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A Global Outlook on AI-Predicted Impacts of ChatGPT on Contemporary Education 人工智能全球展望--预测 ChatGPT 对当代教育的影响
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-14 DOI: 10.1177/21582440241266370
Sezer Kanbul, Idris Adamu, Yakubu Bala Mohammed
This article presents a research investigation focusing on the effects of ChatGPT utilization on sustainable education and development. The study employed five machine learning (XGBoost, RF, SVM, GBDT, and ANN) models for predicting the impacts of ChatGPT usage in education, aiming at identifying the potential benefits of ChatGPT usage on learners, tutors, and possible future implications using the data collected via social networking sites. A total of 2,936 datasets concerning the impacts of ChatGPT utilization on sustainable education were analyzed. Four of the research AI-predictive models predicted the impacts of ChatGPT usage on sustainable education and development with greater accuracy with [Formula: see text] values of >.96. However, the XGBoost and RF models outperformed the other models with [Formula: see text] values >.98. The results indicate that the XGBoost model achieved the highest accuracy with [Formula: see text] > .98, training time(s) 8.4157, and testing time 0.0618 respectively. Furthermore, findings of the study revealed that utilization of ChatGPT increases students’ interest in learning, self-confidence, and ability to study independently. Also, the results of the study will provide valuable insights for education stakeholders in understanding the potential benefits, and future implications of ChatGPT usage on sustainable education, and provide direction for upcoming studies.
本文介绍了一项研究调查,重点是 ChatGPT 的使用对可持续教育和发展的影响。该研究采用了五种机器学习(XGBoost、RF、SVM、GBDT 和 ANN)模型来预测 ChatGPT 在教育领域的使用影响,旨在通过社交网站收集的数据来识别 ChatGPT 的使用对学习者、辅导员的潜在益处以及未来可能产生的影响。共分析了 2936 个数据集,这些数据集涉及 ChatGPT 的使用对可持续教育的影响。研究中的四个人工智能预测模型预测了使用 ChatGPT 对可持续教育和发展的影响,准确率较高,[公式:见正文]值为 >.96。然而,XGBoost 和 RF 模型的表现优于其他模型,[公式:见正文] 值为 >.98。结果表明,XGBoost 模型的准确率最高,分别为[公式:见正文] >.98,训练时间(秒)为 8.4157,测试时间为 0.0618。此外,研究结果表明,使用 ChatGPT 提高了学生的学习兴趣、自信心和独立学习的能力。同时,研究结果将为教育利益相关者提供有价值的见解,帮助他们了解使用 ChatGPT 对可持续教育的潜在益处和未来影响,并为接下来的研究提供方向。
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引用次数: 0
Adolescents’ Online Risks and Parental Mediation in Nigerian Families: Gender in Focus 尼日利亚家庭中青少年的网络风险与父母的调解:聚焦性别问题
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-14 DOI: 10.1177/21582440241271106
Ifeanyi Adigwe
This study investigates the gender perspectives of adolescents’ online risk-taking and parental mediation in Nigerian families. Because the “the-one size fits all” relating to effective mediation of adolescents’ digital media may not apply to adolescent boys and girls in the same way. Accounting for gender differences in digital media use that lead to risky behavioral outcomes will enhance parents’ efforts in interceding their online media activities. The population for this study includes parents and students in public secondary schools in Lagos, Nigeria. The sample size for this study was 1,050 parents and their children. The questionnaire was the data collection instrument to obtain information about adolescent online media activities and parental mediation practices. The study’s findings show that girls engage in chatting with strangers and social networking more than boys, and boys engage in online gambling, online gaming and pornographic content more than girls. The findings also show that the risky online behavior of adolescent girls correlates with increased time spent on online media activities. Interventions targeted at female adolescents relating to digital media use, online media activities and risky online behavior will enhance parental efforts in interceding in their risky behaviors.
