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商业银行基于Group Training技术的小样本学习应用研究
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作者 吴永飞 寿弘宇 +3 位作者 王彦博 魏文术 徐奇 张月 《金融科技时代》 2025年第3期16-22,共7页
人工智能是推动社会进步和经济发展的关键力量。商业银行已经在诸多业务领域广泛使用人工智能技术,如精准营销、智能风控、智慧运营等业务领域。然而,有些业务场景在“冷启动”阶段面临样本量不足,并且坏样本量极少的小样本学习问题,这... 人工智能是推动社会进步和经济发展的关键力量。商业银行已经在诸多业务领域广泛使用人工智能技术,如精准营销、智能风控、智慧运营等业务领域。然而,有些业务场景在“冷启动”阶段面临样本量不足,并且坏样本量极少的小样本学习问题,这导致现有的人工智能技术可能失效。基于此,文章创新提出了一种Group Training(群组训练)建模思路,可以有效解决小样本学习问题。实证结果表明,Group Training建模方案在多个金融数据集上效果均明显优于传统的建模方案,这为商业银行小样本学习提供了新的研究思路和解决方案。 展开更多
关键词 人工智能 小样本学习 Group Learning Group training
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基于时差的多输出tri-training异构软测量建模 被引量:1
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作者 王大芬 唐莉丽 +3 位作者 张鑫焱 聂春雨 李明珠 吴菁 《化工学报》 北大核心 2025年第3期1143-1155,共13页
软测量技术为工业过程中重要变量及难测变量的预测提供了一个有效的解决办法。然而,由于工业过程的复杂化和高昂的数据获取成本,使得标记数据与未标记数据分布不平衡。此时,构建高性能的软测量模型成为一个挑战。针对这一问题,提出了一... 软测量技术为工业过程中重要变量及难测变量的预测提供了一个有效的解决办法。然而,由于工业过程的复杂化和高昂的数据获取成本,使得标记数据与未标记数据分布不平衡。此时,构建高性能的软测量模型成为一个挑战。针对这一问题,提出了一种基于时差的多输出tri-training异构软测量方法。通过构建一种新的tri-training框架,采用多输出的高斯过程回归(multi-output Gaussian process regression,MGPR)、相关向量机(multi-output relevance vector machine,MRVM)、最小二乘支持向量机(multi-output least squares support vector machine,MLSSVM)三种模型作为基线监督回归器,使用标记数据进行训练和迭代;同时,引入时间差分(time difference,TD)改进模型的动态特性,并通过卡尔曼滤波(Kalman filtering,KF)优化模型的参数,提高其预测性能;最后通过模拟污水处理平台(benchmark simulation model 1,BSM1)和实际污水处理厂对该模型进行了验证。结果表明,与传统的软测量建模方法相比,该模型能显著提高数据分布不平衡下软测量模型的自适应性和预测性能。 展开更多
关键词 TRI-training 软测量 时间差分 协同训练 集成 预测 过程控制
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Effects of exercise-cognitive dual-task training on elderly patients with cognitive frailty and depression 被引量:2
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作者 Ying Zhou Xiao-Ming Miao +4 位作者 Kai-Lian Zhou Cheng-Ji Yu Ping Lu Yin Lu Juan Zhao 《World Journal of Psychiatry》 2025年第4期149-159,共11页
BACKGROUND Cognitive frailty and depression are prevalent among the elderly,significantly impairing physical and cognitive functions,psychological well-being,and quality of life.Effective interventions are essential t... BACKGROUND Cognitive frailty and depression are prevalent among the elderly,significantly impairing physical and cognitive functions,psychological well-being,and quality of life.Effective interventions are essential to mitigate these adverse effects and enhance overall health outcomes in this population.AIM To evaluate the effects of exercise-cognitive dual-task training on frailty,cognitive function,psychological status,and quality of life in elderly patients with cognitive frailty and depression.METHODS A retrospective study was conducted on 130 patients with cognitive frailty and depression admitted between December 2021 and December 2023.Patients were divided into a control group receiving routine intervention and an observation group undergoing exercise-cognitive dual-task training in addition to routine care.Frailty,cognitive function,balance and gait,psychological status,and quality of life were assessed before and after the intervention.RESULTS After the intervention,the frailty score of the observation group was(5.32±0.69),lower than that of the control group(5.71±0.55).The Montreal cognitive assessment basic scale score in the observation group was(24.06±0.99),higher than the control group(23.43±1.40).The performance oriented mobility assessment score in the observation group was(21.81±1.24),higher than the control group(21.15±1.26).The self-efficacy in the observation group was(28.27±2.66),higher than the control group(30.05±2.66).The anxiety score in the hospital anxiety and depression scale(HADS)for the observation group was(5.86±0.68),lower than the control group(6.21±0.64).The depression score in the HADS for the observation group was(5.67±0.75),lower than the control group(6.27±0.92).Additionally,the scores for each dimension of the 36-item short form survey in the observation group were higher than those in the control group,with statistically significant differences(P<0.05).CONCLUSION Exercise-cognitive dual-task training is beneficial for improving frailty,enhancing cognitive function,and improving psychological status and quality of life in elderly patients with cognitive frailty and depression. 展开更多
关键词 Exercise-cognitive dual-task training Elderly patients Cognitive frailty Depression patients Frailty score Cognitive function
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Effects of short-and long-term exercise training on cancer cells in vitro:Insights into the mechanistic associations
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作者 Francesco Bettariga Dennis R.Taaffe +1 位作者 Daniel A.Galvão Robert U.Newton 《Journal of Sport and Health Science》 2025年第1期73-83,共11页
