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Original Articles

Advanced, Analytic, Automated (AAA) Measurement of Engagement During Learning

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Xiaowei Kang & Wen Zhang. (2023) An experimental case study on forum-based online teaching to improve student’s engagement and motivation in higher education. Interactive Learning Environments 31:2, pages 1029-1040.
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Hengtao Tang, Miao Dai, Shuoqiu Yang, Xu Du, Jui-Long Hung & Hao Li. (2022) Using multimodal analytics to systemically investigate online collaborative problem-solving. Distance Education 43:2, pages 290-317.
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Anne C. Frenzel, Lia Daniels & Irena Burić. (2021) Teacher emotions in the classroom and their implications for students. Educational Psychologist 56:4, pages 250-264.
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Caitlin Mills, Julie Gregg, Robert Bixler & Sidney K. D’Mello. (2021) Eye-Mind reader: an intelligent reading interface that promotes long-term comprehension by detecting and responding to mind wandering. Human–Computer Interaction 36:4, pages 306-332.
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Zeynep Yücel, Serina Koyama, Akito Monden & Mariko Sasakura. (2020) Estimating Level of Engagement from Ocular Landmarks. International Journal of Human–Computer Interaction 36:16, pages 1527-1539.
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Quan Nguyen, Bart Rienties & John T. E. Richardson. (2020) Learning analytics to uncover inequality in behavioural engagement and academic attainment in a distance learning setting. Assessment & Evaluation in Higher Education 45:4, pages 594-606.
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Samantha G. Daley, Yang Xu, C. Patrick Proctor, Gabrielle Rappolt-Schlichtmann & Boris Goldowsky. (2020) Behavioral Engagement among Adolescents with Reading Difficulties: The Role of Active Involvement in a Universally Designed Digital Literacy Platform. Reading & Writing Quarterly 36:3, pages 278-295.
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A. Corinne Huggins-Manley, Carole R. Beal, Sidney K. D’Mello, Walter L. Leite, Dyugu Dee Cetin-Berber, Dongho Kim & Danielle S. McNamara. (2019) A Commentary on Construct Validity When Using Operational Virtual Learning Environment Data in Effectiveness Studies. Journal of Research on Educational Effectiveness 12:4, pages 750-759.
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Sian Bayne, Louise Connelly, Claire Grover, Nicola Osborne, Richard Tobin, Emily Beswick & Lilinaz Rouhani. (2019) The social value of anonymity on campus: a study of the decline of Yik Yak. Learning, Media and Technology 44:2, pages 92-107.
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Jason M. Harley, Reinhard Pekrun, Jamie L. Taxer & James J. Gross. (2019) Emotion Regulation in Achievement Situations: An Integrated Model. Educational Psychologist 54:2, pages 106-126.
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David B. Miele & Abigail A. Scholer. (2018) The Role of Metamotivational Monitoring in Motivation Regulation. Educational Psychologist 53:1, pages 1-21.
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Articles from other publishers (123)

Ming Li, Xiaosheng Zhuang, Lu Bai & Weiping Ding. (2024) Multimodal graph learning based on 3D Haar semi-tight framelet for student engagement prediction. Information Fusion 105, pages 102224.
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Axel Grund, Ineke M. Pit-ten Cate & Antoine Fischbach. (2024) (How) do self-concept, interest, and conscientiousness function together in academic motivation? A typological approach developed and replicated in two large-scale samples. Learning and Instruction 90, pages 101868.
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Yuqin Yang, Yewen Chen, Xueqi Feng, Daner Sun & Shiyan Pang. (2024) Investigating the mechanisms of analytics-supported reflective assessment for fostering collective knowledge. Journal of Computing in Higher Education 36:1, pages 242-273.
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Edward Dieterle, Chris Dede & Michael Walker. (2022) The cyclical ethical effects of using artificial intelligence in education. AI & SOCIETY 39:2, pages 633-643.
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Ali Abedi, Chinchu Thomas, Dinesh Babu Jayagopi & Shehroz S. Khan. (2024) Bag of states: a non-sequential approach to video-based engagement measurement. Multimedia Systems 30:1.
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Jaclyn Ocumpaugh, Rod D. Roscoe, Ryan S. Baker, Stephen Hutt & Stephen J. Aguilar. (2024) Toward Asset-based Instruction and Assessment in Artificial Intelligence in Education. International Journal of Artificial Intelligence in Education.
