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1.
针对古漆器漆膜数据类间不平衡、样本规模小,以及传统机器学习算法分类效果较差的问题,提出一种改进SMOTE的过采样方法改变漆器漆膜数据样本分布,使其达到平衡。该方法通过比较各类样本间的欧式距离,删除了人工样本中的噪声数据,然后运用集成学习中的随机森林算法进行分类,提高了少数类的分类准确率。UCI数据集上的实验结果表明,改进的过采样方法性能更优,评价指标F1-score与AUC值分别得到2%、5%以上的提升。结合改进的过采样方法与机器学习算法进行对比实验,结果证明,随机森林算法精度更高,在对古漆器年代的判别中,随机森林算法的F1-score与AUC值高达87.76%、89.34%。 相似文献
2.
In India, more than 276 million children and youth were out of school for extended periods since March 2020 due to school closures in response to COVID-19. A key challenge has been how to measure the impact of responses to continuity of learning both to ensure more effective responses in the event of further disruptions, but also to help the education community conceptualize more creative and effective approaches to learning, through blended and flexible approaches. This study reflects on the findings from a UNICEF survey targeting parents and adolescents across 6 states in India, and identifies lessons learned for addressing learning inequities during future school closures. We focus on measuring three key variables – access to technology, their utilization, and perceived learning for different profiles of children. As students began learning from home, technology access rates in households were initially used to determine the estimated maximum reach of different distance learning modalities during school closures. Beyond access, we find significant variations in adolescents’ use of technology for learning purposes and their perceptions of learning, linked to the type of remote learning modality, gender, location and type of school. We discuss the implications for government strategies and policies to ensure better utilization of technologies which are available in households and to address equity gaps in learning opportunities. 相似文献
3.
研究讨论小学校园生命安全教育模式,能够使小学生树立起自我保护意识,让他们拥有一个健康的童年。本文介绍了推行校园生命安全教育的作用,剖析了现阶段我国小学校园生命安全课程中存在的问题,并在明确生命安全教育原则的同时,提出了优化校园生命安全教育模式的有效路径,以此为校园生命安全教育工作的向好开展提供理论依据。 相似文献
4.
《国家中长期教育改革和发展规划纲要(2010—2020年)》是对我国教育发展具有重要引领作用的政策文件,通过对其颁布十年以来关于终身教育体系构建的政策梳理,发现我国终身教育体系在政策推进上取得了瞩目成就,但同时也存在构建终身教育体系的专项政策和法律缺失、构建终身教育体系政策的制定出现断层、“终身教育体系”与“国民教育体系”并存的问题。基于此,提出建议:加速推动终身教育立法、加强构建我国终身教育体系政策的顶层设计与底层跟进、加快构建终身教育体系。 相似文献
5.
[目的/意义] 作为政府与青年群体沟通的重要平台,政务Bilibili账号的信息传播效果直接决定其沟通效率和效果。对政务Bilibili账号信息传播效果影响因素的研究有利于沟通效果的提升。[方法/过程] 本研究基于共青团中央Bilibili账号的471个样本,采用内容分析和回归分析等系统考察内容主题、视频类别、封面图类型、屏幕形式、字幕、组织形式、剪辑率和视频时长等因素对政务Bilibili账号信息传播效果的影响。[结果/结论] 结果表明,科技类、音乐类和时尚类主题的视频能够提升整体传播效果,科技类视频的贡献度最高;情景剧、实拍视频和监控视频都正向显著影响整体传播效果,实拍视频的贡献度最高。视频剪辑率、竖屏视频、字幕添加、合作创作等均能显著提高整体传播效果,竖屏在整体传播效果模型中的贡献度最大。视频时长和封面图的作用不显著。政务Bilibili账号运营应充分释放青年的爱国势能、创新视频形式、优化视频制作流程、创新组织形式。 相似文献
6.
社会化问答社区的出现改变了原有的问答模式并拓展了知识获取的途径。回答者作为知识的主要贡献者,是促进问答社区内知识传递的核心要素。现有关于问答社区用户的研究普遍以用户的属性数据为依据,较少考虑使用个体连接所形成的关系数据进行分析。本文以中文问答社区"知乎"为研究对象,爬取了"流行音乐"和"英语学习"两个话题下的大规模数据,通过构建回答者关注关系网络,定义和量化直接连接和间接连接两类同伴关系,使用网络自回归模型探究同伴效应对知识贡献行为的影响。研究发现,回答者的知识贡献行为会受到直接和间接连接同伴效应的正向影响,但是间接连接同伴效应会随着回答者网络密度的增加而逐渐减弱甚至消失,聚类系数对回答者的知识贡献行为有负向影响。 相似文献
7.