Exercise is a therapeutic approach in cancer treatment,providing several benefits.Moreover,exercise is associated with a reduced risk for developing a range of cancers and for their recurrence,as well as with improvin... Exercise is a therapeutic approach in cancer treatment,providing several benefits.Moreover,exercise is associated with a reduced risk for developing a range of cancers and for their recurrence,as well as with improving survival,even though the underlying mechanisms remain unclear.Preclinical and clinical evidence shows that the acute effects of a single exercise session can suppress the growth of various cancer cell lines in vitro.This suppression is potentially due to altered concentrations of hormones(e.g.,insulin)and cytokines(e.g.,tumor necrosis factor alpha and interleukin 6)after exercise.These factors,known to be involved in tumorigenesis,may explain why exercise is associated with reduced cancer incidence,recurrence,and mortality.However,the effects of short-(<8 weeks)and long-term(≥8 weeks)exercise programs on cancer cells have been reported with mixed results.Although more research is needed,it appears that interventions incorporating both exercise and diet seem to have greater inhibitory effects on cancer cell growth in both apparently healthy subjects as well as in cancer patients.Although speculative,these suppressive effects on cancer cells may be driven by changes in body weight and composition as well as by a reduction in low-grade inflammation often associated with sedentary behavior,low muscle mass,and excess fat mass in cancer patients.Taken together,such interventions could alter the systemic levels of suppressive circulating factors,leading to a less favorable environment for tumorigenesis.While regular exercise and a healthy diet may establish a more cancer-suppressive environment,each acute bout of exercise provides a further“dose”of anticancer medicine.Therefore,integrating regular exercise could potentially play a significant role in cancer management,highlighting the need for future investigations in this promising area of research. 展开更多
关键词 Resistance training Aerobic training CYTOKINES HORMONES Cancer cells
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The Necessity and Importance of Research Training for Residents in Standardized Residency Programs
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作者 He Qian Yuanyuan Wei +4 位作者 Bingbing Chen Sanjin Zeng Jian Wang Zhaofu Li Jiayan Shen 《Journal of Contemporary Educational Research》 2025年第8期159-174,共16页
Standardized residency training programs primarily focus on developing clinical diagnostic and treatment skills,often allocating limited time to research activities.However,enhancing research skills is of paramount im... Standardized residency training programs primarily focus on developing clinical diagnostic and treatment skills,often allocating limited time to research activities.However,enhancing research skills is of paramount importance for residents,as it fosters critical thinking,problem-solving abilities,and a deeper understanding of applying scientific principles to clinical practice.This paper explores the necessity and significance of integrating research training into residency programs,emphasizing its role in cultivating well-rounded physicians capable of advancing medical knowledge.This study proposes a competency-based research training model that encompasses research literacy,study design,biostatistics,and scientific writing.Additionally,online asynchronous training modules,robust mentorship,and balanced time management strategies are recommended to enhance residents’research engagement without compromising clinical training.By implementing these measures,residency programs can improve residents’research capabilities,contributing to both individual professional growth and the broader advancement of medical science. 展开更多
关键词 Residency training Research skills Competency-based training MENTORSHIP Online learning
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Physiological adaptations and performance enhancement with combined blood flow restricted and interval training:A systematic review with meta-analysis
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作者 Mingyue Yin Shengji Deng +4 位作者 Jianfeng Deng Kai Xu George P.Nassis Olivier Girard Yongming Li 《Journal of Sport and Health Science》 2025年第6期131-148,共18页
Purpose We aimed to determine:(a)the chronic effects of interval training(IT)combined with blood flow restriction(BFR)on physiological adaptations(aerobic/anaerobic capacity and muscle responses)and performance enhanc... Purpose We aimed to determine:(a)the chronic effects of interval training(IT)combined with blood flow restriction(BFR)on physiological adaptations(aerobic/anaerobic capacity and muscle responses)and performance enhancement(endurance and sprints),and(b)the influence of participant characteristics and intervention protocols on these effects.Methods Searches were conducted in PubMed,Web of Science(Core Collection),Cochrane Library(Embase,ClinicalTrials.gov,and International Clinical Trials Registry Platform),and Chinese National Knowledge Infrastructure on April 2,with updates on October 17,2024.Pooled effects for each outcome were summarized using Hedge's g(g)through meta-analysis-based random effects models,and subgroup and regression analyses were used to explore moderators.Results A total of 24 studies with 621 participants were included.IT combined with BFR(IT+BFR)significantly improved maximal oxygen uptake(VO2_(max))(g=0.63,I^(2)=63%),mean power during the Wingate 30-s test(g=0.70,I^(2)=47%),muscle