本研究从性别角度调查了尼日利亚家庭中青少年的网络冒险行为和父母的调解情况。因为对青少年使用数字媒体进行有效调解的 "一刀切 "原则可能并不适用于男孩和女孩。考虑到使用数字媒体导致危险行为结果的性别差异,将有助于父母加强对其网络媒体活动的干预。本研究的研究对象包括尼日利亚拉各斯公立中学的家长和学生。本研究的样本量为 1,050 名家长及其子女。调查问卷是数据收集工具,用于获取有关青少年网络媒体活动和家长调解做法的信息。研究结果表明,女孩比男孩更喜欢与陌生人聊天和建立社交网络,男孩比女孩更喜欢参与在线赌博、在线游戏和色情内容。研究结果还显示,少女的高风险网络行为与她们在网络媒体活动上花费的时间增加有关。针对女性青少年的数字媒体使用、在线媒体活动和危险在线行为的干预措施将加强父母对其危险行为的干预力度。
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引用次数: 0
The Roles of Collective Teacher Efficacy and Commitment in the Relationship Between Turkish Language Teachers’ Job Satisfaction and School Principal Distributed Leadership 教师集体效能感和承诺在土耳其语教师工作满意度与校长分布式领导关系中的作用
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-14 DOI: 10.1177/21582440241271136
Kürşat Kaya, Onur Erdoğan, Yılmaz Yeşil, Ferudun Sezgin
The purpose of the current study was to investigate the relationship between principal distributed leadership and teacher job satisfaction, with the mediating role of collective teacher efficacy. It also investigated the moderating role of teacher commitment in the link between collective teacher efficacy and teacher job satisfaction. Drawing data from a sample of 338 Turkish language teachers in secondary schools in Turkey, the current study employed a cross-sectional survey design. Moderated mediation structural equation modeling was utilized to analyze the data. Results provided a moderate direct association between distributed leadership and teacher job satisfaction and an indirect relationship mediated by collective teacher efficacy. Researchers also found the moderating role of teacher commitment in the relationship between collective teacher efficacy and teacher job satisfaction to be positive and significant. Results provide evidence from a non-Western developing context and Turkish language teachers, contributing to the global knowledge base by confirming the positive and direct link between distributed leadership and teacher job satisfaction while highlighting the significant mediating role of collective teacher efficacy between these two constructs and the moderating role of teacher commitment in reflecting this role in teacher job satisfaction. Implications for policymakers and practitioners are discussed.
本研究旨在探讨校长分布式领导与教师工作满意度之间的关系,以及教师集体效能感的中介作用。本研究还探讨了教师承诺在教师集体效能感与教师工作满意度之间的调节作用。本研究采用横断面调查设计,从土耳其 338 名中学土耳其语教师的样本中获取数据。研究采用了调节中介结构方程模型来分析数据。研究结果表明,分布式领导与教师工作满意度之间存在适度的直接联系,而教师集体效能感则是间接联系的中介。研究人员还发现,在教师集体效能感与教师工作满意度之间,教师承诺的调节作用是积极而显著的。研究结果提供了来自非西方发展中环境和土耳其语言教师的证据,证实了分布式领导与教师工作满意度之间的直接正向联系,同时强调了教师集体效能感在这两个建构之间的重要中介作用,以及教师承诺在教师工作满意度中反映出的调节作用,从而为全球知识库做出了贡献。本文还讨论了对政策制定者和实践者的启示。
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引用次数: 0
How Unethical Pro-organizational Behavior Links to Actors’ and Observers’ Behaviors: A Meta-Analysis 不道德的亲组织行为如何与行动者和观察者的行为相关联:元分析
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-13 DOI: 10.1177/21582440241271278
Wenli Jiang, Yuping Xie
Scholars have paid great attention to unethical pro-organizational behavior (UPB), however, there is a lack of a comprehensive review to uncover the consequences of UPB. It is important to fulfill the need for a quantitative review of the outcomes associated with UPB. Therefore, we construct a holistic framework to explore the difference between actors and observers in responding to unethical pro-organizational behavior and test it using meta-analysis technology (k = 53, n = 18,710). The meta-analytic results show that actors’ UPB is positively related to actors’ counterproductive work behaviors (CWBs), actors’ organizational citizenship behaviors (OCBs), and observers’ UPB. Actors’ UPB increases actors’ CWBs via actors’ psychological entitlement, and it increases actors’ OCBs via actors’ guilt. In addition, actors’ UPB also increases observers’ UPB via observers’ moral disengagement. Actors’ organizational tenure positively moderates the relationship between actors’ UPB and actors’ CWBs. Our findings draw attention to the outcomes of UPB and have reference significance for future research on UPB.