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Swadha Gupta, Parteek Kumar & Rajkumar Tekchandani. (2024) Artificial intelligence based cognitive state prediction in an e-learning environment using multimodal data. Multimedia Tools and Applications.
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Shehroz Khan & Sadaf Safa. (2024) Revisiting Annotations in Online Student Engagement. Revisiting Annotations in Online Student Engagement.
Amanda Yoshiko Shimizu, Michael Havazelet & Amanda P. Goodwin. (2024) More Than One Way: Fifth-Graders’ Varied Digital Reading Behaviors and Comprehension Outcomes. AERA Open 10.
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Emre Dinç & Jennifer Classen. (2023) Game-making and conflicts in collaborative learning settings: a synthesis. SN Social Sciences 4:1.
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Joshua M. Rosenberg, Patrick N. Beymer, Vicky Phun & Jennifer A. Schmidt. (2023) Using intensive longitudinal methods to quantify the sources of variability for situational engagement in science learning environments. International Journal of STEM Education 10:1.
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M. Jagadeesh, Zubair Ali. L, Vishnu. S, Nandita Sajeev & Nithish Kumar N. (2023) Enhancing Online Learning with Automated Emotion Identification using Facial Expressions. Enhancing Online Learning with Automated Emotion Identification using Facial Expressions.
Brandon M. Booth, Nigel Bosch & Sidney K. D’Mello. (2023) Engagement Detection and Its Applications in Learning: A Tutorial and Selective Review. Proceedings of the IEEE 111:10, pages 1398-1422.
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Ali Abedi & Shehroz S. Khan. (2023) Detecting disengagement in virtual learning as an anomaly using temporal convolutional network autoencoder. Signal, Image and Video Processing 17:7, pages 3535-3543.
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Ting-Ting Wu, Hsin-Yu Lee, Wei-Sheng Wang, Chia-Ju Lin & Yueh-Min Huang. (2023) Leveraging computer vision for adaptive learning in STEM education: effect of engagement and self-efficacy. International Journal of Educational Technology in Higher Education 20:1.
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Dhruv Verma, Sejal Bhalla, S. V. Sai Santosh, Saumya Yadav, Aman Parnami & Jainendra Shukla. (2023) AttentioNet: Monitoring Student Attention Type in Learning with EEG-Based Measurement System. AttentioNet: Monitoring Student Attention Type in Learning with EEG-Based Measurement System.
Hsin-Yu Lee, Yu-Ping Cheng, Wei-Sheng Wang, Chia-Ju Lin & Yueh-Min Huang. (2023) Exploring the Learning Process and Effectiveness of STEM Education via Learning Behavior Analysis and the Interactive-Constructive- Active-Passive Framework. Journal of Educational Computing Research 61:5, pages 951-976.
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Yangxiaozhu Ye, Danqing Pu & Zhurong Zhou. (2023) Concentration Chromatography Analysis of Online Learners. Concentration Chromatography Analysis of Online Learners.
Ali Abedi & Shehroz S. Khan. (2023) Affect-driven ordinal engagement measurement from video. Multimedia Tools and Applications 83:8, pages 24899-24918.
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Daniel L. Hoffman, Faye Furutomo, Ariana Eichelberger & Paul McKimmy. (2023) Matters of Frequency, Immediacy and Regularity: Engagement in an Online Asynchronous Course. Innovative Higher Education 48:4, pages 655-677.
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Gahyun Sung, Harum Bhinder, Tianyi Feng & Bertrand Schneider. (2023) Stressed or engaged? Addressing the mixed significance of physiological activity during constructivist learning. Computers & Education 199, pages 104784.
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Alison Giovanelli, Jonathan Rowe, Madelynn Taylor, Mark Berna, Kathleen P Tebb, Carlos Penilla, Marianne Pugatch, James Lester & Elizabeth M Ozer. (2023) Supporting Adolescent Engagement with Artificial Intelligence–Driven Digital Health Behavior Change Interventions. Journal of Medical Internet Research 25, pages e40306.
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Ömer Sümer, Patricia Goldberg, Sidney D’Mello, Peter Gerjets, Ulrich Trautwein & Enkelejda Kasneci. (2023) Multimodal Engagement Analysis From Facial Videos in the Classroom. IEEE Transactions on Affective Computing 14:2, pages 1012-1027.