strength(g=0.88,I^(2)=64%),muscle endurance(g=0.43,I^(2)=0%),time to fatigue(g=1.26,I^(2)=86%),and maximal aerobic speed(g=0.74,I^(2)=0%)compared to IT alone.Subgroup analysis indicated that participant characteristics including training status,IT intensity,and IT modes significantly moderated VO2_(max)(subgroup differences:p<0.05).Specifically,IT+BFR showed significantly superior improvements in VO2_(max)compared to IT alone in trained individuals(g=0.76)at supra-maximal intensity(g=1.29)and moderate intensity(g=1.08)as well as in walking(g=1.64)and running(g=0.63)modes.Meta-regression analysis showed cuff width(β=0.14)was significantly associated with VO2_(max)change,identifying 8.23 cm as the minimum threshold required for significant improvement.Subgroup analyses regarding muscle strength did not reveal any significant moderators.Conclusion IT+BFR enhances physiological adaptations and optimizes aspects of endurance performance,with moderators including training status,IT protocol(intensity,mode,and type),and cuff width.This intervention addresses various IT-related challenges and provides tailored protocols and benefits for diverse populations. 展开更多
关键词 Blood flow restricted training Interval training META-ANALYSIS
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A Case of Head Posture Control Training Combined with Breathing Training in the Treatment of Dysarthria Brainstem Infarction Patient
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作者 Jingyi Li Kai Chen 《Journal of Clinical and Nursing Research》 2025年第2期40-45,共6页
This paper reports a case of cerebral stem infarction with quadriplegia and complete dependence on daily life.The course of the disease lasted more than 7 months.Frenchay's improved articulation Disorder Assessmen... This paper reports a case of cerebral stem infarction with quadriplegia and complete dependence on daily life.The course of the disease lasted more than 7 months.Frenchay's improved articulation Disorder Assessment Form has been assessed as severe articulation disorder.The patient has significantly improved his speech function and quality of life after systematic head control training,respiratory function training,articulation motor training,and articulation training.In the course of treatment,emphasis was placed on head postural control training and respiratory function training,and emphasis was placed on the strength and coordination training of articulatory organs,and the results were remarkable.After the patient was discharged from the hospital,the follow-up of basic daily life communication was not limited. 展开更多
关键词 Brainstem infarction Articulation disorder Breathing training Head posture control training
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Acceptability and impact of computerised cognitive training on mental health and cognitive skills in schizophrenia:a double-blind controlled trial
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作者 Elahe Fathi Azar Hooshang Mirzaie +1 位作者 Samaneh Hosseinzadeh Hojjat Allah Haghgoo 《General Psychiatry》 2025年第2期113-122,共10页
Background Schizophrenia is characterised by pervasive cognitive deficits that significantly impair daily functioning and quality of life.Pharmacological treatments have limited efficacy in addressing these deficits,h... Background Schizophrenia is characterised by pervasive cognitive deficits that significantly impair daily functioning and quality of life.Pharmacological treatments have limited efficacy in addressing these deficits,highlighting the need for adjunctive interventions like computerised cognitive training(CCT).Aims This study aimed to evaluate the effects of a 30-session CCT programme on mental well-being and cognitive performance in individuals with schizophrenia.Additionally,it assessed the usability and acceptability of CCT in this population.Methods A double-blind,randomised clinical trial was conducted with 54 participants assigned to intervention and control groups.Cognitive and mental health outcomes were assessed using validated tools such as the Depression Anxiety Stress Scale 21,the Warwick-Edinburgh Mental Wellbeing Scale and the Cambridge Neuropsychological Test Automated Battery.Usability was measured with the System Usability Scale(SUS).Assessments were conducted at baseline,post-intervention and 3 months post-follow-up.Results The CCT intervention significantly improved mental well-being,reduced stress and enhanced working memory(paired associate learning,spatial working memory and spatial span)compared with controls.However,no significant effects were observed for anxiety,depression or executive function.Usability scores were high(SUS=83.51),and compliance rates were strong(92.7%),indicating favourable participant engagement.Conclusion CCT demonstrated potential as an adjunctive treatment for schizophrenia,with significant improvements in targeted cognitive and mental health domains.The high usability and compliance rates support its feasibility for broader implementation.Further research is needed to optimise protocols and explore long-term benefits.CCT offers a promising approach to addressing mental health and cognitive challenges in schizophrenia,particularly for stress and working memory.Its usability and acceptability suggest it could be seamlessly integrated into clinical practice. 展开更多