学者们对支持组织的不道德行为(UPB)给予了极大的关注,然而,却缺乏对UPB后果的全面研究。因此,有必要对与不道德行为相关的结果进行定量研究。因此,我们构建了一个整体框架,以探讨行动者和观察者在应对不道德的亲组织行为时的差异,并使用元分析技术对其进行检验(k = 53,n = 18,710)。元分析结果表明,行为者的 UPB 与行为者的反生产性工作行为(CWBs)、行为者的组织公民行为(OCBs)和观察者的 UPB 正相关。行为者的 UPB 通过行为者的心理权利增加行为者的 CWB,通过行为者的内疚感增加行为者的 OCB。此外,行为者的 UPB 还会通过观察者的道德脱离增加观察者的 UPB。行为者的组织任期对行为者的 UPB 与行为者的 CWB 之间的关系起着积极的调节作用。我们的研究结果引起了人们对UPB结果的关注,对未来UPB研究具有参考意义。
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引用次数: 0
Social Support, Depression and Self-Reported Physical Health in Persons Waiting for Access to Subsidized Housing 等待获得补贴住房者的社会支持、抑郁和自述身体健康状况
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-13 DOI: 10.1177/21582440241271292
Julia Woodhall-Melnik, Allyson Lamont, Emily Nombro, James R. Dunn, Daniel D. J. Dutton
Housing is a pervasive determinant of physical and mental health. Studies indicate the importance of social support to the mental and physical health of individuals who are unhoused; however, to date, little is known about this relationship in persons who are housed in unaffordable accommodations. As the demand for subsidized housing continues to increase far beyond sustainable levels in many countries, investigations of the implications of social support on the health and wellbeing of those waiting for access to subsidized accommodations becomes important to generate evidence-based policy responses. Using data from the NB Housing Study, this paper presents an analysis of the relationships between perceived social support, depression, and self-reported physical health in individuals who wait for access to subsidized housing in New Brunswick, Canada ( n = 271). Hierarchical linear regression of Oslo Social Support Scale (OSSS-3) scores on Centre for Epidemiologic Studies Depression Scale 10 (CES-D-10) scores and of OSSS-3 scores on self-reported physical health scores finds increases in social support are associated with decreased depression ( F [1, 260] = 26.34, p < .001, R2 = .32) and greater physical health ( F [1, 260] = 7.62, p = .006, R2 = .15). The findings indicate a need to focus on health interventions that improve mental and physical health alongside social support. Implications for programming, policy, and future research are discussed.