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Paolo Buono, Berardina De Carolis, Francesca D’Errico, Nicola Macchiarulo & Giuseppe Palestra. (2022) Assessing student engagement from facial behavior in on-line learning. Multimedia Tools and Applications 82:9, pages 12859-12877.
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Hsin-Yu Lee, Maral Hooshyar, Chia-Ju Lin, Wei-Sheng Wang & Yueh-Min Huang. (2023) Image4Assess: Automatic learning processes recognition using image processing. Image4Assess: Automatic learning processes recognition using image processing.
Riana Bagaskorowati, Tresnani, Widiya Alita, Novi Nur Samiadi & Novriko Burhan. (2023) Upper Class Elementary School Student Engagement in Math Subject Merdeka Curricula: Post Covid Study Case in Jakarta Province Indonesia. International Journal of Elementary Education 7:1, pages 134-142.
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M. Jagadeesh, Nandita Sajeev & N Nithish Kumar. (2023) Emotion Recognition of Online Learners for Smart Education Systems using Computational Intelligence: Review and Insight. Emotion Recognition of Online Learners for Smart Education Systems using Computational Intelligence: Review and Insight.
Abdalganiy Wakjira & Samit Bhattacharya. (2023) Student Engagement Awareness in an Asynchronous E-Learning Environment. International Journal of Technology-Enabled Student Support Services 12:1, pages 1-19.
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Jun Xiao, Zhujun Jiang, Lamei Wang & Tianzhen Yu. (2023) What can multimodal data tell us about online synchronous training: Learning outcomes and engagement of in-service teachers. Frontiers in Psychology 13.
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Ismaila Temitayo Sanusi, Solomon Sunday Oyelere, Henriikka Vartiainen, Jarkko Suhonen & Markku Tukiainen. (2023) Developing middle school students’ understanding of machine learning in an African school. Computers and Education: Artificial Intelligence 5, pages 100155.
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Thomas Goetz, Anne C. Frenzel, Kristina Stockinger, Anastasiya A. Lipnevich, Lisa Stempfer & Reinhard Pekrun. 2023. International Encyclopedia of Education(Fourth Edition). International Encyclopedia of Education(Fourth Edition) 149 161 .
Megan Wiedbusch, Daryn Dever, Shan Li, Mary Jean Amon, Susanne Lajoie & Roger Azevedo. 2023. Unobtrusive Observations of Learning in Digital Environments. Unobtrusive Observations of Learning in Digital Environments 141 173 .
Sanna Järvelä, Eija Vuorenmaa, Ahsen Çini, Jonna Malmberg & Hanna Järvenoja. 2023. Practicable Learning Analytics. Practicable Learning Analytics 115 132 .
Shofiyati Nur Karimah & Shinobu Hasegawa. (2022) MeetmEE: Engagement Estimation-based Online Meeting Room for Distance Learning. MeetmEE: Engagement Estimation-based Online Meeting Room for Distance Learning.
Shogo Hamachi, Parisa Supitayakul, Zeynep Yücel & Akito Monden. (2022) Investigation of the relation between task engagement and eye gaze. Investigation of the relation between task engagement and eye gaze.
Nurfazlina Haris, Azlina Bujang, Sheela Faizura Nik Fauzi & Sarehan Sadikin. (2022) Investigation of Cognitive Engagement Theory in Supporting Visual Learners Using Multimedia Based Platforms. Investigation of Cognitive Engagement Theory in Supporting Visual Learners Using Multimedia Based Platforms.
Gauri Ghule, Snehal Rathi, Pallavi Deshpande, Archana Ratnaparkhi & Shraddha Habbu. (2022) A Coherent Way of detecting pupil’s emotions via live Camera using CNNs along with Haar -Cascasde Classifier. A Coherent Way of detecting pupil’s emotions via live Camera using CNNs along with Haar -Cascasde Classifier.
Shofiyati Nur Karimah & Shinobu Hasegawa. (2022) Automatic engagement estimation in smart education/learning settings: a systematic review of engagement definitions, datasets, and methods. Smart Learning Environments 9:1.
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Shan Li & Susanne P. Lajoie. (2021) Cognitive engagement in self-regulated learning: an integrative model. European Journal of Psychology of Education 37:3, pages 833-852.