关键词 cognitive deficits usability computerised cognitive training cct aims SCHIZOPHRENIA cognitive performance ACCEPTABILITY computerized cognitive training mental well being
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Intelligent human-computer interactive training assistant system for rail systems
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作者 Yuexuan Li Junhua Chen +1 位作者 Xiangyong Luo Han Zheng 《High-Speed Railway》 2025年第1期64-77,共14页
In recent years,railway construction in China has developed vigorously.With continuous improvements in the highspeed railway network,the focus is gradually shifting from large-scale construction to large-scale operati... In recent years,railway construction in China has developed vigorously.With continuous improvements in the highspeed railway network,the focus is gradually shifting from large-scale construction to large-scale operations.However,several challenges have emerged within the high-speed railway dispatching and command system,including the heavy workload faced by dispatchers,the difficulty of quantifying subjective expertise,and the need for effective training of professionals.Amid the growing application of artificial intelligence technologies in railway systems,this study leverages Large Language Model(LLM)technology.LLMs bring enhanced intelligence,predictive capabilities,robust memory,and adaptability to diverse real-world scenarios.This study proposes a human-computer interactive intelligent scheduling auxiliary training system built on LLM technology.The system offers capabilities including natural dialogue,knowledge reasoning,and human feedback learning.With broad applicability,the system is suitable for vocational education,guided inquiry,knowledge-based Q&A,and other training scenarios.Validation results demonstrate its effectiveness in auxiliary training,providing substantial support for educators,students,and dispatching personnel in colleges and professional settings. 展开更多
关键词 High-speed railway Dispatch training assistance Large language model Human-computer interactive training assistant system Reinforcement learning
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Improving nurses’emergency response competence through the clinical rotation training program
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作者 Sisi WU Daibi YI 《Journal of Integrative Nursing》 2025年第3期137-146,共10页
Objective:The objective of this study is to develop and evaluate a structured clinical rotation-based emergency response training program to enhance nurses’emergency competence,theoretical knowledge,and technical ski... Objective:The objective of this study is to develop and evaluate a structured clinical rotation-based emergency response training program to enhance nurses’emergency competence,theoretical knowledge,and technical skills.Methods:A comprehensive emergency training program was developed,and a randomized controlled trial was implemented from June 2022 to May 2023 at a tertiary general hospital in Chongqing,China.The study involved 214 nurses,with 106 participants in the intervention group receiving a 3-month innovative emergency response competence training and 108 in the control group undergoing conventional training.Postintervention assessments evaluated emergency response capabilities using the Emergency Response Ability Assessment Scale for Nurses in Public Health Emergencies,theoretical knowledge through a self-designed comprehensive theoretical assessment instrument,technical skills using a standardized skill assessment form,and training satisfaction through two distinct feedback instruments.Results:The emergency response ability scores were significantly higher in the intervention group compared to controls(3.99±0.18 vs.2.53±0.25,P<0.05).Theoretical assessment scores showed marked improvement in the intervention group versus the control group(85.31±4.40 vs.52.45±6.19,P<0.05).Technical skill performance was significantly better in the intervention group than that in controls(94.47±1.64 vs.86.39±2.36,P<0.05).Training satisfaction was higher among intervention group nurses compared to controls(4.53±0.23 vs.4.00±0.38,P<0.05),with nursing managers also reporting greater satisfaction with the intervention program versus conventional training(4.57±0.49 vs.3.92±0.79,P<0.05).Conclusion:The clinical rotation-based structured emergency response training program effectively enhances nurses’emergency competencies,theoretical knowledge,and technical skills.These findings provide both theoretical foundations and practical guidelines for developing emergency response and specialized nursing competence training programs. 展开更多
关键词 EMERGENCIES in-service training nurses public health
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Endoscopic ultrasound training:Current state,challenges,and the path to proficiency
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作者 Hanane Delsa Wafaa Khannoussi +1 位作者 Elsayed Ghoneem Hussein Hassan Okasha 《World Journal of Gastrointestinal Endoscopy》 2025年第8期19-27,共9页