住房是身心健康的一个普遍决定因素。研究表明,社会支持对没有住房的人的身心健康非常重要;然而,迄今为止,人们对那些住在负担不起的住房中的人的这种关系知之甚少。在许多国家,对补贴住房的需求持续增长,远远超出了可持续的水平,因此,调查社会支持对那些等待获得补贴住房的人的健康和幸福的影响,对于制定以证据为基础的政策应对措施非常重要。本文利用新不伦瑞克省住房研究的数据,分析了加拿大新不伦瑞克省等待获得补贴住房的个人(n = 271)感知到的社会支持、抑郁和自我报告的身体健康之间的关系。将奥斯陆社会支持量表(OSSS-3)得分与流行病学研究中心抑郁量表 10(CES-D-10)得分进行层次线性回归,并将奥斯陆社会支持量表-3得分与自我报告的身体健康得分进行层次线性回归,发现社会支持的增加与抑郁程度的降低(F [1, 260] = 26.34, p < .001, R2 = .32)和身体健康程度的提高(F [1, 260] = 7.62, p = .006, R2 = .15)相关。研究结果表明,在提供社会支持的同时,有必要重点关注改善身心健康的健康干预措施。本文讨论了对计划、政策和未来研究的影响。
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引用次数: 0
A Structured Literature Review of Nurses’ Perceptions Concerning the Use of Chemical Restraints Amongst People with Dementia and the Perceived Barriers to Non-Pharmacological Approaches 关于护士对痴呆症患者使用化学约束手段的看法以及对非药物疗法的障碍的结构化文献综述
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-13 DOI: 10.1177/21582440241267143
Jeremy Jacobs, Li Wei, Susan Slatyer
This article aims to critically analyse current literature that explores nurses’ perspectives concerning the use of chemical restraints amongst people with dementia—regarding behavioral and psychological symptoms of dementia (BPSD)—to consolidate existing knowledge on this phenomenon and generate a foundation for further research. This literature review followed the 12-step approach by Kable et al. A total of 17 articles published between 2012 and 2022 were included following critical appraisal. A total of 2,806 participants, primarily consisting of nurses of various levels (44%) were included amongst the 17 included articles. Five themes emerged from the analysis of the findings: (a) nurses’ perceptions of BPSD, (b) perceived effectiveness and safety of chemical restraints, (c) influence of the practice environment, (d) perceptions of non-pharmacological approaches (NPA)s, and (e) barriers to using NPAs. Explicit and implicit pressures to prescribe and utilize chemical restraints exerted by nurses and families promote the use of chemical restraints, amplified by barriers to using alternative approaches. A tentative conceptual model was proposed to explain these emergent concepts and relationships between the themes.
本文旨在批判性地分析目前探讨护士对痴呆症患者使用化学约束--关于痴呆症的行为和心理症状(BPSD)--的观点的文献,以巩固有关这一现象的现有知识,并为进一步研究奠定基础。本次文献综述采用了 Kable 等人的 12 步方法。经过严格评审,共纳入了 17 篇 2012 年至 2022 年间发表的文章。在这 17 篇文章中,共有 2 806 名参与者,主要包括不同级别的护士(44%)。对研究结果的分析得出了五个主题:(a) 护士对 BPSD 的看法;(b) 对化学约束的有效性和安全性的看法;(c) 实践环境的影响;(d) 对非药物治疗方法 (NPA) 的看法;(e) 使用 NPA 的障碍。护士和家属对开具和使用化学约束处方施加的显性和隐性压力促进了化学约束的使用,而使用替代方法的障碍又放大了这种压力。我们提出了一个初步概念模型来解释这些新出现的概念和主题之间的关系。
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引用次数: 0
The Income Augmenting and Budget Tightening Impacts of Microfinance: Theory and Evidence from Pakistan 小额信贷对增加收入和紧缩预算的影响:巴基斯坦的理论与证据
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-12 DOI: 10.1177/21582440241267368
Wajid Khan, Ikram Ullah, Sun Shaorong
Since the institutionalization of microcredit as the flagship poverty alleviation program, its potential has been under constant scrutiny by practitioners and researchers. This article extends previous work by analyzing two issues: (a) whether microcredit has the potential to alleviate poverty and (b) whether the conclusion drawn from the first issue is sensitive to interest rate variations. We first theoretically show that there is reason to believe that microcredit has the potential to change the fortunes of poor communities. However, the direction of the change in fortunes is uncertain and depends on how costly microfinance institutions’ financial services are perceived by the poor. We then test these theoretical assertions against data collected from 568 individuals from Northern Pakistan. By comparing various sub-groups using Ordinary Least Square and Binary Logistic regression analysis, our results reveal that higher interest rates more than offset the positive effects of microcredit on clients’ income. We also discuss policy implications of the findings.JEL Classification: I30, G21, C61, E64.
