More than Bags of Words: Sentiment Analysis with Word Embeddings     

Elena Rudkowsky  Martin Haselmayer  Matthias Wastian  Marcelo Jenny  Štefan Emrich  Michael Sedlmair 《Communication methods and measures》2018,12(2-3):140-157

ABSTRACT

Moving beyond the dominant bag-of-words approach to sentiment analysis we introduce an alternative procedure based on distributed word embeddings. The strength of word embeddings is the ability to capture similarities in word meaning. We use word embeddings as part of a supervised machine learning procedure which estimates levels of negativity in parliamentary speeches. The procedure’s accuracy is evaluated with crowdcoded training sentences; its external validity through a study of patterns of negativity in Austrian parliamentary speeches. The results show the potential of the word embeddings approach for sentiment analysis in the social sciences.  相似文献   

Childhood Physical Fitness and Performance as Predictors of High School Sport Participation     

Rebecca A. Battista  Erin D Bouldin  Karin A. Pfeiffer  Christine E. Pacewicz  Shannon R Siegel  Eric M. Martin 《Measurement in physical education and exercise science》2021,25(1):43-52

ABSTRACT

Participation in youth sport is positively associated with physical fitness and performance. The purpose of the current study was to examine if physical fitness measures during childhood and early adolescence predicted high school sport participation. Participants included youth in the Michigan State University Motor Performance Study. Measures consisted of the endurance shuttle run, Wells sit-and-reach, jump and reach, standing long jump, agility shuttle run and 30-yard dash. Individual, generalized estimating equation models were used to estimate the association between each measure and the odds of participating in high school sport. For both sexes, the endurance shuttle run and agility shuttle run were related to sport participation. For boys only, the long jump and 30-yard dash were also associated with sport participation. Better physical fitness and performance across several dimensions in childhood, including those related to motor skills, enhanced the likelihood of sport participation in high school.  相似文献   

Finding the common ground: Teachers' and employers' representations of English in an assessment context          下载免费PDF全文

Simon Child  Martin Johnson  Sanjana Mehta  Annabel Charles 《English in Education》2015,49(2):150-166

There has been a long‐standing debate about how ‘English’ can be defined. Educational policy changes have typically been driven by differing representations of the subject, and have ranged from broad ‘aesthetic’ definitions to more narrow ‘functional’ views. The present study aims to analyse areas of consensus and contention in stakeholders' discourse regarding English. A questionnaire‐based survey and focus groups were used to explore how teachers and employers viewed English as a subject. Their views were conceptualised into three themes: the importance of functional English; English as atomistic versus holistic study; and English as critical thought. These themes are discussed in relation to historical definitions of ‘English’, and their implications for the future reform of English qualifications.  相似文献   

Full of Wonder     

Paul Martin Lester 《Visual Communication Quarterly》2016,23(4):234-235

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Science Instruction for Students with Learning Disabilities: A Meta‐Analysis     

William J. Therrien  Jonte C. Taylor  John L. Hosp  Erica R. Kaldenberg  Jay Gorsh 《Learning disabilities research & practice》2011,26(4):188-203

Although science has received much attention as a political and educational initiative, students with learning disabilities (LD) perform significantly lower than their nondisabled peers. This meta‐analysis evaluates the effectiveness of instructional strategies in science for students with LD. Twelve studies were examined, summarized, and grouped according to the type of strategy implemented. Effect sizes (ES) were calculated for each study. Across all studies, a mean ES of .78 was obtained, indicating a moderate positive effect on students with LD science achievement. Findings also align with past reviews of inquiry‐based instruction for students with special needs, indicating that students with LD need structure within an inquiry science approach in order to be successful. Additionally, results suggest that mnemonic instruction is highly effective at increasing learning disabled students' acquisition and retention of science facts.  相似文献   

Albert Schweitzer’s Legacy for Education: Reverence for Life     

Mike W. Martin 《History of education》2015,44(2):247-249

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Brilliant ideas for using ICT in the classroom     

Martin Miles 《Educational Psychology in Practice》2015,31(3):328-329

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Climate change and renewable energy     

Martin Schönfeld 《Metascience》2014,23(2):391-397

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Scandal Reporting and Business Outcomes,Welfare Effects from Internet Access,and Welfare Effects from Public Broadcasting     

Hugh J. Martin  Adam D. Rennhoff 《Journal of Media Economics》2016,29(1):1-3

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The role of a museum‐based science education program in promoting content knowledge and science motivation     

Andrew J. Martin  Tracy L. Durksen  Derek Williamson  Julia Kiss  Paul Ginns 《科学教学研究杂志》2016,53(9):1364-1384

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