational knowledge of relevant anatomy,careful history-taking,focused physical examination,and appropriate imaging techniques.Rapid advancements in hip arthroscopy techniques over the past decade has made it an essential tool in assessing and managing hip pain.This article aims to provide an evidence-based update on ten common causes of non-arthritic hip pain.These causes are categorized into three groups based on predominant symptom location to facilitate the readers’understanding and enhance evaluation of hip pain in the clinical setting.Each condition is discussed with an overview of relevant anatomy,clinical features and evaluation methods,as well as management strategies,emphasizing arthroscopic techniques where applicable. 展开更多
关键词 HIP Pain Non-arthritic IMPINGEMENT review
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A Bibliometric Study of Wollastonite as a New Natural Material in Cement-based Construction Materials-A Review
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作者 Kuldasheva Aziza HUANG Bin +1 位作者 Kuldashev Kholjigit LI Beixing 《Journal of Wuhan University of Technology(Materials Science)》 2025年第6期1651-1659,共9页
We tried to collect all publications based on Scopus for 24 years in English for the keyword Wollastonite.We analyzed the most popular journals,top authors,top-cited papers,and the role of top countries in the world o... We tried to collect all publications based on Scopus for 24 years in English for the keyword Wollastonite.We analyzed the most popular journals,top authors,top-cited papers,and the role of top countries in the world on the usage of Wollastonite in construction.Moreover,a comprehensive examination of literature and patent data pertaining to the production and utilisation of wollastonite and materials derived from wollastonite was conducted.We then consolidated and presented our findings about Wollastonite's characteristics.We demonstrated the theoretical possibility of using recycled wollastonite in some areas of cement-based construction materials and product manufacture.Our research results shows that the number of available articles on Wollastonite-mineral as a fibre and aggregate is less than that on other areas.In addition,the research enables us to discover potential deficiencies in the utilization of Wollastonite in situations where there is currently no available published literature. 展开更多
关键词 CITATIONS WOLLASTONITE JOURNALS concrete review SCOPUS
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Triple probiotic combination effect on metabolic,oxidative stress,and inflammatory parameters in diabetic population:Systematic review and meta-analysis
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作者 Vishal P Dubey Jignesh J Kansagra +1 位作者 Bhargav K Kamani Varun P Sureja 《World Journal of Experimental Medicine》 2025年第3期294-307,共14页
BACKGROUND Diabetes is an epidemic condition affecting people globally with a high rate of morbidity and mortality.While various pharmacological and non-pharmacological treatment options are used,diabetes is still a n... BACKGROUND Diabetes is an epidemic condition affecting people globally with a high rate of morbidity and mortality.While various pharmacological and non-pharmacological treatment options are used,diabetes is still a non-treatable condition.Constant attempts are made to identify newer therapies that could support better management of the diabetes condition and improve overall quality of life.Numerous studies have supported the potential role of probiotics therapy in the diabetes condition.AIM To evaluate the efficacy of triple probiotic combination on glycaemic,metabolic,oxidative stress,and inflammatory parameters in the diabetic population.METHODS Randomized controlled trials evaluating the efficacy of the triple probiotic combination in diabetic patients were identified.The quality of the studies was evaluated using the PEDro scale while biasness between and within the studies was assessed using the Risk of Bias tool.Meta-analysis was conducted using RevMan software,and sensitivity analysis was performed using OpenMeta Analyst software.The study protocol was registered in PROSPERO(CRD42-024530999).RESULTS Five good-quality clinical trials were included.Low-to-moderate risk of bias was observed.Data from 300 participants were included(150 participants in both groups).Probiotics supplementation significantly improved glycaemic and insulin parameters(glucose level:-23.86 mg/dL;insulin level:-5.02μIU/mL;HOMA-IR:-1.82 score;QUICKI:+0.02 score;HOMA-B:-16.30 score;P<0.05 for all parameters),reduced oxidative stress and improved antioxidant parameters[TAC:+92.55 mmol/L;glutathione(GSH):+40.55μmol/L;nitric oxide(NO):+6.45μmol/L;malondialdehyde(MDA):-0.48μmol/L;hs-CRP:-2.24 mg/L;P<0.05 for all parameters except GSH],and improved lipid parameters(total cholesterol(TC):-3.43 mg/dL;triglycerides(TG):-4.26 mg/dL;low-density lipoprotein:-4.62 mg/dL;very low-density lipoprotein:-0.83 mg/dL;high-density lipoprotein(HDL):+1.83 mg/dL;TC/HDL ratio:-0.25;P<0.05 for HDL and TC/HDL ratio parameters)compared to the control group.CONCLUSION The combination of L.acidophilus,L.casei,and B.bifidum is effective in diabetic patients with cardio/renal complications.Further well-designed studies are warranted to support the results of current research. 展开更多
关键词 Diabetes PROBIOTICS GLUCOSE INSULIN Systematic review META-ANALYSIS
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Optimizing Airline Review Sentiment Analysis:A Comparative Analysis of LLaMA and BERT Models through Fine-Tuning and Few-Shot Learning
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作者 Konstantinos I.Roumeliotis Nikolaos D.Tselikas Dimitrios K.Nasiopoulos 《Computers, Materials & Continua》 2025年第2期2769-2792,共24页