自小额信贷作为扶贫旗舰项目制度化以来,其潜力一直受到从业人员和研究人员的关注。本文对之前的研究进行了延伸,分析了两个问题:(a)小额信贷是否具有扶贫潜力;(b)从第一个问题得出的结论是否对利率变化敏感。我们首先从理论上证明,有理由相信小额信贷有可能改变贫困社区的命运。然而,命运改变的方向是不确定的,取决于穷人对小额信贷机构金融服务成本的看法。然后,我们用从巴基斯坦北部 568 名个人收集到的数据来检验这些理论论断。通过使用普通最小二乘法和二元逻辑回归分析比较不同的子群体,我们的结果显示,较高的利率足以抵消小额信贷对客户收入的积极影响。我们还讨论了研究结果的政策含义:I30、G21、C61、E64。
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引用次数: 0
A Transcendental LASSO Function for Combining Machine Learning and Statistical Model Forecasts 结合机器学习和统计模型预测的超越 LASSO 函数
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-12 DOI: 10.1177/21582440241262695
Uğur Şener, Salvatore Joseph Terregrossa
The aim of the study is the development of methodology for accurate estimation of electric vehicle demand; which is paramount regarding various aspects of the firms decision-making such as optimal price, production level, and corresponding amounts of capital and labor; as well as supply chain, inventory control, capital financing, and operational expenses management. The forecasting methods utilized include statistical techniques (autoregressive integrated moving average [ARIMA], and polynomial regression), machine learning (nonlinear autoregressive neural network [NAR]), deep learning (long short-term memory [LSTM]), hybrid and combination forecasting. With regard to the latter method, our study experiments with four different combining model approaches, including the introduction of an original, novel combining method with the employment of a transcendental LASSO function, which is used to form combinations of forecasts generated by the NAR, ARIMA, and polynomial regression models. The LASSO-based combining model proved superior to all other models, for the majority of forecast error statistics; where the root mean square error (RMSE) and mean absolute percentage error (MAPE) values are 4.5% and 8% respectively lower than the average level of the component model forecasts. The major implications of our empirical findings are that greater accuracy in demand forecasting can be achieved with a combining model approach, rather than reliance on any particular, singular model. Furthermore, given its superior performance, the employment of the studys LASSO-based combining model to forecast electric vehicle demand may lead to optimal firm decision-making over a range of organizational facets, which is predicated on accurate demand function estimation.
本研究的目的是开发准确估算电动汽车需求的方法,这对企业决策的各个方面都至关重要,如最优价格、生产水平、相应的资本和劳动力数量,以及供应链、库存控制、资本融资和运营费用管理。所使用的预测方法包括统计技术(自回归综合移动平均[ARIMA]和多项式回归)、机器学习(非线性自回归神经网络[NAR])、深度学习(长短期记忆[LSTM])、混合预测和组合预测。关于后一种方法,我们的研究尝试了四种不同的组合模型方法,包括引入一种使用超越 LASSO 函数的原始、新颖的组合方法,该方法用于形成由 NAR、ARIMA 和多项式回归模型生成的预测组合。就大多数预测误差统计而言,基于 LASSO 的组合模型优于所有其他模型;其中均方根误差 (RMSE) 和平均绝对百分比误差 (MAPE) 值分别比组成模型预测的平均水平低 4.5% 和 8%。我们的实证研究结果的主要意义在于,采用组合模型方法,而不是依赖任何特定的单一模型,可以提高需求预测的准确性。此外,鉴于该研究基于 LASSO 的组合模型性能优越,采用该模型预测电动汽车需求可能会在一系列组织层面上优化企业决策,而这些决策的前提是准确的需求函数估计。
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引用次数: 0
Examining the Influence of Generalized Trust on Life Satisfaction Across Different Education Levels and Socioeconomic Conditions Using the Bayesian Mindsponge Framework 利用贝叶斯明仕亚洲官网框架研究不同教育水平和社会经济条件下普遍信任对生活满意度的影响
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-10 DOI: 10.1177/21582440241267373
Tam-Tri Le, Minh-Hoang Nguyen, Ruining Jin, Viet-Phuong La, Hong-Son Nguyen, Quan-Hoang Vuong