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Zhenjiang Dong. (2022) Educational Behaviour Analysis Using Convolutional Neural Network and Particle Swarm Optimization Algorithm. Advances in Multimedia 2022, pages 1-10.
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Judit Sass & Lidia Vinczene Fekete. (2022) Secrets revealed by boredom: Detecting and tackling barriers to student engagement. Secrets revealed by boredom: Detecting and tackling barriers to student engagement.
Ilana Dubovi. (2022) Cognitive and emotional engagement while learning with VR: The perspective of multimodal methodology. Computers & Education 183, pages 104495.
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Attracta Brennan, Tara McDonagh, Mary Dempsey & John McAvoy. (2022) Cosmic Sounds: A Game to Support Phonological Awareness Skills for Children With Dyslexia. IEEE Transactions on Learning Technologies 15:3, pages 301-310.
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Terence Bowles, Janet Scull & Shane R. Jimerson. (2022) School connection through engagement associated with grade scores and emotions of adolescents: four factors to build engagement in schools. Social Psychology of Education 25:2-3, pages 675-696.
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Vaishnavi Sivaprasad, Ido Davidesco, Noah Glaser & Kenneth Thompson. (2022) Doctoral Colloquium—Utilizing Electroencephalography, Eye Gaze, and Learner Analytics to Examine Student Engagement in a Virtual Reality Classroom. Doctoral Colloquium—Utilizing Electroencephalography, Eye Gaze, and Learner Analytics to Examine Student Engagement in a Virtual Reality Classroom.
Nigel Bosch & Sidney K. D'Mello. (2022) Can Computers Outperform Humans in Detecting User Zone-Outs? Implications for Intelligent Interfaces. ACM Transactions on Computer-Human Interaction 29:2, pages 1-33.
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John Hollander & Stephanie Huette. (2022) Extracting blinks from continuous eye-tracking data in a mind wandering paradigm. Consciousness and Cognition 100, pages 103303.
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Walter L. Leite, Samrat Roy, Nilanjana Chakraborty, George Michailidis, A. Corinne Huggins-Manley, Sidney D'Mello, Mohamad Kazem Shirani Faradonbeh, Emily Jensen, Huan Kuang & Zeyuan Jing. (2022) A novel video recommendation system for algebra: An effectiveness evaluation study. A novel video recommendation system for algebra: An effectiveness evaluation study.
Jessica Lizeth Domínguez Alfaro, Stefanie Gantois, Jonas Blattgerste, Robin De Croon, Katrien Verbert, Thies Pfeiffer & Peter Van Puyvelde. (2022) Mobile Augmented Reality Laboratory for Learning Acid–Base Titration. Journal of Chemical Education 99:2, pages 531-537.
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Tasneem Selim, Islam Elkabani & Mohamed A. Abdou. (2022) Students Engagement Level Detection in Online e-Learning Using Hybrid EfficientNetB7 Together With TCN, LSTM, and Bi-LSTM. IEEE Access 10, pages 99573-99583.
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Hsin-Yu Lee, Wei-Cyun Chang & Yueh-Min Huang. 2022. Innovative Technologies and Learning. Innovative Technologies and Learning 22 32 .
Michail Giannakos, Mutlu Cukurova & Sofia Papavlasopoulou. 2022. The Multimodal Learning Analytics Handbook. The Multimodal Learning Analytics Handbook 329 358 .
Joe Betts. 2022. Handbook of Research on Student Engagement. Handbook of Research on Student Engagement 647 658 .
Jennifer A. Fredricks. 2022. Handbook of Research on Student Engagement. Handbook of Research on Student Engagement 597 616 .
Srećko Joksimović, Shane Dawson, Abhinava Barthakur, Oleksandra Poquet, Yuan Elle Wang, Fernando Marmolejo-Ramos & George Siemens. 2022. Social and Emotional Learning and Complex Skills Assessment. Social and Emotional Learning and Complex Skills Assessment 27 47 .
Luis P. Prieto, María Jesús Rodríguez-Triana, Paula Odriozola-González & Yannis Dimitriadis. 2022. Social and Emotional Learning and Complex Skills Assessment. Social and Emotional Learning and Complex Skills Assessment 251 278 .
Yuan Elle Wang & Srećko Joksimović. 2022. Social and Emotional Learning and Complex Skills Assessment. Social and Emotional Learning and Complex Skills Assessment 1 8 .
