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Automated Code Extraction from Discussion Board Text Dataset 从讨论板文本数据集自动代码提取
International Conference on Quantitative Ethnography Pub Date : 2022-10-31 DOI: 10.48550/arXiv.2210.17495
Sina Mahdipour Saravani, Sadaf Ghaffari, Yanye Luther, J. Folkestad, Marcia Moraes
{"title":"Automated Code Extraction from Discussion Board Text Dataset","authors":"Sina Mahdipour Saravani, Sadaf Ghaffari, Yanye Luther, J. Folkestad, Marcia Moraes","doi":"10.48550/arXiv.2210.17495","DOIUrl":"https://doi.org/10.48550/arXiv.2210.17495","url":null,"abstract":"This study introduces and investigates the capabilities of three different text mining approaches, namely Latent Semantic Analysis, Latent Dirichlet Analysis, and Clustering Word Vectors, for automating code extraction from a relatively small discussion board dataset. We compare the outputs of each algorithm with a previous dataset that was manually coded by two human raters. The results show that even with a relatively small dataset, automated approaches can be an asset to course instructors by extracting some of the discussion codes, which can be used in Epistemic Network Analysis.","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129198499","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
Professional Decision Making: Reframing Teachers' Work Using Epistemic Frame Theory 专业决策:运用认知框架理论重构教师工作
International Conference on Quantitative Ethnography Pub Date : 2021-02-01 DOI: 10.1007/978-3-030-67788-6_18
Michael Phillips, Amanda Siebert-Evenstone, Aaron M. Kessler, D. Gašević, D. Shaffer
{"title":"Professional Decision Making: Reframing Teachers' Work Using Epistemic Frame Theory","authors":"Michael Phillips, Amanda Siebert-Evenstone, Aaron M. Kessler, D. Gašević, D. Shaffer","doi":"10.1007/978-3-030-67788-6_18","DOIUrl":"https://doi.org/10.1007/978-3-030-67788-6_18","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"100 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123445860","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: 4
Exploring the Effects of Segmentation on Semi-structured Interview Data with Epistemic Network Analysis 用认知网络分析探讨半结构化访谈数据的分词效果
International Conference on Quantitative Ethnography Pub Date : 2020-10-26 DOI: 10.31234/osf.io/sepbr
S. Zörgő, Z. Swiecki, A. Ruis
{"title":"Exploring the Effects of Segmentation on Semi-structured Interview Data with Epistemic Network Analysis","authors":"S. Zörgő, Z. Swiecki, A. Ruis","doi":"10.31234/osf.io/sepbr","DOIUrl":"https://doi.org/10.31234/osf.io/sepbr","url":null,"abstract":"Quantitative ethnographic models are typically constructed using qualitative data that has been segmented and coded. While there exist methodological studies that have investigated the effects of changes in coding on model features, the effects of segmentation have received less attention. Our aim was to examine, using a dataset comprised of narratives from semi-structured interviews, the effects of different segmentation decisions on population- and individual-level model features via epistemic network analysis. We found that while segmentation choices may not affect model features overall, the effects on some individual networks can be substantial. This study demonstrates a novel method for exploring and quantifying the impact of segmentation choices on model features.","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115177274","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: 12
Examining Identity Exploration in a Video Game Participatory Culture 电子游戏参与式文化中的身份探索
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_1
Amanda Barany, Aroutis Foster
{"title":"Examining Identity Exploration in a Video Game Participatory Culture","authors":"Amanda Barany, Aroutis Foster","doi":"10.1007/978-3-030-33232-7_1","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_1","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116935872","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: 3
Use of Training, Validation, and Test Sets for Developing Automated Classifiers in Quantitative Ethnography 在定量人种学中使用训练、验证和测试集来开发自动分类器
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_10
Seung B. Lee, Xiaofan Gui, Megan Manquen, E. Hamilton
{"title":"Use of Training, Validation, and Test Sets for Developing Automated Classifiers in Quantitative Ethnography","authors":"Seung B. Lee, Xiaofan Gui, Megan Manquen, E. Hamilton","doi":"10.1007/978-3-030-33232-7_10","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_10","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132627198","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: 7
nCoder+: A Semantic Tool for Improving Recall of nCoder Coding nCoder+:一个提高nCoder编码召回率的语义工具
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_4
Zhiqiang Cai, Amanda Siebert-Evenstone, Brendan R. Eagan, D. Shaffer, Xiangen Hu, A. Graesser
{"title":"nCoder+: A Semantic Tool for Improving Recall of nCoder Coding","authors":"Zhiqiang Cai, Amanda Siebert-Evenstone, Brendan R. Eagan, D. Shaffer, Xiangen Hu, A. Graesser","doi":"10.1007/978-3-030-33232-7_4","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_4","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"62 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114574239","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: 20
Computationally Augmented Ethnography: Emotion Tracking and Learning in Museum Games 计算增强人种学:博物馆游戏中的情感追踪和学习
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_12
Kit Martin, Emily Q. Wang, Connor Bain, M. Worsley
{"title":"Computationally Augmented Ethnography: Emotion Tracking and Learning in Museum Games","authors":"Kit Martin, Emily Q. Wang, Connor Bain, M. Worsley","doi":"10.1007/978-3-030-33232-7_12","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_12","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"145 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121876225","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: 5
Using Process Mining (PM) and Epistemic Network Analysis (ENA) for Comparing Processes of Collaborative Problem Regulation 基于过程挖掘和认知网络分析的协同问题治理过程比较研究
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_13
Nadine Melzner, M. Greisel, M. Dresel, I. Kollar
{"title":"Using Process Mining (PM) and Epistemic Network Analysis (ENA) for Comparing Processes of Collaborative Problem Regulation","authors":"Nadine Melzner, M. Greisel, M. Dresel, I. Kollar","doi":"10.1007/978-3-030-33232-7_13","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_13","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133964899","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: 8
Multiple Uses for Procedural Simulators in Continuing Medical Education Contexts 程序模拟器在继续医学教育中的多种用途
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_18
A. Ruis, A. Rosser, Jay N. Nathwani, Megan V. Beems, Sarah A. Jung, C. Pugh
{"title":"Multiple Uses for Procedural Simulators in Continuing Medical Education Contexts","authors":"A. Ruis, A. Rosser, Jay N. Nathwani, Megan V. Beems, Sarah A. Jung, C. Pugh","doi":"10.1007/978-3-030-33232-7_18","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_18","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115511936","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: 5
Using Epistemic Networks with Automated Codes to Understand Why Players Quit Levels in a Learning Game 使用带有自动代码的认知网络理解玩家退出学习型游戏关卡的原因
International Conference on Quantitative Ethnography Pub Date : 2019-10-20 DOI: 10.1007/978-3-030-33232-7_9
Shamya Karumbaiah, R. Baker, Amanda Barany, V. Shute
{"title":"Using Epistemic Networks with Automated Codes to Understand Why Players Quit Levels in a Learning Game","authors":"Shamya Karumbaiah, R. Baker, Amanda Barany, V. Shute","doi":"10.1007/978-3-030-33232-7_9","DOIUrl":"https://doi.org/10.1007/978-3-030-33232-7_9","url":null,"abstract":"","PeriodicalId":252354,"journal":{"name":"International Conference on Quantitative Ethnography","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-10-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125451658","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: 12
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