K. Andrew R. Richards Jennifer M. Jacobs Victoria Nicole Ivy Michael A. Lawson 《Physical Education & Sport Pedagogy》2020,25(2):188-200
ABSTRACTBackground: Pedagogical models have become an established component of physical education over the past several decades. One such model, the Teaching Personal and Social Responsibility model, has gained momentum in practice and research, though little is known regarding its use in preservice teacher training. The model follows a flexible format focused on teaching life skills (e.g. leadership) that can be applied in all lived ecologies. Occupational socialization theory provides insight into the pretraining and teacher education experiences of preservice teachers that shape their understanding and practice of physical education and associated pedagogical models.Aims: The purpose of this study was to understand the influence of a sequence of methods courses and early field experiences on U.S. preservice teachers’ understanding and implementation of the teaching personal and social responsibility model with youth from a community affected by poverty.Method: This study took on a phenomenological and social constructivist approach. Ten preservice teachers (9 males, 1 female) took part in the study. The participants were an average age of 22.10 years old (SD?=?4.38) and seven identified as White and three as Black. Each participant was enrolled in methods and early field experience coursework that provided scaffolded training in primary education in a community affected by poverty. Preservice teachers team-taught groups of 10–15 children twice a week along with one day committed to on-campus reflection. Data collection included autobiographical essays, critical incident reports, reflective journals, non-participatory observations and field notes, and semi-structured interviews. Data were analyzed deductively through the lens of occupational socialization theory, and inductively as theory divergent trends were sought. Open and axial coding was completed with member checking throughout, resulting in a final set of themes and subthemes.Findings: The preservice teachers initially struggled to connect with their students due to conflicting backgrounds, but the teaching personal and social responsibility model guided the relationship-building process. As the model was continuously utilized, more empathy and care were shown towards the children. Preservice teachers felt there was a lack of progression in positive behaviors but were able to empower youth and felt that the model was culturally relevant. Overtime, the students began to appreciate the affective domain despite the challenge of working in a community affected by poverty through frustration towards the larger system limiting any potential progress was present.Conclusions: Subjective theories transitioned to include relationship building and life skills learning, likely because of the extended field experience and faculty support. The preservice teachers desire to connect with and teach the students well displays the connection between models-based practice and positive relationships. Preservice teachers’ knowledge of their students was limited as it was based on secondhand knowledge of youth, teacher educators, and school staff. Evidence indicates some cultural responsiveness development though there were also elements of a deficit model due to white privilege and class differences. Further work explicitly integrating a culturally relevant approach and social justice in teacher education programming should occur. 相似文献
8.
BackgroundHealth-related fitness knowledge (HRFK) has been an essential concept for many health and physical education programs. There has been limited understanding and longitudinal investigation on HRFK growth. This longitudinal study examined HRFK growth and its individual- and school-level correlates in middle school years under 1 curriculum condition: Five for Life.MethodsParticipants were 12,044 students from 47 middle schools. Data were collected at both individual/participant and school/institution levels. Individual-level variables included gender, grade, and HRFK test scores. School-level variables included percentage of students receiving free and reduced meals (FARM), student-to-faculty ratio for physical education, and school academic performance (SAP). We used hierarchical linear modeling to examine HRFK 3-year growth in relation to individual- and school-level correlates.ResultsThe average HRFK score at 6th grade for females was 42.81% ± 1.32%. The predicted HRFK growth was 17.06% ± 1.02% per year, holding other factors constant. A 1-standard deviation increase in FARM correlated with a 14.68%-point decrease in predicted test score (p = 0.02). A 1-standard deviation increase in SAP was associated with an 11.90%-point increase in HRFK score. Males had a significantly lower growth rate than females during the middle school years (0.78%/year, p = 0.02).ConclusionThe result showed that both individual- and school-level variables such as gender, FARM, and SAP influenced HRFK growth. Educators should heed gender differences in growth curves and recognize the correlates of school-level variables. 相似文献
9.
目的:调查银川市居民体力活动现状并对其进行分析。方法:采用IPAQ-长卷对银川市社区居民进行调查。结果:高水平体力活动者为55.3%,中等水平者为36%。男性的一周VPA显著高于女性(P<0.05);大专及以上教育程度者TPA、MPA和WPA都显著低于其他教育程度者(P<0.05);85%的居民达到了世卫组织推荐的身体活动量。结论:银川城市居民体力活动水平较高,中等强度体力活动和步行体力活动的比例大;男性在VPA上显著高于女性,但在其他方面与女性无显著差异;受教育程度对体力活动的影响较大;大多数社区居民达到了世卫组织推荐的身体活动量。 相似文献
10.
本文采用文献资料、个案研究等方法,对莆田学院应用型人才培养模式下的“开放式”体育教学改革进行调查研究,旨在剖析其改革的具体方法,并提出以下建议:(1)宏观方面,建议政府出台支持政策,积极引导校企合作,建议企业依据自身需要,将相关需求的市场信息反馈给学校,实现地方社会事业、学校和企业的“三方”共赢。(2)微观方面,学校积极提升自身的“软”与“硬”实力,结合市场需求,充分利用校企合作的市场机遇,调整人才培养模式,充分运用现代信息技术,实现体育教学理念、教学内容要和方法、教学时间和空间、教学评价体系上的开放,培养满足市场需求的专业技术人才。 相似文献