Harry J. Witchel, Rudi Klein, Puspha Sinnayah & Joseph Rathner. 2022. Technologies in Biomedical and Life Sciences Education. Technologies in Biomedical and Life Sciences Education 85 131 .
Kun Yu, Jie Xu, Yuming Ou, Ling Luo & Fang Chen. 2022. Humanity Driven AI. Humanity Driven AI 241 253 .
Ido Davidesco, Camillia Matuk, Dana Bevilacqua, David Poeppel & Suzanne Dikker. (2021) Neuroscience Research in the Classroom: Portable Brain Technologies in Education Research. Educational Researcher 50:9, pages 649-656.
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Xin Li, Haogang Bao & Yanyan Li. (2021) Understanding student engagement based on multimodal data in different types of agent-based collaborative learning contexts. Understanding student engagement based on multimodal data in different types of agent-based collaborative learning contexts.
Abdalganiy Wakjira & Samit Bhattacharya. (2021) Predicting Student Engagement in the Online Learning Environment. International Journal of Web-Based Learning and Teaching Technologies 16:6, pages 1-21.
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Yuushi Toyoda, Gale Lucas & Jonathan Gratch. (2021) Predicting Worker Accuracy from Nonverbal Behaviour: Benefits and Potential for Algorithmic Bias. Predicting Worker Accuracy from Nonverbal Behaviour: Benefits and Potential for Algorithmic Bias.
Simon Greipl, Katharina Bernecker & Manuel Ninaus. (2021) Facial and Bodily Expressions of Emotional Engagement. Proceedings of the ACM on Human-Computer Interaction 5:CHI PLAY, pages 1-25.
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Nigel Bosch & Sidney K. D'Mello. (2021) Automatic Detection of Mind Wandering from Video in the Lab and in the Classroom. IEEE Transactions on Affective Computing 12:4, pages 974-988.
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Ilana Dubovi & Iris Tabak. (2021) Interactions between emotional and cognitive engagement with science on YouTube. Public Understanding of Science 30:6, pages 759-776.
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Victor R. Lee. (2021) Youth engagement during making: using electrodermal activity data and first-person video to generate evidence-based conjectures. Information and Learning Sciences 122:3/4, pages 270-291.
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Katariina Salmela‐Aro, Xin Tang, Jennifer Symonds & Katja Upadyaya. (2021) Student Engagement in Adolescence: A Scoping Review of Longitudinal Studies 2010–2020. Journal of Research on Adolescence 31:2, pages 256-272.
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Ali Abedi & Shehroz S. Khan. (2021) Improving state-of-the-art in Detecting Student Engagement with Resnet and TCN Hybrid Network. Improving state-of-the-art in Detecting Student Engagement with Resnet and TCN Hybrid Network.
Sidney K. D'Mello & Caitlin S. Mills. (2021) Mind wandering during reading: An interdisciplinary and integrative review of psychological, computing, and intervention research and theory. Language and Linguistics Compass 15:4.
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Sanna Järvelä, Jonna Malmberg, Eetu Haataja, Marta Sobocinski & Paul A. Kirschner. (2021) What multimodal data can tell us about the students’ regulation of their learning process?. Learning and Instruction 72, pages 101203.
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Shan Li, Susanne P. Lajoie, Juan Zheng, Hongbin Wu & Huaqin Cheng. (2021) Automated detection of cognitive engagement to inform the art of staying engaged in problem-solving. Computers & Education 163, pages 104114.
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Anahid S. Modrek & Gerardo Ramirez. (2020) Cognitive regulation outdoes behavior regulation in predicting state standardized test scores over time. Metacognition and Learning 16:1, pages 113-134.
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Cornelia Geukes & Horst M. Müller. (2021) Physiological Correlates of Processing Health-Related Information: An Idea for the Adoption of a Foreign Field. Nursing Reports 11:1, pages 175-186.
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Yuqin Yang, Yang Du, Jan van Aalst, Daner Sun & Fan Ouyang. (2020) Self‐directed reflective assessment for collective empowerment among pre‐service teachers. British Journal of Educational Technology 51:6, pages 1961-1981.
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Jason M. Harley, Yang Liu, Byunghoon “Tony” Ahn, Susanne P. Lajoie & Andre P. Grace. (2020) Examining physiological and self‐report indicators of empathy during learners’ interaction with a queer history app. British Journal of Educational Technology 51:6, pages 1921-1938.
