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Learning Behavior Feature Fused Deep Learning Network Model for MOOC Dropout Prediction
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Hanqiang Liu; Xiao Chen; Feng Zhao – Education and Information Technologies, 2024
Massive open online courses (MOOCs) have become one of the most popular ways of learning in recent years due to their flexibility and convenience. However, high dropout rate has become a prominent problem that hinders the further development of MOOCs. Therefore, the prediction of student dropouts is the key to further enhance the MOOCs platform.…
Descriptors: MOOCs, Video Technology, Behavior Patterns, Prediction
Context Modulates Evidence Accumulation in Split-Second Handball Penalty Decisions
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Henrietta Weinberg; Florian Müller; Rouwen Cañal-Bruland – Cognitive Research: Principles and Implications, 2025
Due to severe time constraints, goalkeepers regularly face the challenging task to make decisions within just a few hundred milliseconds. A key finding of anticipation research is that experts outperform novices by using advanced cues which can be derived from either kinematic or contextual information. Yet, how context modulates decision-making…
Descriptors: Cues, Athletics, Decision Making, Specialists
Using Multimodal Learning Analytics to Model Students' Learning Behavior in Animated Programming Classroom
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Abdullahi Yusuf; Norah Md Noor; Shamsudeen Bello – Education and Information Technologies, 2024
Studies examining students' learning behavior predominantly employed rich video data as their main source of information due to the limited knowledge of computer vision and deep learning algorithms. However, one of the challenges faced during such observation is the strenuous task of coding large amounts of video data through repeated viewings. In…
Descriptors: Learning Analytics, Student Behavior, Video Technology, Classification
Gesture Production Selectively Predicts Language Outcomes in Spanish-English Bilingual Children
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Perla B. Gámez; Ö. Ece Demir-Lira; Paola Pinzón-Henao – Child Development, 2025
This longitudinal study (data collected from 2019 to 2023) examines the relation between Spanish-English bilingual Latino toddlers' (n=46; F=22; M=24) early gesture production (Mage=18.67 months; SD[subscript age]=1.02) and later language skills (M[subscript age]=36.87 months; SD[subscript age]=0.81). Video recordings at child-age 18-months…
Descriptors: Nonverbal Communication, English (Second Language), Second Language Learning, Spanish
Investigating Prospective Teachers' Skills of Predicting and Identifying Significant Student Reasoning Instances and Deciding How to Respond to Those Instances
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Zulfiye Zeybek Simsek – Investigations in Mathematics Learning, 2025
The importance of constructing mathematical arguments and critiquing the reasoning of others has been emphasized as a key component for deep mathematical understanding. As a result, acknowledging proof as an essential tool to comprehend mathematics at all grade levels has been suggested by many researchers as well as reform initiatives. To do so,…
Descriptors: Mathematics Instruction, Mathematical Logic, Preservice Teachers, Preservice Teacher Education
Semantic Cues Facilitate Structural Generalizations in Artificial Language Learning
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Erin Conwell; Jesse Snedeker – Language Learning and Development, 2024
Natural languages contain systematic relationships between verb meaning and verb argument structure. Artificial language learning studies typically remove those relationships and instead pair verb meanings randomly with structures. Adult participants in such studies can detect statistical regularities associated with words in these languages and…
Descriptors: Semantics, Cues, Verbs, Adults