Proceedings of the 14th Learning Analytics and Knowledge Conference最新文献

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The Unspoken Aspect of Socially Shared Regulation in Collaborative Learning: AI-Driven Learning Analytics Unveiling ‘Silent Pauses’ 协作学习中社会共享监管的不为人知之处:人工智能驱动的学习分析揭示 "无声的停顿
Proceedings of the 14th Learning Analytics and Knowledge Conference Pub Date : 2024-03-18 DOI: 10.1145/3636555.3636874
Belle Dang, Andy Nguyen, Sanna Järvelä
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引用次数: 0
Data Storytelling Editor: A Teacher-Centred Tool for Customising Learning Analytics Dashboard Narratives 数据故事编辑器:以教师为中心的定制学习分析仪表板叙述工具
Proceedings of the 14th Learning Analytics and Knowledge Conference Pub Date : 2024-03-18 DOI: 10.1145/3636555.3636930
G. Fernandez-Nieto, Roberto Martinez-Maldonado, Vanessa Echeverría, Kirsty Kitto, D. Gašević, S. Buckingham Shum
{"title":"Data Storytelling Editor: A Teacher-Centred Tool for Customising Learning Analytics Dashboard Narratives","authors":"G. Fernandez-Nieto, Roberto Martinez-Maldonado, Vanessa Echeverría, Kirsty Kitto, D. Gašević, S. Buckingham Shum","doi":"10.1145/3636555.3636930","DOIUrl":"https://doi.org/10.1145/3636555.3636930","url":null,"abstract":"","PeriodicalId":517868,"journal":{"name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","volume":"31 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140283697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Long-Term Prediction from Topic-Level Knowledge and Engagement in Mathematics Learning 从主题层面的知识和数学学习的参与度进行长期预测
Proceedings of the 14th Learning Analytics and Knowledge Conference Pub Date : 2024-03-18 DOI: 10.1145/3636555.3636851
Andres Felipe Zambrano, Ryan S. Baker
{"title":"Long-Term Prediction from Topic-Level Knowledge and Engagement in Mathematics Learning","authors":"Andres Felipe Zambrano, Ryan S. Baker","doi":"10.1145/3636555.3636851","DOIUrl":"https://doi.org/10.1145/3636555.3636851","url":null,"abstract":"During middle school, students’ learning experiences begin to influence their future decisions about college enrollment and career selection. Prior research indicates that both knowledge gained and the disengagement and affect experienced during this period are predictors of these future outcomes. However, this past research has investigated affect, disengagement, and knowledge in an overall fashion – looking at the average manifestation of these constructs across all topics studied across a year of mathematics. It may be that some mathematics topics are more associated with these outcomes than others. In this study, we use data from middle school students interacting with a digital mathematics learning platform, to analyze the interplay of these features across different topic areas. Our findings show that mastering Functions is the most important predictor of both college enrollment and STEM career selection, while the importance of knowing other topic areas varies across the two outcomes. Furthermore, while subject knowledge tends to be the most relevant predictor for general college enrollment, affective states, especially confusion and engaged concentration, become more important for predicting STEM career selection.","PeriodicalId":517868,"journal":{"name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","volume":"224 8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140283667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SLADE: A Method for Designing Human-Centred Learning Analytics Systems SLADE:以人为本的学习分析系统设计方法
Proceedings of the 14th Learning Analytics and Knowledge Conference Pub Date : 2024-03-18 DOI: 10.1145/3636555.3636847
Riordan Alfredo, Vanessa Echeverría, Yueqiao Jin, Z. Swiecki, D. Gašević, Roberto Martinez-Maldonado
{"title":"SLADE: A Method for Designing Human-Centred Learning Analytics Systems","authors":"Riordan Alfredo, Vanessa Echeverría, Yueqiao Jin, Z. Swiecki, D. Gašević, Roberto Martinez-Maldonado","doi":"10.1145/3636555.3636847","DOIUrl":"https://doi.org/10.1145/3636555.3636847","url":null,"abstract":"","PeriodicalId":517868,"journal":{"name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","volume":"224 23","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140283840","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Automated Feedback for Student Math Responses Based on Multi-Modality and Fine-Tuning 基于多模式和微调的学生数学回答自动反馈
Proceedings of the 14th Learning Analytics and Knowledge Conference Pub Date : 2024-03-18 DOI: 10.1145/3636555.3636860
Hai Li, Chenglu Li, Wanli Xing, Sami Baral, Neil Heffernan
{"title":"Automated Feedback for Student Math Responses Based on Multi-Modality and Fine-Tuning","authors":"Hai Li, Chenglu Li, Wanli Xing, Sami Baral, Neil Heffernan","doi":"10.1145/3636555.3636860","DOIUrl":"https://doi.org/10.1145/3636555.3636860","url":null,"abstract":"","PeriodicalId":517868,"journal":{"name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","volume":"36 20","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140283790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automated Discourse Analysis via Generative Artificial Intelligence 通过生成式人工智能进行自动话语分析
Proceedings of the 14th Learning Analytics and Knowledge Conference Pub Date : 2024-03-18 DOI: 10.1145/3636555.3636879
Ryan Garg, Jaeyoung Han, Yixin Cheng, Zheng Fang, Z. Swiecki
{"title":"Automated Discourse Analysis via Generative Artificial Intelligence","authors":"Ryan Garg, Jaeyoung Han, Yixin Cheng, Zheng Fang, Z. Swiecki","doi":"10.1145/3636555.3636879","DOIUrl":"https://doi.org/10.1145/3636555.3636879","url":null,"abstract":"","PeriodicalId":517868,"journal":{"name":"Proceedings of the 14th Learning Analytics and Knowledge Conference","volume":"38 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140283814","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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