In the rapidly evolving landscape of natural language processing(NLP)and sentiment analysis,improving the accuracy and efficiency of sentiment classification models is crucial.This paper investigates the performance o... In the rapidly evolving landscape of natural language processing(NLP)and sentiment analysis,improving the accuracy and efficiency of sentiment classification models is crucial.This paper investigates the performance of two advanced models,the Large Language Model(LLM)LLaMA model and NLP BERT model,in the context of airline review sentiment analysis.Through fine-tuning,domain adaptation,and the application of few-shot learning,the study addresses the subtleties of sentiment expressions in airline-related text data.Employing predictive modeling and comparative analysis,the research evaluates the effectiveness of Large Language Model Meta AI(LLaMA)and Bidirectional Encoder Representations from Transformers(BERT)in capturing sentiment intricacies.Fine-tuning,including domain adaptation,enhances the models'performance in sentiment classification tasks.Additionally,the study explores the potential of few-shot learning to improve model generalization using minimal annotated data for targeted sentiment analysis.By conducting experiments on a diverse airline review dataset,the research quantifies the impact of fine-tuning,domain adaptation,and few-shot learning on model performance,providing valuable insights for industries aiming to predict recommendations and enhance customer satisfaction through a deeper understanding of sentiment in user-generated content(UGC).This research contributes to refining sentiment analysis models,ultimately fostering improved customer satisfaction in the airline industry. 展开更多
关键词 Sentiment classification review sentiment analysis user-generated content domain adaptation customer satisfaction LLaMA model BERT model airline reviews LLM classification fine-tuning
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Update evidence of effectiveness on pain relieving of cupping therapy:a systematic review and Meta-analysis of randomized controlled trials
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作者 WANG Yiying DONG Shuai +2 位作者 LI Bo HAN Mei CAO Huijuan 《Journal of Traditional Chinese Medicine》 2025年第2期234-253,共20页
OBJECTIVE:To update the current best evidence on the effectiveness and safety of cupping therapy in pain management.METHODS:The protocol of this systematic review was registered at PROSPERO(CRD42021261308).An updated ... OBJECTIVE:To update the current best evidence on the effectiveness and safety of cupping therapy in pain management.METHODS:The protocol of this systematic review was registered at PROSPERO(CRD42021261308).An updated literature searching in 7 databases was conducted from January 2014 to January 2023.Two authors extracted data and assessed the risk of bias independently.Statistical analysis was performed using RevMan 5.4.1 software(Cochrane Collaboration,London,UK).Meta-analysis with a random effect model was conducted when there was no serious statistical heterogeneity among trials(I^(2) ≤ 75%).Grading of Recommendations Assessment,Development,and Evaluation was also conducted to assess the quality of evidence.RESULTS:Seventy-two trials with 5720 participants were included.All included trials were assessed as having high risk of bias.The majority of the included trials reported the benefit of cupping plus other therapy or cupping alone on improving cure rate(average risk ratio more than 1.15) and reducing visual analogue scale [average mean difference(MD) reduction 0.16 to 7.0 cm],improving quality of life,quality of sleep or other symptoms related to pain condition.And there was low/very low quality evidence that the incidence of adverse events in the cupping groups were lower than that in the control groups.Although the heterogeneity between studies and the methodological quality of the study itself lead to the low evidence strength of the current conclusions,the results of this study are a valuable supplement to the founding of previous review.CONCLUSION:Cupping therapy alone or combined with other therapy was considered benefit in relieving pain,improving the quality of life,and increasing the cure rate of patients with pain conditions,though supported by the low quality of evidence.According to the limited evidence,cupping therapy seems to have less harm than drugs when treating pain conditions. 展开更多
关键词 Cupping therapy PAIN systematic review Metaanalysis
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Differential Privacy-Enabled TextCNN for MOOCs Fake Review Detection
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作者 Caiyun Chen 《Journal of Electronic Research and Application》 2025年第1期191-201,共11页
The rapid development and widespread adoption of massive open online courses(MOOCs)have indeed had a significant impact on China’s education curriculum.However,the problem of fake reviews and ratings on the platform ... The rapid development and widespread adoption of massive open online courses(MOOCs)have indeed had a significant impact on China’s education curriculum.However,the problem of fake reviews and ratings on the platform has seriously affected the authenticity of course evaluations and user trust,requiring effective anomaly detection techniques for screening.The textual characteristics of MOOCs reviews,such as varying lengths and diverse emotional tendencies,have brought complexity to text analysis.Traditional rule-based analysis methods are often inadequate in dealing with such unstructured data.We propose a Differential Privacy-Enabled Text Convolutional Neural Network(DP-TextCNN)framework,aiming to achieve high-precision identification of outliers in MOOCs course reviews and ratings while protecting user privacy.This framework leverages the advantages of Convolutional Neural Networks(CNN)in text feature extraction and combines differential privacy techniques.It balances data privacy protection with model performance by introducing controlled random noise during the data preprocessing stage.By embedding differential privacy into the model training process,we ensure the privacy security of the framework when handling sensitive data,while maintaining a high recognition accuracy.Experimental results indicate that the DP-TextCNN framework achieves an exceptional accuracy of over 95%in identifying fake reviews on the dataset,this outcome not only verifies the applicability of differential privacy techniques in TextCNN but also underscores its potential in handling sensitive educational data.Additionally,we analyze the specific impact of differential privacy parameters on framework performance,offering theoretical support and empirical analysis to strike an optimal balance between privacy protection and framework efficiency. 展开更多
关键词 DP-TextCNN Differential Privacy Fake review MOOCs
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