Endoscopic ultrasound(EUS)is an indispensable tool for the diagnosis and management of various diseases,particularly biliopancreatic disorders,as it provides detailed visualization of the gastrointestinal tract and su... Endoscopic ultrasound(EUS)is an indispensable tool for the diagnosis and management of various diseases,particularly biliopancreatic disorders,as it provides detailed visualization of the gastrointestinal tract and surrounding structures.As the demand for diagnostic and interventional EUS procedures increases,ensuring high-quality training for endoscopists is essential to improve patient outcomes.This mini-review provides an overview of the current state of EUS training and emphasizes the importance of a structured approach that integrates theoretical knowledge and hands-on experience.We discuss different training methods,focusing on the main courses available worldwide,and highlight their advantages and limitations.In addition,we examine the challenges of training for diagnostic and interventional EUS,such as limited access to training centers and the need for personalized feedback.Overall,improving EUS training programs is essential to enhance physician skills and ensure this advanced technique is used safely and efficiently in clinical practice. 展开更多
关键词 Endoscopic ultrasound training Model HANDS-ON DIPLOMA CERTIFICATE
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Anti-obesity drugs alone or combined with exercise training in the management of obesity:a systematic review with meta-analysis
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作者 Bruna Marmett Igor da Silva +1 位作者 Fabio Lira Gilson Dorneles 《Translational Exercise Biomedicine》 2025年第1期51-62,共12页
Here we compare the efficacy of anti-obesity drugs alone or combined with exercise training on body weight and exercise capacity of obese patients.Randomized clinical trials that assessed the impact of any anti-obesit... Here we compare the efficacy of anti-obesity drugs alone or combined with exercise training on body weight and exercise capacity of obese patients.Randomized clinical trials that assessed the impact of any anti-obesity drug alone or combined with exercise training on body weight,body fat,fat-free mass and cardiorespiratory fitness in obese patients were retrieved from Pubmed and EMBASE up to May 2024.Risk of bias assessment was performed with RoB 2.0,and the GRADE approach assessed the certainty of evidence(CoE)of each main outcome.We included four publications summing up 202 patients.Two publications used orlistat as an anti-obesity drug treatment,while the other two adopted GLP-1 receptor agonist(liraglutide or tirzepatide)as a pharmacotherapy for weight management.Orlistat combined with exercise was superior to change body weight(mean difference(MD):−2.27 kg;95%CI:−2.86 to−1.69;CoE:very low),fat mass(MD:−2.89;95%CI:−3.87 to−1.91;CoE:very low),fat-free mass(MD:0.56;95%CI:0.40–0.72;CoE:very low),and VO_(2)Peak(MD:2.64;95%CI:2.52–2.76;CoE:very low).GLP-1 receptor agonist drugs combined with exercise had a great effect on body weight(MD:−3.96 kg;95%CI:−5.07 to−2.85;CoE:low),fat mass(MD:−1.76;95%CI:−2.24 to−1.27;CoE:low),fat-free mass(MD:0.50;95%CI:−0.98 to 1.98;CoE:very low)and VO_(2)Peak(MD:2.47;95%CI:1.31–3.63;CoE:very low).The results reported here suggest that exercise training remains an important approach in weight management when combined with pharmacological treatment. 展开更多
关键词 body weight PHARMACOTHERAPY physical training OBESITY
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Research on the Training Mode of Digital Finance Talents in Vocational Colleges under the Background of Digital Economy
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作者 Haowen Fang Xiao Wu Nana Chen 《Journal of Contemporary Educational Research》 2025年第9期106-114,共9页
Digital economy has become a new driving force for China’s economic growth,continuously boosting economic development and rapidly integrating into various fields of China’s economy and society.The advent of the digi... Digital economy has become a new driving force for China’s economic growth,continuously boosting economic development and rapidly integrating into various fields of China’s economy and society.The advent of the digital economy era has reshaped the development pattern of the financial industry.The rapid development of financial technology has promoted the transformation of financial formats and put forward higher requirements for financial talent training in the new era.Digital finance is not only a key part of the transformation and upgrading of China’s financial industry but also an integral component of China’s modern financial ecosystem.Against the backdrop of the digital economy,cultivating digital finance talents in vocational colleges is of great significance to China’s economic development.This paper analyzes the predicaments faced in digital finance talent training,explores in depth the reform of digital finance talent training modes,and proposes policy suggestions for the digital finance talent training system based on the development characteristics of digital finance. 展开更多
关键词 Digital economy Digital finance Talent training MODE