Extant literature suggests a positive correlation between social trust (also called generalized trust) and life satisfaction. However, the psychological pathways underlying this relationship can be complex. Using the Bayesian Mindsponge Framework (BMF), we examined the influence of social trust in a high-violence environment. Employing Bayesian analysis on a sample of 1,237 adults in Cali, Colombia, we found that in a linear relationship, generalized trust is positively associated with life satisfaction. However, in a model including the interactions between trust and education level as well as between trust and socioeconomic status, generalized trust is found to be negatively associated with life satisfaction. In this non-linear relationship, both education level and socioeconomic status have moderating effects against the negative association between generalized trust and life satisfaction. In other words, less educated people living in worse socioeconomic conditions are more likely to have lower life satisfaction when they have higher levels of social trust. In contrast, highly educated people living in better socioeconomic conditions are more likely to have higher life satisfaction when they have higher levels of social trust. Due to the facilitating function of trust in information processing, lowering the rigor of the filtering system in a high-violence social environment will likely put an individual at risk. Based on our findings, we suggest that policymakers should be more meticulous and consider many socioeconomic factors when advocating for increasing social trust. We also recommend that researchers should investigate deeper the complexity of human psychology and the information-processing mechanisms of social trust.
现有文献表明,社会信任(也称广义信任)与生活满意度之间存在正相关关系。然而,这种关系背后的心理路径可能很复杂。我们利用贝叶斯心智海绵框架(BMF),研究了社会信任在高暴力环境中的影响。通过对哥伦比亚卡利市 1237 名成年人的样本进行贝叶斯分析,我们发现在线性关系中,广义信任与生活满意度呈正相关。然而,在一个包括信任与教育水平以及信任与社会经济地位之间交互作用的模型中,我们发现普遍信任与生活满意度呈负相关。在这种非线性关系中,教育水平和社会经济地位对普遍信任与生活满意度之间的负相关有调节作用。换句话说,生活在较差社会经济条件下的受教育程度较低的人,当他们的社会信任度较高时,他们的生活满意度更有可能较低。相反,生活在较好社会经济条件下的受过高等教育的人,如果拥有较高的社会信任度,则更有可能获得较高的生活满意度。由于信任在信息处理中的促进功能,在高暴力社会环境中降低过滤系统的严格程度很可能会使个人处于危险之中。基于我们的研究结果,我们建议政策制定者在倡导提高社会信任度时应更加细致,并考虑多种社会经济因素。我们还建议研究人员深入研究人类心理的复杂性和社会信任的信息处理机制。
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引用次数: 0
High-Quality Human Resources in the Labor Market: A First Assessment of Potential and Obstacles 劳动力市场上的高素质人力资源:对潜力和障碍的初步评估
IF 2 4区 社会学 Q1 SOCIAL SCIENCES, INTERDISCIPLINARY Pub Date : 2024-08-10 DOI: 10.1177/21582440241267259
Phung Phi Tran
In an integrated world, knowledge-based economies require high-quality labor, which has always been challenging to cultivate, use, satisfy, and have a long-term competitive advantage. This article aims to identify areas of scientific research into high-quality workers in the labor market and to conduct data analysis. Using the Web of Science database from 1991 to 2023, the research outlined emerging trends in high-quality human resource management in the labor market through bibliometric analysis and text-mining approaches. This research also recommends developing research papers and exploring various aspects of high-quality human resource management in the labor market.
在一个一体化的世界里,知识型经济需要高素质的劳动力,而高素质劳动力的培养、使用、满足以及长期竞争优势一直是一个挑战。本文旨在确定劳动力市场中高素质劳动者的科学研究领域,并进行数据分析。研究利用 1991 年至 2023 年的 Web of Science 数据库,通过文献计量分析和文本挖掘方法,概述了劳动力市场中高素质人力资源管理的新趋势。该研究还建议撰写研究论文,探索劳动力市场高素质人力资源管理的各个方面。
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引用次数: 0
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