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Omid Noroozi, Héctor J. Pijeira-Díaz, Marta Sobocinski, Muhterem Dindar, Sanna Järvelä & Paul A. Kirschner. (2020) Multimodal data indicators for capturing cognitive, motivational, and emotional learning processes: A systematic literature review. Education and Information Technologies 25:6, pages 5499-5547.
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Rahmita Wirza, Shah Nazir, Habib Ullah Khan, Iván García-Magariño & Rohul Amin. (2020) Augmented Reality Interface for Complex Anatomy Learning in the Central Nervous System: A Systematic Review. Journal of Healthcare Engineering 2020, pages 1-15.
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Penelope J. Standen, David J. Brown, Mohammad Taheri, Maria J. Galvez Trigo, Helen Boulton, Andrew Burton, Madeline J. Hallewell, James G. Lathe, Nicholas Shopland, Maria A. Blanco Gonzalez, Gosia M. Kwiatkowska, Elena Milli, Stefano Cobello, Annaleda Mazzucato, Marco Traversi & Enrique Hortal. (2020) An evaluation of an adaptive learning system based on multimodal affect recognition for learners with intellectual disabilities. British Journal of Educational Technology 51:5, pages 1748-1765.
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Kshitij Sharma & Michail Giannakos. (2020) Multimodal data capabilities for learning: What can multimodal data tell us about learning?. British Journal of Educational Technology 51:5, pages 1450-1484.
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Andrew Emerson, Elizabeth B. Cloude, Roger Azevedo & James Lester. (2020) Multimodal learning analytics for game‐based learning. British Journal of Educational Technology 51:5, pages 1505-1526.
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Pete R. Jones, Giorgia Demaria, Iris Tigchelaar, Daniel S. Asfaw, David F. Edgar, Peter Campbell, Tamsin Callaghan & David P. Crabb. (2020) The Human Touch: Using a Webcam to Autonomously Monitor Compliance During Visual Field Assessments. Translational Vision Science & Technology 9:8, pages 31.
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Victor R. Lee, Liam Fischback & Ryan Cain. (2019) A wearables-based approach to detect and identify momentary engagement in afterschool Makerspace programs. Contemporary Educational Psychology 59, pages 101789.
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Ulrik Soderstrom, Songyu Li, Harry L. Claxton, Daisy C. Holmes, Thomas T. Ranji, Carlos P. Santos, Carina E.I. Westling & Harry J. Witchel. (2019) Toward emotional recognition during HCI using marker-based automated video tracking. Toward emotional recognition during HCI using marker-based automated video tracking.
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Ajjen Joshi, Danielle Allessio, John Magee, Jacob Whitehill, Ivon Arroyo, Beverly Woolf, Stan Sclaroff & Margrit Betke. (2019) Affect-driven Learning Outcomes Prediction in Intelligent Tutoring Systems. Affect-driven Learning Outcomes Prediction in Intelligent Tutoring Systems.
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Pete R. Jones. (2018) Sit still and pay attention: Using the Wii Balance-Board to detect lapses in concentration in children during psychophysical testing. Behavior Research Methods 51:1, pages 28-39.
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Jia Yue, Feng Tian, Kuo-Min Chao, Nazaraf Shah, Longzhuang Li, Yan Chen & Qinghua Zheng. (2019) Recognizing Multidimensional Engagement of E-Learners Based on Multi-Channel Data in E-Learning Environment. IEEE Access 7, pages 149554-149567.
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Ronald A. Beghetto & Maciej Karwowski. 2019. Dynamic Perspectives on Creativity. Dynamic Perspectives on Creativity 7 25 .
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Amanjot Kaur, Aamir Mustafa, Love Mehta & Abhinav Dhall. (2018) Prediction and Localization of Student Engagement in the Wild. Prediction and Localization of Student Engagement in the Wild.
Ilana Dubovi. (2018) Designing for online computer-based clinical simulations: Evaluation of instructional approaches. Nurse Education Today 69, pages 67-73.
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Eetu Haataja, Jonna Malmberg & Sanna Järvelä. (2018) Monitoring in collaborative learning: Co-occurrence of observed behavior and physiological synchrony explored. Computers in Human Behavior 87, pages 337-347.
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