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SMOTE-Optimized Machine Learning Framework for Predicting Retention in Workforce Development Training
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作者 Abdulaziz Alshahrani 《Computers, Materials & Continua》 2025年第11期4067-4090,共24页
High dropout rates in short-term job skills training programs hinder workforce development.This study applies machine learning to predict program completion while addressing class imbalance challenges.A dataset of6548... High dropout rates in short-term job skills training programs hinder workforce development.This study applies machine learning to predict program completion while addressing class imbalance challenges.A dataset of6548 records with 24 demographic,educational,program-specific,and employment-related features was analyzed.Data preprocessing involved cleaning,encoding categorical variables,and balancing the dataset using the Synthetic Minority Oversampling Technique(SMOTE),as only 15.9% of participants were dropouts.six machine learning models-Logistic Regression,Random Forest,SupportVector Machine,K-Nearest Neighbors,Naive Bayes,and XGBoost-were evaluated on both balanced and unbalanced datasets using an 80-20 train-test split.Performance was assessed using Accuracy,Precision,Recall,F1-score,and ROC-AUC.XGBoost achieved the highest performance on the balanced dataset,with an F1-score of 0.9200 and aROC-AUC of0.9684,followed by Random Forest.These findings highlight the potential of machine learning for early identification of dropout trainees,aiding in retention strategies for workforce training.The results support the integration of predictive analytics to optimize intervention efforts in short-term training programs. 展开更多
关键词 Predictive analytics workforce training machine learning SMOTE
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Research on the Current Status and Future Governance Strategies of Mini-CEX in Standardized Resident Physician Training
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作者 Shiliang Xi Heqing Tang 《Journal of Contemporary Educational Research》 2025年第9期446-453,共8页
As a crucial assessment tool,the Mini Clinical Evaluation Exercise(Mini-CEX)has gradually garnered attention in the clinical skills training of resident physicians.With the ongoing advancement of medical education ref... As a crucial assessment tool,the Mini Clinical Evaluation Exercise(Mini-CEX)has gradually garnered attention in the clinical skills training of resident physicians.With the ongoing advancement of medical education reform,Mini-CEX not only offers a fresh perspective for evaluating the clinical competence of resident physicians but also establishes a foundation for enhancing their overall quality and professional capabilities.Nonetheless,there are still certain constraints in the application of Mini-CEX,including inconsistent assessment criteria,assessor subjectivity,and inadequate feedback mechanisms.This paper will review relevant domestic and international studies,explore the practical application of Mini-CEX in standardized resident physician training,analyze its strengths and weaknesses in assessing clinical ability,and propose recommendations for future development directions.Through a thorough examination of this field,it aims to provide references and guidance for further optimizing the training model for resident physicians. 展开更多
关键词 MINI-CEX Resident physicians Standardized training Medical education
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Accelerating the elimination of global cervical cancer through intelligent training for colposcopy
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作者 Mingyang Chen Jiayi Ma +13 位作者 Yijin Wu Haiyan Hu Xiaoli Cui Maria JoséGonzalez Mendez Roberto Altamirano Nomin-Erdene Tsogtgerel Erdenejargal Ayush Lingqing Qiu Xinhua Jia JoséLuis López Velázquez Sulaiya Husaiyin Aiyuan Wu Man Tat Alexander Ng Youlin Qiao 《Cancer Biology & Medicine》 2025年第9期1036-1052,共17页
Objective:Cervical cancer remains a global health challenge with substantial disparities between countries.High-quality colposcopy is essential for cervical cancer prevention,yet training opportunities remain inadequa... Objective:Cervical cancer remains a global health challenge with substantial disparities between countries.High-quality colposcopy is essential for cervical cancer prevention,yet training opportunities remain inadequate worldwide.We developed the Intelligent Digital Education Tool for Colposcopy(iDECO)to address training gaps and evaluated the effect across diverse international settings.Methods:Six pre-post interventional training programmes were conducted in China,Mexico,and Mongolia from December 2024 to May 2025.A total of 369 trainees from 87 centers participated in a 3-week online training programme using iDECO,a bilingual webbased platform featuring authentic colposcopy cases,gamified learning pathways,and personalized analytics.The primary outcomes included colposcopy competence in general assessment,colposcopic findings,diagnostic accuracy,and management decisions.The secondary outcomes focused on participant feedback and satisfaction.Results:Of 369 participants who completed pretests,333(90.24%)completed post-training assessments.Significant improvements were observed across all competency domains.Diagnostic accuracy increased with an odds ratio(OR)of 1.72(95%CI:1.60±1.86)with the greatest gains in high-grade lesion identification[OR=2.27(95%CI:1.94±2.64)].Squamocolumnar junction visibility and transformation zone type assessments improved with ORs of 1.41(95%CI:1.31±1.51)and 1.87(95%CI:1.73±2.01),respectively.Biopsy decision-making accuracy also showed significant improvement[OR=2.09(95%CI:1.91±2.29)].International participants showed lower baseline performance but achieved the greatest improvements.Greater than 85%of participants rated the training highly satisfactory and 83.56%preferred intelligent training over traditional methods.Conclusions:iDECO-based training significantly improved colposcopy competence across diverse international settings with high user satisfaction.These findings support the potential for worldwide implementation of intelligent digital training tools to address colposcopy training gaps and contribute to the elimination of cervical cancer. 展开更多
关键词 COLPOSCOPY cervical cancer intelligent training capacity building WORLDWIDE
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Postural correction training improves chronic pain,nerve function,and inflammation in knee osteoarthritis:A retrospective cohort study
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作者 Qing-Qing Chen Yang Liu +1 位作者 Ju-Hui Yang Bo Yang 《World Journal of Orthopedics》 2025年第8期58-68,共11页
BACKGROUND Knee osteoarthritis(KOA)is a prevalent degenerative joint disorder characterized by complex neuroinflammatory mechanisms involving peripheral-central nervous system crosstalk.Current research gaps exist reg... BACKGROUND Knee osteoarthritis(KOA)is a prevalent degenerative joint disorder characterized by complex neuroinflammatory mechanisms involving peripheral-central nervous system crosstalk.Current research gaps exist regarding the modulatory effects of biomechanical interventions such as postural correction training(PCT)on these pathways,particularly its impact on neurogenic inflammation and associated nerve dysfunction.AIM To examine the effect of PCT on chronic pain related to KOA,nerve function,and inflammatory factors and further assess the influencing factors.METHODS This study included 100 patients with chronic pain related to KOA admitted to our hospital from March 2022 to March 2024 who were selected as research subjects,and divided into a control group(conventional treatment,n=50)and observation group(combined treatment with PCT,n=50).Efficacy,pain[visual analog scale(VAS)],nerve function[the National Institute of Health Stroke Scale(NIHSS)]and inflammatory factors[interleukin(IL)-1β,IL-6,tumor necrosis factor-alpha(TNF-α),C-reactive protein(CRP)]were assessed and compared.Moreover,the factors influencing efficacy were assessed according to clinical efficacy.RESULTS The clinical effectiveness rate of 90.00%in the observation group was higher than that of 72.00%in the control group(P<0.05).VAS scores at 14 and 30 days of the intervention were lower than those before the intervention(P<0.05).Moreover,VAS scores in the observation group at 14 and 30 days after the intervention were lower than those in the control group(P<0.05).The NIHSS scores were lower after the intervention than those before the intervention for both groups(P<0.05).The improvement in NIHSS score in the observation group was higher than that in the control group(P<0.05).Inflammatory factors such as IL-1β,IL-6,TNF-α,and CRP in both groups among patients with osteoarthritis-related chronic pain were lower after the intervention than before the intervention(P<0.05).After the intervention,all inflammatory factors in the observation group were lower than those in the control group(P<0.05).The proportion of ineffective treatment combined with joint effusion,Kellgren-Lawrence(K-L)staging grade III-IV,fixed flexion contracture with varus and valgus deformity>5°,was higher in the control group than in the observation group(P<0.05),while the joint compartment involvement in the observation group was higher than that in the control group(P<0.05).The logistic regression results demonstrated that relevant joint effusion,K-L staging grade III-IV,fixed flexion contracture with varus and valgus deformity>5°,and intervention mode of PCT were higher in the control group than in the observation group(P<0.05)and were influencing factors on clinically ineffective treatment(P<0.05).CONCLUSION PCT can improve the treatment effect on chronic pain related to KOA,nerve function and inflammatory response.Joint effusion,joint stiffness,and KOA are factors for y ineffective treatment.Joint effusion,higher K-L stage,and larger flexion contracture were risk factors,while PCT was a protective factor for ineffective treatment. 展开更多
关键词 Knee osteoarthritis training PAIN INFLAMMATION Curative effect Influencing factor
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Lifelong training,retraining,reskilling,upskilling and knowledge gaps in emergency medicine:a cross-sectional survey study
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作者 George Briassoulis Mina Argyrakopoulou +7 位作者 Dafni Korela Sotiria Labrinaki Artemis Nikiforou Antonios Papoutsakis Panagiotis Briassoulis Marianna Miliaraki George Notas Stavroula Ilia 《World Journal of Emergency Medicine》 2025年第3期212-219,共8页
BACKGROUND:Identifying and managing medical emergencies presents challenges in healthcare,where familiarity with established algorithms is essential for high-quality care.This study assessed healthcare professionals’... BACKGROUND:Identifying and managing medical emergencies presents challenges in healthcare,where familiarity with established algorithms is essential for high-quality care.This study assessed healthcare professionals’ understanding of the latest resuscitation guidelines and explored their views on lifelong training models.METHODS:This cross-sectional study used two multiple-choice questionnaires with 50 questions developed by academic emergency and critical care consultants based on the 2021 Consensus on Science with Treatment Recommendations (CoSTRs) by the International Liaison Committee on Resuscitation(ILCOR).Healthcare staff involved in emergency coverage completed assessments on emergency management,self-evaluated their knowledge,and shared perspectives on continuous workplace education.RESULTS:Of the 1,427 distributed questionnaires,1,034 (72.5%) were completed.Knowledge gaps were more pronounced for pediatric algorithms from the European Resuscitation Council (ERC) and American Heart Association (AHA) compared to adult protocols (P<0.001).In multivariate logistic regression,being a physician,holding a Master of Science (MSc) degree,and younger age were independently associated with passing scores≥70%(all P<0.001).Most participants (97.3%) favored brief,employer-funded teamwork refresher sessions every4–6 months over the current four-year training model (0.6%)(P<0.001).CONCLUSION:This study highlights healthcare life support providers’ insufficient expertise in current resuscitation guidelines.The importance of short-format retraining,upskilling,and reskilling programs with post-training assessments is evident,as most respondents expressed a strong learning motivation to participate if employer-funded. 展开更多
关键词 Emergency medicine RESUSCITATION Lifelong training GUIDELINES Knowledge Healthcare providers
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Scientific Protection and Training Strategies for Badminton Players after Anterior Cruciate Ligament Surgery Recovery
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作者 Xuan Zhou 《Journal of Contemporary Educational Research》 2025年第3期155-160,共6页
This study examines on badminton players following anterior cruciate ligament(ACL)surgery.It analyses the risk factors in badminton that may cause re-injury to the knee joint,such as sports postures and exercise inten... This study examines on badminton players following anterior cruciate ligament(ACL)surgery.It analyses the risk factors in badminton that may cause re-injury to the knee joint,such as sports postures and exercise intensity.Scientific and reasonable sports protection measures and training plans are formulated,including correcting sports postures and reasonably controlling exercise intensity and frequency.Rehabilitation training is carried out in stages,and the training intensity and frequency are gradually adjusted according to the recovery situation.Through scientific protection and training,the risk of re-injury to athletes can be reduced,and they can be helped to restore their best sports conditions.At the same time,future research directions are prospected,covering personalized rehabilitation programs,application of new technologies,and research on psychological factors. 展开更多
关键词 ACL surgery Badminton players Sports protection training plan
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Effect of High-Intensity Interval Training on Muscle Strength Growth in Athletes
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作者 Yang Jiao 《Journal of Contemporary Educational Research》 2025年第10期408-414,共7页
High-intensity interval training(HIIT),a highly efficient and distinctive exercise format,has sparked growing academic interest in sports performance training.This article synthesizes theoretical and applied evidence ... High-intensity interval training(HIIT),a highly efficient and distinctive exercise format,has sparked growing academic interest in sports performance training.This article synthesizes theoretical and applied evidence to analyze mechanisms of HIIT in neuromuscular activation,hormonal responses,muscle fiber adaptation,and metabolic pathway effects.It focuses on its effectiveness in enhancing explosive power,maximum strength,and strength endurance,while also examining the integration of HIIT with traditional resistance training,periodized programming,and personalized prescription.Scientific implementation of HIIT can effectively diversify or even replace conventional strength training,not only offering positive directional changes for strength development but also introducing innovative approaches to sports performance training practices. 展开更多
关键词 High-intensity interval training Muscle strength ATHLETES Intervention effect
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